{"schema_version":1,"generated":"2026-10-20","items":[{"id":"google-research-harness2--try-recursion-modes-locally-no-credentials","t":"Try both recursion modes locally with no credentials","s":"Run the bundled demo to see parallel and sequential harness refinement before spending any API budget.","w":"A developer or researcher evaluating Harness² who wants to see how the two recursion modes behave before configuring any model access.","o":"A completed local demo run under runs/demo that shows both recursion modes using deterministic editors and real Python executions.","c":"Software and DevOps","r":"google-research/harness2","rt":"Harness2","rs":"google-research-harness2","u":"/use-cases/google-research-harness2/try-recursion-modes-locally-no-credentials/","b":true,"f":false,"sc":1.0},{"id":"google-research-harness2--refine-agent-harness-on-lab-legal-tasks","t":"Refine an agent harness on a small LAB legal set","s":"Run one Propose-Probe-Compose step on a single LAB legal domain, then judge and report the result.","w":"A legal-tech or AI evaluation engineer who needs evidence on whether a harness refinement helps an agent on legal work before scaling up.","o":"A judged and reported LAB run for one domain with a small task count, showing whether the refined harness improved results.","c":"Software and DevOps","r":"google-research/harness2","rt":"Harness2","rs":"google-research-harness2","u":"/use-cases/google-research-harness2/refine-agent-harness-on-lab-legal-tasks/","b":false,"f":false,"sc":0.9},{"id":"google-research-harness2--compare-recursion-budgets-on-workbuddy-code","t":"Compare recursion budgets on WorkBuddy-Bench code tasks","s":"Run parallel and sequential refinement on the WorkBuddy code subset to see which recursion style helps more.","w":"An AI agent researcher who needs to choose a recursion strategy for coding-style office tasks and wants a fair side-by-side comparison.","o":"Separate judged and reported runs for each recursion mode on the WorkBuddy code subset, using a distinct runs directory for each.","c":"Software and DevOps","r":"google-research/harness2","rt":"Harness2","rs":"google-research-harness2","u":"/use-cases/google-research-harness2/compare-recursion-budgets-on-workbuddy-code/","b":false,"f":false,"sc":0.8},{"id":"debpalash-voicestudio--dub-video-into-timed-speech","t":"Dub a video into timed speech locally","s":"Generate timed speech for a video on your own machine instead of a hosted dubbing service.","w":"A video creator or localization editor who needs a dubbed version of a finished video and does not want to upload footage to a cloud service.","o":"A dubbed version of the video with speech placed on the original timing, produced on local hardware.","c":"Content","r":"debpalash/VoiceStudio","rt":"Voice Studio","rs":"debpalash-voicestudio","u":"/use-cases/debpalash-voicestudio/dub-video-into-timed-speech/","b":true,"f":false,"sc":1.0},{"id":"debpalash-voicestudio--batch-audiobook-from-manuscript","t":"Turn a manuscript into an audiobook in batches","s":"Produce narrated audio from written chapters using batch jobs on local models.","w":"An independent author or small publisher with finished chapters who wants narrated versions without a studio session.","o":"Narrated audio files for the chapters, generated as a batch on local hardware.","c":"Content","r":"debpalash/VoiceStudio","rt":"Voice Studio","rs":"debpalash-voicestudio","u":"/use-cases/debpalash-voicestudio/batch-audiobook-from-manuscript/","b":false,"f":false,"sc":0.9},{"id":"debpalash-voicestudio--local-dictation-and-transcription","t":"Dictate and transcribe speech without the cloud","s":"Speak into a floating widget and transcribe recordings, all on your own device.","w":"A writer, note-taker or professional who dictates often and does not want audio sent to a third-party service.","o":"Spoken text captured through a floating widget and transcripts of recordings, produced locally.","c":"Content","r":"debpalash/VoiceStudio","rt":"Voice Studio","rs":"debpalash-voicestudio","u":"/use-cases/debpalash-voicestudio/local-dictation-and-transcription/","b":false,"f":false,"sc":0.8},{"id":"debpalash-voicestudio--agent-driven-voice-jobs-via-api","t":"Let a coding agent run voice jobs through the local API","s":"Have Claude Code, Codex or Cursor call Voice Studio's local API or MCP to generate audio.","w":"A developer building an agent pipeline that needs speech generation as one step, such as narrating release notes.","o":"An agent that installs Voice Studio, generates speech through its local API or MCP, and returns the audio file.","c":"Content","r":"debpalash/VoiceStudio","rt":"Voice Studio","rs":"debpalash-voicestudio","u":"/use-cases/debpalash-voicestudio/agent-driven-voice-jobs-via-api/","b":false,"f":false,"sc":0.7},{"id":"wheresryan22-anatomy--explain-concept-as-interactive-page","t":"Explain a technical concept as an interactive HTML page","s":"Generate a standalone interactive isometric figure that explains a concept like a rate limiter.","w":"A developer or technical writer who needs an explainer figure for docs or a blog post and has a concept to illustrate.","o":"A standalone HTML page where a physical model of the concept moves under the pointer and keyboard, with a live readout.","c":"Content","r":"wheresryan22/anatomy","rt":"Anatomy","rs":"wheresryan22-anatomy","u":"/use-cases/wheresryan22-anatomy/explain-concept-as-interactive-page/","b":true,"f":false,"sc":1.0},{"id":"wheresryan22-anatomy--make-svg-illustration-for-landing-page","t":"Create a standalone SVG illustration for a landing page","s":"Produce a lone isometric SVG file with embedded styles for a web page or article.","w":"A marketing designer or front-end developer who needs a polished technical illustration for a landing page or article.","o":"A single SVG file with its styles embedded, ready to drop into a page, plus a PNG preview.","c":"Content","r":"wheresryan22/anatomy","rt":"Anatomy","rs":"wheresryan22-anatomy","u":"/use-cases/wheresryan22-anatomy/make-svg-illustration-for-landing-page/","b":false,"f":false,"sc":0.9},{"id":"wheresryan22-anatomy--add-shader-effect-to-physics-figure","t":"Build a figure with a WebGL fire or water effect","s":"Make an isometric explainer where a shader shows fire, water or light inside the drawing.","w":"A science educator or lab content author who needs a figure where flame, water or light is part of the explanation.","o":"A figure where a WebGL shader renders the effect in the same isometric camera as the SVG parts.","c":"Content","r":"wheresryan22/anatomy","rt":"Anatomy","rs":"wheresryan22-anatomy","u":"/use-cases/wheresryan22-anatomy/add-shader-effect-to-physics-figure/","b":false,"f":false,"sc":0.8},{"id":"wheresryan22-anatomy--generate-react-component-for-docs-site","t":"Generate a React component of a figure for a docs site","s":"Create a React or Next.js component version of an explainer figure for a documentation site.","w":"A developer maintaining a Next.js documentation site who wants a figure built as a component.","o":"A React component and a static HTML preview of the same figure, ready to import into a docs project.","c":"Content","r":"wheresryan22/anatomy","rt":"Anatomy","rs":"wheresryan22-anatomy","u":"/use-cases/wheresryan22-anatomy/generate-react-component-for-docs-site/","b":false,"f":false,"sc":0.7},{"id":"madslorentzen-ai-job-search--tailor-cv-and-cover-letter-for-one-job","t":"Tailor a CV and cover letter to one job posting","s":"Paste a posting URL and get a fit evaluation plus a tailored LaTeX CV and cover letter to review.","w":"A job seeker who has found a specific posting and needs a tailored CV and cover letter without writing them from scratch.","o":"A fit evaluation, a drafted CV and cover letter reviewed by a second agent, and a revised final output ready for your review.","c":"Work and operations","r":"MadsLorentzen/ai-job-search","rt":"AI Job Search","rs":"madslorentzen-ai-job-search","u":"/use-cases/madslorentzen-ai-job-search/tailor-cv-and-cover-letter-for-one-job/","b":true,"f":false,"sc":1.0},{"id":"madslorentzen-ai-job-search--rank-scraped-jobs-into-a-shortlist","t":"Rank a batch of scraped jobs into a shortlist","s":"Scrape job portals, then score every new posting against your fit framework in one run.","w":"A job seeker whose search returned dozens of postings and who does not want to read each one by hand.","o":"A ranked shortlist with strengths, gaps, deadline flags and expired postings marked, where you can pick a number to start /apply.","c":"Work and operations","r":"MadsLorentzen/ai-job-search","rt":"AI Job Search","rs":"madslorentzen-ai-job-search","u":"/use-cases/madslorentzen-ai-job-search/rank-scraped-jobs-into-a-shortlist/","b":false,"f":false,"sc":0.9},{"id":"madslorentzen-ai-job-search--prep-for-a-scheduled-interview","t":"Prepare a stage-specific interview pack","s":"Build a prep pack and mock interview for a scheduled interview on a tracked application.","w":"A candidate with an interview booked for a tracked application who needs to prepare quickly and accurately.","o":"A stage-specific prep pack with likely questions mapped to your STAR examples, verified company research and an offered mock interview.","c":"Work and operations","r":"MadsLorentzen/ai-job-search","rt":"AI Job Search","rs":"madslorentzen-ai-job-search","u":"/use-cases/madslorentzen-ai-job-search/prep-for-a-scheduled-interview/","b":false,"f":false,"sc":0.8},{"id":"madslorentzen-ai-job-search--track-application-outcomes-and-follow-ups","t":"Record application outcomes and draft follow-ups","s":"Log interviews, offers and silence, then get drafted follow-ups for applications that went quiet.","w":"A job seeker with several open applications who loses track of which ones need a nudge or a record update.","o":"Each application archived with its outcome, a list of stale applications, and short follow-up drafts you can send yourself.","c":"Work and operations","r":"MadsLorentzen/ai-job-search","rt":"AI Job Search","rs":"madslorentzen-ai-job-search","u":"/use-cases/madslorentzen-ai-job-search/track-application-outcomes-and-follow-ups/","b":false,"f":false,"sc":0.7},{"id":"madslorentzen-ai-job-search--view-your-pipeline-as-a-dashboard","t":"Generate an offline dashboard of your pipeline","s":"Turn your tracker and application archives into a self-contained HTML report you can open offline.","w":"A job seeker with many tracked applications who wants a visual overview of the funnel and outcomes.","o":"A single HTML file with stat cards, charts and a filterable applications table that opens in a browser without internet.","c":"Work and operations","r":"MadsLorentzen/ai-job-search","rt":"AI Job Search","rs":"madslorentzen-ai-job-search","u":"/use-cases/madslorentzen-ai-job-search/view-your-pipeline-as-a-dashboard/","b":false,"f":false,"sc":0.6},{"id":"k-dense-ai-scientific-agent-skills--look-up-compound-and-protein-records","t":"Pull compound and protein records with source provenance","s":"Query public biology and chemistry databases and get each record with its source endpoint.","w":"A pharmacologist or research analyst who needs compound and protein records for a target list and must show where each value came from.","o":"A table of records from the named databases, where every row lists the endpoint and access date used.","c":"Research","r":"K-Dense-AI/scientific-agent-skills","rt":"Scientific Agent Skills","rs":"k-dense-ai-scientific-agent-skills","u":"/use-cases/k-dense-ai-scientific-agent-skills/look-up-compound-and-protein-records/","b":true,"f":false,"sc":1.0},{"id":"k-dense-ai-scientific-agent-skills--screen-compounds-for-drug-likeness","t":"Screen a compound list for drug-like properties","s":"Use RDKit-based skills to predict molecular properties and flag ADMET concerns in a candidate set.","w":"A medicinal chemist with a list of candidate molecules who needs a first-pass property filter before wet-lab work.","o":"A ranked table of candidates with computed properties and notes on ADMET concerns, with the code used to compute them.","c":"Research","r":"K-Dense-AI/scientific-agent-skills","rt":"Scientific Agent Skills","rs":"k-dense-ai-scientific-agent-skills","u":"/use-cases/k-dense-ai-scientific-agent-skills/screen-compounds-for-drug-likeness/","b":false,"f":false,"sc":0.9},{"id":"k-dense-ai-scientific-agent-skills--analyze-single-cell-rna-seq-data","t":"Run a single-cell RNA-seq analysis with Scanpy","s":"Have an agent follow the Scanpy skill to process a single-cell dataset and report clusters.","w":"A bench biologist or bioinformatics staff member with a single-cell RNA-seq dataset and no time to write the pipeline from scratch.","o":"A reproducible notebook or script that loads the data, filters cells, clusters them, and reports the main groups found.","c":"Research","r":"K-Dense-AI/scientific-agent-skills","rt":"Scientific Agent Skills","rs":"k-dense-ai-scientific-agent-skills","u":"/use-cases/k-dense-ai-scientific-agent-skills/analyze-single-cell-rna-seq-data/","b":false,"f":false,"sc":0.8},{"id":"k-dense-ai-scientific-agent-skills--draft-a-sourced-literature-review","t":"Draft a literature review with traceable citations","s":"Synthesize papers on a topic and keep each claim linked to a citable source.","w":"A graduate student or principal investigator preparing a related-work section who needs claims tied to real sources.","o":"A draft review where each claim points to a source, with a bibliography ready for a reference manager.","c":"Research","r":"K-Dense-AI/scientific-agent-skills","rt":"Scientific Agent Skills","rs":"k-dense-ai-scientific-agent-skills","u":"/use-cases/k-dense-ai-scientific-agent-skills/draft-a-sourced-literature-review/","b":false,"f":false,"sc":0.7},{"id":"rehan-remade-universal-modder--scan-a-game-and-plan-a-mod","t":"Scan a game install and plan a mod route","s":"Find the engine, version and modding route for a game you own before writing any code.","w":"A PC gamer who wants to mod a game they own and does not yet know its engine, anti-cheat status or the best modding route.","o":"A fingerprint of the game with ranked modding routes, and a MODDING_PLAN.md file the agent can follow.","c":"Games and hobbies","r":"rehan-remade/universal-modder","rt":"Universal Modder","rs":"rehan-remade-universal-modder","u":"/use-cases/rehan-remade-universal-modder/scan-a-game-and-plan-a-mod/","b":true,"f":false,"sc":1.0},{"id":"rehan-remade-universal-modder--make-game-sprites-with-fal","t":"Make game sprites and art with fal","s":"Generate sprites with fal, cut out the background and fit them for a game you are modding.","w":"A modder who needs new art for a game and has no artist, and who wants the agent to make it.","o":"Sprite files with real transparency, ready to drop into a mod, plus a manifest of every generation.","c":"Games and hobbies","r":"rehan-remade/universal-modder","rt":"Universal Modder","rs":"rehan-remade-universal-modder","u":"/use-cases/rehan-remade-universal-modder/make-game-sprites-with-fal/","b":false,"f":false,"sc":0.9},{"id":"rehan-remade-universal-modder--turn-a-3d-model-into-game-sprites","t":"Turn a 3D model into game sprite frames","s":"Render a GLB 3D model into sprite frames from a game-style camera for a 2D or isometric mod.","w":"A modder adding a unit or object to a strategy or 2D game who has a 3D model and needs sprites that match the game's camera.","o":"Sprite frames rendered from the game's camera, with a team colour mask if the game needs one.","c":"Games and hobbies","r":"rehan-remade/universal-modder","rt":"Universal Modder","rs":"rehan-remade-universal-modder","u":"/use-cases/rehan-remade-universal-modder/turn-a-3d-model-into-game-sprites/","b":false,"f":false,"sc":0.8},{"id":"rehan-remade-universal-modder--record-a-mod-showcase-video","t":"Record a mod showcase video from the game window","s":"Capture the game window with its own audio, pick the best moments and cut a styled video.","w":"A modder who has a working mod and wants a short video to share with other players.","o":"A cut video of the mod running, recorded from the game window with only the game's audio.","c":"Games and hobbies","r":"rehan-remade/universal-modder","rt":"Universal Modder","rs":"rehan-remade-universal-modder","u":"/use-cases/rehan-remade-universal-modder/record-a-mod-showcase-video/","b":false,"f":false,"sc":0.7},{"id":"rehan-remade-universal-modder--share-a-field-note-after-a-mod","t":"Share a field note so the next agent starts ahead","s":"Write up how a game was modded and open a pull request to the knowledge base.","w":"A modder or agent who has finished a mod and wants the next agent to skip the same traps.","o":"A field note in the knowledge base, checked by the CLI and submitted as a pull request after your OK.","c":"Games and hobbies","r":"rehan-remade/universal-modder","rt":"Universal Modder","rs":"rehan-remade-universal-modder","u":"/use-cases/rehan-remade-universal-modder/share-a-field-note-after-a-mod/","b":false,"f":false,"sc":0.6},{"id":"tangency-labs-solidcraft--agent-models-part-via-mcp","t":"Have an AI agent model a part through SolidCraft MCP","s":"Connect Claude Code to the SolidCraft MCP server so an agent builds and edits a parametric design.","w":"A mechanical designer or hobbyist who already has a written part spec and wants an AI agent to draft the model.","o":"A parametric design the agent built through MCP, which you can open, inspect and change in SolidCraft.","c":"Work and operations","r":"tangency-labs/solidcraft","rt":"Solidcraft","rs":"tangency-labs-solidcraft","u":"/use-cases/tangency-labs-solidcraft/agent-models-part-via-mcp/","b":true,"f":false,"sc":1.0},{"id":"tangency-labs-solidcraft--run-bracket-script-to-step","t":"Run a JSON script to export a bracket as STEP","s":"Use the headless CLI to run a script and write a STEP file without opening the app.","w":"An engineer or pipeline owner who needs the same part regenerated on demand whenever a spec changes.","o":"A bracket.step file produced from a versioned JSON script that can be rerun.","c":"Work and operations","r":"tangency-labs/solidcraft","rt":"Solidcraft","rs":"tangency-labs-solidcraft","u":"/use-cases/tangency-labs-solidcraft/run-bracket-script-to-step/","b":false,"f":false,"sc":0.9},{"id":"tangency-labs-solidcraft--enclosure-rebuilds-from-parameters","t":"Design an enclosure whose height updates from Parameters","s":"Model a case in the desktop app, then change one parameter and watch the design rebuild.","w":"A maker designing a housing for an electronics board who expects board or fit dimensions to change.","o":"A case on a parametric timeline where one updated value rebuilds the whole design.","c":"Work and operations","r":"tangency-labs/solidcraft","rt":"Solidcraft","rs":"tangency-labs-solidcraft","u":"/use-cases/tangency-labs-solidcraft/enclosure-rebuilds-from-parameters/","b":false,"f":false,"sc":0.8},{"id":"ifixai-ai-ifixai--guided-audit-of-my-agent","t":"Audit your agent in a guided terminal wizard","s":"Run a 10-inspection audit of your agent with a setup wizard and get a scorecard in minutes.","w":"A developer who has built an AI agent and wants a quick, repeatable check before shipping changes.","o":"A saved configuration and a graded report in ./ifixai-results/ covering the default 10 inspections.","c":"Software and DevOps","r":"ifixai-ai/iFixAi","rt":"iFixAi","rs":"ifixai-ai-ifixai","u":"/use-cases/ifixai-ai-ifixai/guided-audit-of-my-agent/","b":true,"f":false,"sc":1.0},{"id":"ifixai-ai-ifixai--let-claude-code-run-the-audit","t":"Have Claude Code run and explain the audit","s":"Install the iFixAi plugin so Claude Code can discover your setup, run the audit, and walk you through results.","w":"A developer working in Claude Code who wants an agent to run the audit and explain the scorecard without writing commands.","o":"An interactive scorecard, produced by the agent, that explains which behaviors passed or failed.","c":"Software and DevOps","r":"ifixai-ai/iFixAi","rt":"iFixAi","rs":"ifixai-ai-ifixai","u":"/use-cases/ifixai-ai-ifixai/let-claude-code-run-the-audit/","b":false,"f":false,"sc":0.9},{"id":"ifixai-ai-ifixai--scripted-audit-in-ci","t":"Run a scripted audit in CI with explicit flags","s":"Add a fully scriptable iFixAi run to a pipeline using explicit flags and no interactive wizard.","w":"A platform or DevOps engineer who wants a repeatable agent check on every build without human prompts.","o":"A pipeline step that writes JSON and Markdown reports on each run, with a no-key smoke test available.","c":"Software and DevOps","r":"ifixai-ai/iFixAi","rt":"iFixAi","rs":"ifixai-ai-ifixai","u":"/use-cases/ifixai-ai-ifixai/scripted-audit-in-ci/","b":false,"f":false,"sc":0.8},{"id":"ifixai-ai-ifixai--citable-cross-vendor-grade","t":"Get a citable grade from a second-vendor judge","s":"Grade your agent with a judge from a different vendor so the result can be cited.","w":"A team lead who needs an audit result to show a customer, auditor, or internal review board.","o":"A report in ./ifixai-results/ where a different vendor's judge graded your agent, making the grade citable.","c":"Software and DevOps","r":"ifixai-ai/iFixAi","rt":"iFixAi","rs":"ifixai-ai-ifixai","u":"/use-cases/ifixai-ai-ifixai/citable-cross-vendor-grade/","b":false,"f":false,"sc":0.7},{"id":"ifixai-ai-ifixai--scaffold-audit-skill-for-cursor","t":"Add an /ifixai-skill audit command to Cursor","s":"Scaffold a native audit command into Cursor with one zero-install command, then run it from the chat.","w":"A developer who uses Cursor and wants to run an agent audit from inside the editor without a plugin install.","o":"A /ifixai-skill command in Cursor that reads your setup, shows the cost through a dry run, and runs only after you confirm.","c":"Software and DevOps","r":"ifixai-ai/iFixAi","rt":"iFixAi","rs":"ifixai-ai-ifixai","u":"/use-cases/ifixai-ai-ifixai/scaffold-audit-skill-for-cursor/","b":false,"f":false,"sc":0.6},{"id":"stablyai-orca--compare-agent-results-in-parallel-worktrees","t":"Compare agent results across parallel worktrees","s":"Send one prompt to several agents in separate worktrees, then compare results and merge the best one.","w":"A developer facing a task with several reasonable approaches who wants to see how different coding agents handle it before choosing one.","o":"Each agent works in its own isolated git worktree, you compare the results side by side, and you merge the one you prefer.","c":"Software and DevOps","r":"stablyai/orca","rt":"Orca","rs":"stablyai-orca","u":"/use-cases/stablyai-orca/compare-agent-results-in-parallel-worktrees/","b":true,"f":false,"sc":1.0},{"id":"stablyai-orca--review-and-annotate-ai-diffs","t":"Review AI diffs line by line and send feedback back","s":"Comment on any diff line in Orca and return the notes to the agent to fix before you commit.","w":"A developer who reviews code an agent produced and wants to give specific feedback without switching to another tool.","o":"You leave comments on specific diff lines, the agent receives them, and you review and commit the revised changes inside Orca.","c":"Software and DevOps","r":"stablyai/orca","rt":"Orca","rs":"stablyai-orca","u":"/use-cases/stablyai-orca/review-and-annotate-ai-diffs/","b":false,"f":false,"sc":0.9},{"id":"stablyai-orca--monitor-and-steer-agents-from-phone","t":"Check on and steer agents from your phone","s":"Get notified when an agent finishes and send follow-up prompts from iOS or Android.","w":"A developer who starts long agent runs at the desk and wants to follow up while away from the computer.","o":"You receive a notification when an agent finishes and can send a follow-up prompt from your phone.","c":"Software and DevOps","r":"stablyai/orca","rt":"Orca","rs":"stablyai-orca","u":"/use-cases/stablyai-orca/monitor-and-steer-agents-from-phone/","b":false,"f":false,"sc":0.8},{"id":"stablyai-orca--run-agents-on-a-remote-machine-over-ssh","t":"Run coding agents on a remote machine over SSH","s":"Use Orca's SSH worktrees to run agents, terminals, and file edits on a larger remote box.","w":"A developer whose local machine is too small or slow for heavy agent work and who has access to a bigger remote server.","o":"Agents, git operations, and terminals run on the remote box while you edit files and watch progress from Orca on your desktop.","c":"Software and DevOps","r":"stablyai/orca","rt":"Orca","rs":"stablyai-orca","u":"/use-cases/stablyai-orca/run-agents-on-a-remote-machine-over-ssh/","b":false,"f":false,"sc":0.7},{"id":"stablyai-orca--script-agent-workflows-with-orca-cli","t":"Script worktree and UI steps with the Orca CLI","s":"Let an agent create worktrees and drive the Orca UI through the CLI for repeatable workflows.","w":"A developer or platform engineer who wants the same agent setup repeated across tasks or repos without clicking through the app each time.","o":"A script or agent creates worktrees, takes snapshots, and fills in UI fields through the Orca CLI, and the results are repeatable.","c":"Software and DevOps","r":"stablyai/orca","rt":"Orca","rs":"stablyai-orca","u":"/use-cases/stablyai-orca/script-agent-workflows-with-orca-cli/","b":false,"f":false,"sc":0.6},{"id":"cathrynlavery-diagram-design--draw-architecture-diagram-for-a-doc","t":"Draw an architecture diagram for a doc or post","s":"Turn a plain-words description of a system into one HTML diagram file you can open in a browser.","w":"A developer or technical writer who needs an architecture diagram for a blog post, design doc or README and does not want to draw it by hand.","o":"One .html file with an inline SVG architecture diagram that opens by double-clicking.","c":"Software and DevOps","r":"cathrynlavery/diagram-design","rt":"Diagram Design","rs":"cathrynlavery-diagram-design","u":"/use-cases/cathrynlavery-diagram-design/draw-architecture-diagram-for-a-doc/","b":true,"f":false,"sc":1.0},{"id":"cathrynlavery-diagram-design--match-diagrams-to-your-site-brand","t":"Match diagrams to your site's brand","s":"Onboard the skill to your site so every new diagram uses your palette and fonts.","w":"A marketer, founder or writer who publishes diagrams on a website and wants them to look like the rest of the site.","o":"Diagrams that follow the palette and fonts pulled from your site after onboarding.","c":"Software and DevOps","r":"cathrynlavery/diagram-design","rt":"Diagram Design","rs":"cathrynlavery-diagram-design","u":"/use-cases/cathrynlavery-diagram-design/match-diagrams-to-your-site-brand/","b":false,"f":false,"sc":0.9},{"id":"cathrynlavery-diagram-design--redraw-mermaid-or-drawio-diagrams","t":"Redraw old Mermaid or draw.io diagrams","s":"Convert an existing Mermaid, draw.io or Excalidraw diagram into a styled HTML file.","w":"An engineer or writer with an older Mermaid, draw.io or Excalidraw diagram who needs a version for a publication or slide page.","o":"A redrawn diagram in the editorial style, saved as one .html file.","c":"Software and DevOps","r":"cathrynlavery/diagram-design","rt":"Diagram Design","rs":"cathrynlavery-diagram-design","u":"/use-cases/cathrynlavery-diagram-design/redraw-mermaid-or-drawio-diagrams/","b":false,"f":false,"sc":0.8},{"id":"cathrynlavery-diagram-design--export-diagram-to-png-or-svg","t":"Export a finished diagram to PNG or SVG","s":"Save a generated diagram as a PNG or SVG file for slides, docs or a website.","w":"A writer or presenter who has a finished diagram and needs an image file for a slide deck, doc or web page.","o":"A PNG or SVG copy of the diagram saved next to the original HTML file.","c":"Software and DevOps","r":"cathrynlavery/diagram-design","rt":"Diagram Design","rs":"cathrynlavery-diagram-design","u":"/use-cases/cathrynlavery-diagram-design/export-diagram-to-png-or-svg/","b":false,"f":false,"sc":0.7},{"id":"comfy-org-comfyui--generate-images-with-template-workflows","t":"Generate images from ready-made template workflows","s":"Install the desktop app, open a template, and queue your first image from a visual node graph.","w":"A visual artist or marketer with no coding background who needs to produce images with open-source models on a personal computer.","o":"A generated image from a template workflow, plus a saved workflow file that can be reused and changed.","c":"Content","r":"Comfy-Org/ComfyUI","rt":"Comfy UI","rs":"comfy-org-comfyui","u":"/use-cases/comfy-org-comfyui/generate-images-with-template-workflows/","b":true,"f":false,"sc":1.0},{"id":"comfy-org-comfyui--run-offline-generation-for-private-work","t":"Run image and video generation fully offline","s":"Install Comfy UI locally, start it with --offline, and keep generation off external services.","w":"A studio or freelancer handling confidential client assets who must keep prompts, images, and models on their own machine.","o":"A local Comfy UI session that generates media without calling the paid API nodes or downloading anything you did not request.","c":"Content","r":"Comfy-Org/ComfyUI","rt":"Comfy UI","rs":"comfy-org-comfyui","u":"/use-cases/comfy-org-comfyui/run-offline-generation-for-private-work/","b":false,"f":false,"sc":0.9},{"id":"comfy-org-comfyui--expose-a-workflow-as-an-app-or-api","t":"Turn a complex workflow into a simple app or API","s":"Use App Mode and the local API to run a saved workflow from a form or a production pipeline.","w":"A developer or operations lead who wants non-technical teammates or a pipeline to run a fixed generation workflow without opening the node graph.","o":"A workflow that is available through App Mode for simple use and through the local API for automated runs.","c":"Content","r":"Comfy-Org/ComfyUI","rt":"Comfy UI","rs":"comfy-org-comfyui","u":"/use-cases/comfy-org-comfyui/expose-a-workflow-as-an-app-or-api/","b":false,"f":false,"sc":0.8},{"id":"comfy-org-comfyui--run-large-models-on-modest-hardware","t":"Run large open-source models on a modest GPU","s":"Use Comfy UI's memory management and quantized model support to run bigger models on a small GPU.","w":"An independent creator with a consumer GPU who wants to try large video or image models without buying new hardware.","o":"A large model running locally through Comfy UI with weight streaming and offloading, generating output on a small GPU.","c":"Content","r":"Comfy-Org/ComfyUI","rt":"Comfy UI","rs":"comfy-org-comfyui","u":"/use-cases/comfy-org-comfyui/run-large-models-on-modest-hardware/","b":false,"f":false,"sc":0.7},{"id":"akitaonrails-ai-memory--hand-off-task-between-claude-code-and-codex","t":"Hand off a half-finished task from Claude Code to Codex","s":"Quit one coding agent mid-task and resume in another in the same directory with the open questions intact.","w":"A developer partway through a feature in Claude Code who needs to continue in OpenAI Codex, for example after hitting a usage limit or wanting a second agent's view.","o":"Codex starts in the same directory with a handoff that states where the work stopped, what failed, and what is still open.","c":"Software and DevOps","r":"akitaonrails/ai-memory","rt":"AI Memory","rs":"akitaonrails-ai-memory","u":"/use-cases/akitaonrails-ai-memory/hand-off-task-between-claude-code-and-codex/","b":true,"f":false,"sc":1.0},{"id":"akitaonrails-ai-memory--keep-project-memory-in-sync-across-machines","t":"Resume a project on another machine with the same memory","s":"Run memory on a server you control so a project started on a desktop continues on a laptop.","w":"A developer who works on the same repository from a desktop, a laptop, and a homelab box and loses context when switching.","o":"The laptop agent retrieves the same project knowledge and open questions recorded on the desktop.","c":"Software and DevOps","r":"akitaonrails/ai-memory","rt":"AI Memory","rs":"akitaonrails-ai-memory","u":"/use-cases/akitaonrails-ai-memory/keep-project-memory-in-sync-across-machines/","b":false,"f":false,"sc":0.9},{"id":"akitaonrails-ai-memory--share-project-knowledge-with-a-small-team","t":"Share project knowledge across a team on one server","s":"Point the whole team at one AI Memory server so each person's agents can retrieve shared project notes.","w":"A team lead running a small shared codebase who wants every developer's agent to learn from the same project knowledge.","o":"Project knowledge is shared per project, while personal handoffs stay personal, and each person's activity is attributed in an audit log.","c":"Software and DevOps","r":"akitaonrails/ai-memory","rt":"AI Memory","rs":"akitaonrails-ai-memory","u":"/use-cases/akitaonrails-ai-memory/share-project-knowledge-with-a-small-team/","b":false,"f":false,"sc":0.8},{"id":"akitaonrails-ai-memory--browse-and-edit-agent-memory-as-plain-files","t":"Read and edit agent memory as plain markdown files","s":"Open the project's memory wiki in any text editor or Obsidian and correct it by hand.","w":"A developer who wants to audit, correct, or back up what their agents have learned about a project.","o":"The developer reads, greps, and edits ordinary .md files that hold the project's memory, and the change is picked up by the index.","c":"Software and DevOps","r":"akitaonrails/ai-memory","rt":"AI Memory","rs":"akitaonrails-ai-memory","u":"/use-cases/akitaonrails-ai-memory/browse-and-edit-agent-memory-as-plain-files/","b":false,"f":false,"sc":0.7},{"id":"shiyu-coder-kronos--forecast-candlesticks-with-kronos-predictor","t":"Forecast future candlesticks from one price history","s":"Load a pre-trained Kronos model and get a forecast of future OHLCV candles from your own historical data.","w":"A quant analyst or developer with a CSV of 5-minute or daily candles who needs a quick model-based forecast for one instrument.","o":"A pandas DataFrame of forecasted open, high, low, close, volume and amount values, indexed by the future timestamps you supplied.","c":"Data and analytics","r":"shiyu-coder/Kronos","rt":"Kronos","rs":"shiyu-coder-kronos","u":"/use-cases/shiyu-coder-kronos/forecast-candlesticks-with-kronos-predictor/","b":true,"f":false,"sc":1.0},{"id":"shiyu-coder-kronos--batch-forecast-many-price-series","t":"Forecast many assets in one batch run","s":"Use predict_batch to forecast several equal-length price series at once and keep results in input order.","w":"A developer or analyst monitoring a watchlist of instruments who needs forecasts for all of them with the same lookback and horizon.","o":"A list of forecast DataFrames, one per input series, returned in the same order as the inputs.","c":"Data and analytics","r":"shiyu-coder/Kronos","rt":"Kronos","rs":"shiyu-coder-kronos","u":"/use-cases/shiyu-coder-kronos/batch-forecast-many-price-series/","b":false,"f":false,"sc":0.9},{"id":"shiyu-coder-kronos--fine-tune-kronos-on-own-market-data","t":"Fine-tune Kronos on your own market dataset","s":"Adapt the Kronos tokenizer and predictor to your own candlestick data using the Qlib-based finetuning pipeline.","w":"A quant researcher with local Qlib market data and multiple GPUs who wants Kronos tuned to a specific market or universe.","o":"Train, validation and test pickle files plus fine-tuned tokenizer and predictor checkpoints saved to the paths in your config.","c":"Data and analytics","r":"shiyu-coder/Kronos","rt":"Kronos","rs":"shiyu-coder-kronos","u":"/use-cases/shiyu-coder-kronos/fine-tune-kronos-on-own-market-data/","b":false,"f":false,"sc":0.8},{"id":"graphify-labs-graphify--map-unfamiliar-codebase-in-one-run","t":"Map an unfamiliar codebase in one run","s":"Build a browsable graph and a highlights report for a project you have not worked in before.","w":"A developer who has just joined a team or inherited a repo and needs the layout before making changes.","o":"A graph.html you can click through, a GRAPH_REPORT.md listing key concepts and suggested questions, and a graph.json for later queries.","c":"Software and DevOps","r":"Graphify-Labs/graphify","rt":"Graphify","rs":"graphify-labs-graphify","u":"/use-cases/graphify-labs-graphify/map-unfamiliar-codebase-in-one-run/","b":true,"f":false,"sc":1.0},{"id":"graphify-labs-graphify--answer-architecture-questions-from-graph","t":"Answer architecture questions from the graph","s":"Ask plain-language questions and get scoped answers instead of grepping through files.","w":"An engineer or AI agent that needs to understand how a class or subsystem works before editing it.","o":"A short explanation of one concept, with its source location, community, and every connection tagged EXTRACTED or INFERRED.","c":"Software and DevOps","r":"Graphify-Labs/graphify","rt":"Graphify","rs":"graphify-labs-graphify","u":"/use-cases/graphify-labs-graphify/answer-architecture-questions-from-graph/","b":false,"f":false,"sc":0.9},{"id":"graphify-labs-graphify--trace-links-between-two-components","t":"Trace how two components connect before a change","s":"Find the path between two modules or concepts to see what a change could affect.","w":"A developer or reviewer preparing a change that touches two parts of a system that may depend on each other.","o":"A printed path showing how the two things connect, which helps scope the change and the review.","c":"Software and DevOps","r":"Graphify-Labs/graphify","rt":"Graphify","rs":"graphify-labs-graphify","u":"/use-cases/graphify-labs-graphify/trace-links-between-two-components/","b":false,"f":false,"sc":0.8},{"id":"graphify-labs-graphify--link-docs-and-pdfs-to-code","t":"Link design docs and PDFs to the code they describe","s":"Put docs, PDFs, and rationale comments into the same graph as the source they explain.","w":"A team lead or engineer whose design decisions live in ADRs, RFCs, PDFs, and code comments that are hard to connect to the code.","o":"A graph where NOTE, WHY comments and ADR or RFC citations appear as nodes linked to the related code, alongside the docs themselves.","c":"Software and DevOps","r":"Graphify-Labs/graphify","rt":"Graphify","rs":"graphify-labs-graphify","u":"/use-cases/graphify-labs-graphify/link-docs-and-pdfs-to-code/","b":false,"f":false,"sc":0.7},{"id":"feder-cr-git-ai--run-local-server-for-many-agents","t":"Run a local gitai server for concurrent agent lands","s":"Build gitai and run the quickstart to see several agents land changes on one branch.","w":"A developer or platform engineer who wants to test how a shared repository behaves when many coding agents push small changes at once.","o":"A running gitai server, a cache daemon, two demo agents and a completed land, all in a temporary directory, with the CLI available for further commands.","c":"Software and DevOps","r":"feder-cr/git-ai","rt":"Git AI","rs":"feder-cr-git-ai","u":"/use-cases/feder-cr-git-ai/run-local-server-for-many-agents/","b":true,"f":false,"sc":1.0},{"id":"feder-cr-git-ai--land-conflicting-agent-changes-automatically","t":"Land conflicting agent changes with a deterministic resolver","s":"Use the bundled resolve.toml rules so conflicting agent lands get resolved and verified.","w":"A team lead running several coding agents on one branch, where the agents often edit the same files and conflicts block their work.","o":"Conflicts that match the configured deterministic rules are resolved and the changes land, with verification run on the exact tree that would land when you enable it.","c":"Software and DevOps","r":"feder-cr/git-ai","rt":"Git AI","rs":"feder-cr-git-ai","u":"/use-cases/feder-cr-git-ai/land-conflicting-agent-changes-automatically/","b":false,"f":false,"sc":0.9},{"id":"feder-cr-git-ai--move-repository-state-to-database-and-object-storage","t":"Move repository state into SQLite or PostgreSQL and object storage","s":"Add a graft storage section, import in shadow mode, then switch to authoritative.","w":"A platform engineer who needs to run several gitai server nodes that scale out and share one consistent state.","o":"Repository state is kept in a database with a changeset log and packs live in object storage, and any server node can rebuild its cache.","c":"Software and DevOps","r":"feder-cr/git-ai","rt":"Git AI","rs":"feder-cr-git-ai","u":"/use-cases/feder-cr-git-ai/move-repository-state-to-database-and-object-storage/","b":false,"f":false,"sc":0.8},{"id":"feder-cr-git-ai--work-in-a-sparse-checkout-of-a-large-repo","t":"Give an agent a sparse checkout of only the paths it needs","s":"Use graft clone and graft sparse so an agent fetches only the paths it will edit.","w":"A developer whose coding agent works on one part of a large repository and should not download the whole history.","o":"A workspace that holds only the requested paths, with the agent able to read and change them.","c":"Software and DevOps","r":"feder-cr/git-ai","rt":"Git AI","rs":"feder-cr-git-ai","u":"/use-cases/feder-cr-git-ai/work-in-a-sparse-checkout-of-a-large-repo/","b":false,"f":false,"sc":0.7},{"id":"heygen-com-hyperframes--product-launch-video-from-url","t":"Make a product launch video from a website URL","s":"Turn a product's website, brief, or script into a short launch video using the product-launch-video skill.","w":"A marketer or founder launching a product who has a live website and needs a short promo video without a video editor.","o":"An agent-built MP4 launch video, up to about 3 minutes with a sweet spot of 30 to 90 seconds, drawn from the site's own visuals.","c":"Content","r":"heygen-com/hyperframes","rt":"Hyperframes","rs":"heygen-com-hyperframes","u":"/use-cases/heygen-com-hyperframes/product-launch-video-from-url/","b":true,"f":false,"sc":1.0},{"id":"heygen-com-hyperframes--pr-to-feature-explainer-video","t":"Turn a GitHub pull request into an explainer video","s":"Generate a changelog, feature reveal, or fix explainer video from a PR using the pr-to-video skill.","w":"A developer or devrel engineer who wants to show a merged or open pull request to users as a short video.","o":"A video explainer of the change, labeled as a changelog, feature reveal, fix, or refactor, built from the PR content.","c":"Content","r":"heygen-com/hyperframes","rt":"Hyperframes","rs":"heygen-com-hyperframes","u":"/use-cases/heygen-com-hyperframes/pr-to-feature-explainer-video/","b":false,"f":false,"sc":0.9},{"id":"heygen-com-hyperframes--captions-for-talking-head-video","t":"Add captions to a talking-head video without touching footage","s":"Overlay captions on an existing talking-head video using the embedded-captions skill.","w":"A creator or educator with a recorded talking-head video who needs subtitles added for accessibility or social posts.","o":"A captioned MP4 with the original footage left untouched, in one of the caption styles the skill offers: verbatim rail, embedded climax, or pure-cinematic embed.","c":"Content","r":"heygen-com/hyperframes","rt":"Hyperframes","rs":"heygen-com-hyperframes","u":"/use-cases/heygen-com-hyperframes/captions-for-talking-head-video/","b":false,"f":false,"sc":0.8},{"id":"heygen-com-hyperframes--short-motion-graphic-or-transparent-overlay","t":"Create a short motion graphic or transparent overlay","s":"Build a sub-10-second unnarrated motion graphic as MP4 or a transparent overlay with the motion-graphics skill.","w":"A designer or social media manager who needs a quick animated logo sting, stat reveal, or lower-third without narration.","o":"A short motion graphic as an MP4 or a transparent overlay, built from HTML and CSS animations.","c":"Content","r":"heygen-com/hyperframes","rt":"Hyperframes","rs":"heygen-com-hyperframes","u":"/use-cases/heygen-com-hyperframes/short-motion-graphic-or-transparent-overlay/","b":false,"f":false,"sc":0.7},{"id":"heygen-com-hyperframes--port-remotion-composition-to-hyperframes","t":"Port an existing Remotion composition to HyperFrames HTML","s":"Convert a React-based Remotion composition into HyperFrames HTML with the remotion-to-hyperframes skill.","w":"A developer who already has a Remotion video project and wants to move it to HTML-based HyperFrames.","o":"HyperFrames HTML source for the composition, produced as a one-way migration.","c":"Content","r":"heygen-com/hyperframes","rt":"Hyperframes","rs":"heygen-com-hyperframes","u":"/use-cases/heygen-com-hyperframes/port-remotion-composition-to-hyperframes/","b":false,"f":false,"sc":0.6},{"id":"leonxlnx-earshot--pick-best-sound-download","t":"Pick the best sound file from a set of downloads","s":"Rank candidate sound files against a text description and keep the closest match.","w":"A developer or agent that needs a specific sound, such as a key press or a click, and has several candidate files from a sound library.","o":"A sorted list of candidate files by fit to the description, plus a verdict on the top choice.","c":"Content","r":"Leonxlnx/earshot","rt":"Earshot","rs":"leonxlnx-earshot","u":"/use-cases/leonxlnx-earshot/pick-best-sound-download/","b":true,"f":false,"sc":1.0},{"id":"leonxlnx-earshot--find-best-moment-in-recording","t":"Find the exact moment of a sound in a long recording","s":"Locate the best matching moments inside a long file and get sample trims for each.","w":"A video editor or agent cutting a film or game that has a long ambient or field recording and needs one specific sound from it.","o":"A short list of start and end times for the best matches, ready to trim.","c":"Content","r":"Leonxlnx/earshot","rt":"Earshot","rs":"leonxlnx-earshot","u":"/use-cases/leonxlnx-earshot/find-best-moment-in-recording/","b":false,"f":false,"sc":0.9},{"id":"leonxlnx-earshot--check-launch-film-sound-sync","t":"Check a launch film's sound and sync with an agent","s":"Score a launch video's sound, find where it misses, and get timestamped fixes.","w":"A developer or agent that generated a product demo or launch film in code and needs to check whether its sound lands on the picture.","o":"A scorecard with a verdict, a list of fixes with timestamps, and an annotated picture of the sound.","c":"Content","r":"Leonxlnx/earshot","rt":"Earshot","rs":"leonxlnx-earshot","u":"/use-cases/leonxlnx-earshot/check-launch-film-sound-sync/","b":false,"f":false,"sc":0.8},{"id":"leonxlnx-earshot--generate-sound-effect-in-code","t":"Generate a sound effect in code and listen to it","s":"Render a sound from a recipe, score it by ear and iterate until it matches the references.","w":"A game or UI developer whose agent needs a custom key press, click or whoosh and has no sound file to start from.","o":"A set of WAV variants with a report, a spectrogram comparison and an audition file to listen to in pairs.","c":"Content","r":"Leonxlnx/earshot","rt":"Earshot","rs":"leonxlnx-earshot","u":"/use-cases/leonxlnx-earshot/generate-sound-effect-in-code/","b":false,"f":false,"sc":0.7},{"id":"yetone-magpie--run-claude-code-on-deepseek","t":"Run Claude Code on DeepSeek instead of Claude","s":"Point Claude Code at a DeepSeek model through Magpie with one provider key and one command.","w":"A developer who uses Claude Code daily and wants to try or pay for a different model without changing the agent.","o":"Claude Code answers from DeepSeek through the Magpie gateway, and the agent's own config only changes its model key.","c":"Software and DevOps","r":"yetone/magpie","rt":"Magpie","rs":"yetone-magpie","u":"/use-cases/yetone-magpie/run-claude-code-on-deepseek/","b":true,"f":false,"sc":1.0},{"id":"yetone-magpie--fail-over-between-subscriptions","t":"Keep an agent working when one quota runs out","s":"Group two models from different subscriptions so the agent moves to the other one when a quota runs out.","w":"A developer with two or more subscriptions, such as Claude and GitHub Copilot, who hits quota limits in the middle of work.","o":"Claude Code uses one routing group name, and the gateway moves between accounts without the agent seeing an error.","c":"Software and DevOps","r":"yetone/magpie","rt":"Magpie","rs":"yetone-magpie","u":"/use-cases/yetone-magpie/fail-over-between-subscriptions/","b":false,"f":false,"sc":0.9},{"id":"yetone-magpie--check-quota-across-every-plan","t":"See what is left on every AI plan in one command","s":"Use Magpie quota to list remaining balances and quota windows for all keys and accounts.","w":"A person paying for several AI plans and API keys who wants to know which one still has room before starting a big task.","o":"One terminal output shows the balances and quota windows for every key, plan and account Magpie knows about.","c":"Software and DevOps","r":"yetone/magpie","rt":"Magpie","rs":"yetone-magpie","u":"/use-cases/yetone-magpie/check-quota-across-every-plan/","b":false,"f":false,"sc":0.8},{"id":"yetone-magpie--send-any-tool-through-local-gateway","t":"Send any OpenAI or Anthropic tool through the Magpie gateway","s":"Set three base URL variables so any tool that accepts a base URL uses the Magpie gateway.","w":"A developer using a tool that is not in the supported agent list but accepts an OpenAI, Anthropic or Gemini base URL.","o":"The tool sends its requests to the local gateway at 127.0.0.1:3425 and Magpie handles the provider and routing.","c":"Software and DevOps","r":"yetone/magpie","rt":"Magpie","rs":"yetone-magpie","u":"/use-cases/yetone-magpie/send-any-tool-through-local-gateway/","b":false,"f":false,"sc":0.7},{"id":"morluto-rea--build-similar-feature-for-my-project","t":"Rebuild a feature you saw, in your own project","s":"Have your agent study how another app does a feature, show the evidence, then build and test your own version.","w":"Solo founder or indie developer who likes a feature in another app and wants something comparable in their product","o":"An explanation of how the feature works, backed by evidence, and a tested first version in your own codebase.","c":"Software and DevOps","r":"morluto/rea","rt":"Rea","rs":"morluto-rea","u":"/use-cases/morluto-rea/build-similar-feature-for-my-project/","b":true,"f":true,"sc":0.95},{"id":"morluto-rea--inspect-web-player-from-browser","t":"Map how a website's front end works","s":"Let your agent watch a site in a browser and explain how its scripts and network requests drive a feature.","w":"Frontend developer curious how a web app wires its interface to its scripts and server calls","o":"A summary of the page structure, scripts and requests behind one feature, with the observed requests as evidence.","c":"Software and DevOps","r":"morluto/rea","rt":"Rea","rs":"morluto-rea","u":"/use-cases/morluto-rea/inspect-web-player-from-browser/","b":false,"f":false,"sc":0.9},{"id":"morluto-rea--analyze-electron-app-directory","t":"List modules and IPC in an Electron app","s":"Run one terminal command on an extracted Electron app to get its modules, imports and IPC boundaries.","w":"Developer vetting or learning from an Electron desktop app installed on their machine","o":"A JSON report of modules, imports and Electron boundaries with evidence, which your agent can explain.","c":"Security and science","r":"morluto/rea","rt":"Rea","rs":"morluto-rea","u":"/use-cases/morluto-rea/analyze-electron-app-directory/","b":false,"f":false,"sc":0.85},{"id":"morluto-rea--explain-game-wasm-build","t":"Pull apart a game's WASM web build","s":"Have your agent decode a game's .wasm file and explain its sections, imports and exports.","w":"Hobbyist or modder who wants to know how a cross-platform game's web build is put together","o":"Decoded sections and the exact import and export forms, with your agent's notes on what stands out.","c":"Security and science","r":"morluto/rea","rt":"Rea","rs":"morluto-rea","u":"/use-cases/morluto-rea/explain-game-wasm-build/","b":false,"f":true,"sc":0.8},{"id":"morluto-rea--understand-native-binary-behavior","t":"Get readable pseudocode from a native binary","s":"Use Hopper, Ghidra or IDA through your agent to see what one routine in a compiled program does.","w":"Engineer who inherited an old compiled tool with lost source and needs to know what one routine does","o":"Pseudocode, assembly and references for the routine, plus a plain explanation your agent ties to that evidence.","c":"Security and science","r":"morluto/rea","rt":"Rea","rs":"morluto-rea","u":"/use-cases/morluto-rea/understand-native-binary-behavior/","b":false,"f":false,"sc":0.75},{"id":"0xsline-awesome-deepseek-harness--start-dsh-web-runtime","t":"Start the official DSH web runtime in one command","s":"Launch the official DeepSeek Harness web runtime with npx and manage plugins from Settings.","w":"A developer who wants to try DeepSeek Harness and has Node.js installed on a laptop or workstation.","o":"The DSH web runtime opens locally, and you can see the plugin management panel under Settings → Plugins.","c":"Software and DevOps","r":"0xsline/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"0xsline-awesome-deepseek-harness","u":"/use-cases/0xsline-awesome-deepseek-harness/start-dsh-web-runtime/","b":true,"f":false,"sc":1.0},{"id":"0xsline-awesome-deepseek-harness--add-community-profile-bundle","t":"Add a community bundle to a DSH web profile","s":"Install an external profile bundle with dsh plugin and activate it on the web profile.","w":"A DSH user who found a bundle in the list and wants its layers active in the web profile.","o":"The bundle is installed and active in the web profile after you restart DSH.","c":"Software and DevOps","r":"0xsline/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"0xsline-awesome-deepseek-harness","u":"/use-cases/0xsline-awesome-deepseek-harness/add-community-profile-bundle/","b":false,"f":false,"sc":0.9},{"id":"0xsline-awesome-deepseek-harness--migrate-claude-code-sessions-to-dsh","t":"Move Claude Code and Codex sessions into DSH","s":"Use dsh-claude-move to bring sessions, memories, skills, and slash commands into DSH with approval gates.","w":"A developer who has been using Claude Code, Codex, OpenCode, or Hermes and wants the same setup in DSH.","o":"Your existing sessions, memories, skills, instructions, and slash commands appear in DSH after you approve each step.","c":"Software and DevOps","r":"0xsline/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"0xsline-awesome-deepseek-harness","u":"/use-cases/0xsline-awesome-deepseek-harness/migrate-claude-code-sessions-to-dsh/","b":false,"f":false,"sc":0.8},{"id":"0xsline-awesome-deepseek-harness--compare-coding-agents-in-worktrees","t":"Compare coding agents on one task in Git worktrees","s":"Run dsh-agent-arena to score coding agents in isolated worktrees and apply the winning change.","w":"A team lead or developer choosing between coding agents for a specific repository task.","o":"Each agent works in its own worktree, results are scored, and you explicitly apply the winner.","c":"Software and DevOps","r":"0xsline/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"0xsline-awesome-deepseek-harness","u":"/use-cases/0xsline-awesome-deepseek-harness/compare-coding-agents-in-worktrees/","b":false,"f":false,"sc":0.7},{"id":"0xsline-awesome-deepseek-harness--keep-agent-todo-list-honest","t":"Stop an agent from marking unfinished tasks as done","s":"Use dsh-todo-guard to keep todos across restarts and verify each completion against evidence.","w":"A developer running long agent sessions who has seen the agent claim tasks are done without proof.","o":"Each todo shows verified, blocked, or unverified, and the panel survives restarts.","c":"Software and DevOps","r":"0xsline/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"0xsline-awesome-deepseek-harness","u":"/use-cases/0xsline-awesome-deepseek-harness/keep-agent-todo-list-honest/","b":false,"f":false,"sc":0.6},{"id":"100yenadmin-fish-audio-hermes--give-hermes-agent-a-speaking-voice","t":"Give your Hermes agent a spoken voice","s":"Install the Fish Audio plugin so voice replies and read-aloud use Fish Audio speech.","w":"A Hermes Agent user who wants replies, read-aloud and voice notes spoken aloud in the CLI or a messaging app.","o":"The agent speaks through Fish Audio, and the setup check confirms that one test synthesis works.","c":"Content","r":"100yenadmin/fish-audio-hermes","rt":"Fish Audio Hermes","rs":"100yenadmin-fish-audio-hermes","u":"/use-cases/100yenadmin-fish-audio-hermes/give-hermes-agent-a-speaking-voice/","b":true,"f":false,"sc":1.0},{"id":"100yenadmin-fish-audio-hermes--transcribe-recordings-with-speakers-and-subtitles","t":"Transcribe a recording with speakers and subtitles","s":"Turn a meeting or interview file into a transcript with speaker turns, timestamps and SRT subtitles.","w":"A person who has a meeting or interview recording and needs a written transcript and subtitle file.","o":"A transcript with speaker turns, timestamps and an SRT subtitle file for the recording.","c":"Content","r":"100yenadmin/fish-audio-hermes","rt":"Fish Audio Hermes","rs":"100yenadmin-fish-audio-hermes","u":"/use-cases/100yenadmin-fish-audio-hermes/transcribe-recordings-with-speakers-and-subtitles/","b":false,"f":false,"sc":0.9},{"id":"100yenadmin-fish-audio-hermes--find-and-save-a-narrator-voice","t":"Find a narrator voice and save it under a short name","s":"Search Fish Audio's community voices, choose one, and reuse it under a short name.","w":"A content creator who needs a consistent narrator voice for scripts, videos or audio posts.","o":"A chosen narrator voice is active for the profile and saved under a name such as narrator.","c":"Content","r":"100yenadmin/fish-audio-hermes","rt":"Fish Audio Hermes","rs":"100yenadmin-fish-audio-hermes","u":"/use-cases/100yenadmin-fish-audio-hermes/find-and-save-a-narrator-voice/","b":false,"f":false,"sc":0.8},{"id":"100yenadmin-fish-audio-hermes--clone-or-design-a-custom-voice","t":"Clone or design a custom voice with approval","s":"Create your own voice from a short sample or a written description, after you approve it.","w":"A creator or team lead who wants a branded or personal voice for an agent and has the speaker's permission.","o":"A cloned or designed voice saved to your Fish Audio account and available to Hermes.","c":"Content","r":"100yenadmin/fish-audio-hermes","rt":"Fish Audio Hermes","rs":"100yenadmin-fish-audio-hermes","u":"/use-cases/100yenadmin-fish-audio-hermes/clone-or-design-a-custom-voice/","b":false,"f":false,"sc":0.7},{"id":"100yenadmin-fish-audio-hermes--manage-fish-voices-from-hermes-desktop","t":"Manage Fish voices for a remote agent in Desktop","s":"Install the plugin from Git into a remote Hermes agent and use the Voices page in Desktop.","w":"A Hermes Desktop user whose agent runs on another machine and who wants to browse, preview and pick voices from the Desktop app.","o":"The Voices page appears for the connected agent, and the agent speaks with the voice you pick.","c":"Content","r":"100yenadmin/fish-audio-hermes","rt":"Fish Audio Hermes","rs":"100yenadmin-fish-audio-hermes","u":"/use-cases/100yenadmin-fish-audio-hermes/manage-fish-voices-from-hermes-desktop/","b":false,"f":false,"sc":0.6},{"id":"1105216375-alt-resimind--give-agent-exact-algebra-tools","t":"Give an existing agent exact algebra checks via MCP","s":"Connect ResiMind's five MCP math tools so an agent verifies bounded polynomial algebra.","w":"A developer whose AI agent gives algebra answers that look right but are not checked, and who wants exact verification before answers reach users.","o":"The agent calls ResiMind's MCP math tools to verify bounded rational polynomial steps and reject wrong ones.","c":"Software and DevOps","r":"1105216375-alt/resimind","rt":"Resimind","rs":"1105216375-alt-resimind","u":"/use-cases/1105216375-alt-resimind/give-agent-exact-algebra-tools/","b":true,"f":false,"sc":1.0},{"id":"1105216375-alt-resimind--teach-agent-verify-and-repair-workflow","t":"Teach an agent a bounded verify-and-repair workflow","s":"Install the algebra repair Skill so an agent checks, repairs, and reports failed steps.","w":"A team lead who runs an agent on algebra homework or problem sets and wants it to fix its own failed checks in a bounded way.","o":"The agent follows the verify-and-repair Skill, which uses failed checks to guide a bounded repair attempt.","c":"Software and DevOps","r":"1105216375-alt/resimind","rt":"Resimind","rs":"1105216375-alt-resimind","u":"/use-cases/1105216375-alt-resimind/teach-agent-verify-and-repair-workflow/","b":false,"f":false,"sc":0.9},{"id":"1105216375-alt-resimind--probe-agent-before-integrating-checks","t":"Test whether a math tool rejects a convincing wrong answer","s":"Run the nine-call integration probe to see reject, repair, learn, and recall before adopting it.","w":"An engineer evaluating verification tools for an agent who needs proof the tool catches wrong answers before wiring it into production.","o":"A pass or fail record for reject, repair, learn, and recall, plus a check that an unsupported-scope control is handled.","c":"Software and DevOps","r":"1105216375-alt/resimind","rt":"Resimind","rs":"1105216375-alt-resimind","u":"/use-cases/1105216375-alt-resimind/probe-agent-before-integrating-checks/","b":false,"f":false,"sc":0.8},{"id":"1105216375-alt-resimind--check-refund-before-sending","t":"Check a support refund amount before it reaches a customer","s":"Run the customer support demo to see a wrong refund proposal rejected by its calculation.","w":"A support operations lead whose agent drafts refund amounts and who needs a check on the arithmetic before a customer sees it.","o":"A clear view of how a proposal that fails the configured calculation is rejected, using the demo's ¥259 versus ¥249 case.","c":"Software and DevOps","r":"1105216375-alt/resimind","rt":"Resimind","rs":"1105216375-alt-resimind","u":"/use-cases/1105216375-alt-resimind/check-refund-before-sending/","b":false,"f":false,"sc":0.7},{"id":"1105216375-alt-resimind--reject-unfeasible-travel-plan","t":"Reject an unfeasible travel itinerary before presenting it","s":"Run the offline planning demo to see time, budget, and route constraints reject a bad plan.","w":"A product developer building a day-trip or itinerary feature who needs an agent's plan checked against hard constraints.","o":"An understanding of how open-ended plans are checked against constraints, with rejected candidates and a checked revision.","c":"Software and DevOps","r":"1105216375-alt/resimind","rt":"Resimind","rs":"1105216375-alt-resimind","u":"/use-cases/1105216375-alt-resimind/reject-unfeasible-travel-plan/","b":false,"f":false,"sc":0.6},{"id":"20000419-fauxnix--bash-tools-for-claude-code-on-windows","t":"Give Claude Code bash-style commands on Windows","s":"Connect Claude Code to Fauxnix so its bash commands run natively on Windows with GNU-style output.","w":"A developer on Windows using Claude Code who has no Git Bash or WSL installed and sees agent commands fail on PowerShell syntax.","o":"Claude Code runs the bash commands it already knows through Fauxnix, and errors come back in bash style, such as 'cat: nope.txt: No such file or directory'.","c":"Software and DevOps","r":"20000419/fauxnix","rt":"Fauxnix","rs":"20000419-fauxnix","u":"/use-cases/20000419-fauxnix/bash-tools-for-claude-code-on-windows/","b":true,"f":false,"sc":1.0},{"id":"20000419-fauxnix--codex-bash-on-windows-via-mcp","t":"Run Codex bash commands on Windows through Fauxnix","s":"Add Fauxnix as an MCP server in Codex so bash-style steps run on a Windows machine.","w":"A developer on Windows who uses Codex for scripted or automated tasks and needs bash-style commands to run without a Linux environment.","o":"Codex calls the Fauxnix bash tool for its shell steps, and the output matches GNU-style results for the supported commands.","c":"Software and DevOps","r":"20000419/fauxnix","rt":"Fauxnix","rs":"20000419-fauxnix","u":"/use-cases/20000419-fauxnix/codex-bash-on-windows-via-mcp/","b":false,"f":false,"sc":0.9},{"id":"20000419-fauxnix--one-round-trip-bash-batch-plans","t":"Run a multi-step bash plan in one MCP call","s":"Use bash_batch to compile and run a known sequence of commands with one result per step.","w":"An engineer building an agent workflow on Windows whose steps are already known and who wants fewer tool calls and clear per-step results.","o":"The agent sends one JSON plan, the server compiles every step before execution, and it returns one structured result per step, stopping on the first nonzero exit by default.","c":"Software and DevOps","r":"20000419/fauxnix","rt":"Fauxnix","rs":"20000419-fauxnix","u":"/use-cases/20000419-fauxnix/one-round-trip-bash-batch-plans/","b":false,"f":false,"sc":0.8},{"id":"20000419-fauxnix--preview-bash-translation-before-running","t":"Preview how a bash command translates before running it","s":"Use the translate command to check the PowerShell output for a risky bash command first.","w":"A developer or ops engineer on Windows who wants to see exactly what a bash command will do before an agent or script runs it, especially destructive ones.","o":"The developer reads the generated translation, checks the scope of the command, and only then runs it through Fauxnix.","c":"Software and DevOps","r":"20000419/fauxnix","rt":"Fauxnix","rs":"20000419-fauxnix","u":"/use-cases/20000419-fauxnix/preview-bash-translation-before-running/","b":false,"f":false,"sc":0.7},{"id":"2022hpsk-speakermemr1--speaker-attributed-evidence-quickstart","t":"Retrieve speaker-labeled evidence from a group chat locally","s":"Store a multi-person conversation and pull back who said what for a question, with no API key.","w":"A developer building a group chat or meeting assistant who needs to check that retrieved evidence keeps speaker attribution before wiring in a model.","o":"A local run prints memory statistics and retrieved entries, each tagged with its speaker.","c":"Research","r":"2022hpsk/SpeakerMemR1","rt":"Speaker Mem R1","rs":"2022hpsk-speakermemr1","u":"/use-cases/2022hpsk-speakermemr1/speaker-attributed-evidence-quickstart/","b":true,"f":false,"sc":1.0},{"id":"2022hpsk-speakermemr1--compare-memory-baselines-on-groupmembench","t":"Benchmark BM25 baseline retrieval on GroupMemBench","s":"Run the baseline runner on a benchmark split to get accuracy numbers to compare against SpeakerMem.","w":"A memory-systems researcher who wants to check how a simple BM25 retriever performs on multi-party benchmarks before judging a new memory method.","o":"A results folder with question-level outputs and metrics for the BM25 baseline on GroupMemBench.","c":"Research","r":"2022hpsk/SpeakerMemR1","rt":"Speaker Mem R1","rs":"2022hpsk-speakermemr1","u":"/use-cases/2022hpsk-speakermemr1/compare-memory-baselines-on-groupmembench/","b":false,"f":false,"sc":0.9},{"id":"2022hpsk-speakermemr1--run-speakermem-socialmembench-with-local-writer","t":"Evaluate SpeakerMem on SocialMemBench with a local Writer","s":"Run the main SpeakerMem evaluation with a locally served Writer model instead of an external LLM.","w":"A researcher reproducing the paper's main SocialMemBench result who wants the memory-writing step to run on their own hardware.","o":"A local results folder with SpeakerMem question-level outputs for SocialMemBench using the default main configuration.","c":"Research","r":"2022hpsk/SpeakerMemR1","rt":"Speaker Mem R1","rs":"2022hpsk-speakermemr1","u":"/use-cases/2022hpsk-speakermemr1/run-speakermem-socialmembench-with-local-writer/","b":false,"f":false,"sc":0.8},{"id":"2022hpsk-speakermemr1--check-writer-training-rewards-offline","t":"Verify writer-training rewards and trajectories offline","s":"Run the offline test suite for writer training to confirm rewards and action handling before any RL run.","w":"An ML engineer who wants to adapt the SpeakerLevenshtein-based writer training and first confirm the reward and trajectory code behaves as documented.","o":"Passing test results for the training module, with no remote model calls needed.","c":"Research","r":"2022hpsk/SpeakerMemR1","rt":"Speaker Mem R1","rs":"2022hpsk-speakermemr1","u":"/use-cases/2022hpsk-speakermemr1/check-writer-training-rewards-offline/","b":false,"f":false,"sc":0.7},{"id":"2akouwu-reverify--verify-ai-claims-about-binary","t":"Check an AI's claims about a binary before trusting them","s":"Turn an AI's guesses about a binary into VERIFIED or REFUTED verdicts with evidence.","w":"A reverse engineer or security analyst who has asked an AI to describe a function, struct, or offset in a binary and needs to know which claims are real.","o":"Each claim is returned as VERIFIED, REFUTED, or INCONCLUSIVE with the bytes the tools observed, and only verified claims are kept.","c":"Security and science","r":"2akouwu/reverify","rt":"Reverify","rs":"2akouwu-reverify","u":"/use-cases/2akouwu-reverify/verify-ai-claims-about-binary/","b":true,"f":false,"sc":1.0},{"id":"2akouwu-reverify--gate-ai-rewrite-with-equivalence-tests","t":"Test an AI's code rewrite against the original before merging","s":"Run a candidate and a reference implementation on shared inputs and catch any disagreement.","w":"A developer who asked an AI agent to refactor or rewrite a Python or C function and wants proof it still behaves the same.","o":"A refuted result comes back with the input and both outputs, so the developer can see exactly where the rewrite differs.","c":"Security and science","r":"2akouwu/reverify","rt":"Reverify","rs":"2akouwu-reverify","u":"/use-cases/2akouwu-reverify/gate-ai-rewrite-with-equivalence-tests/","b":false,"f":false,"sc":0.9},{"id":"2akouwu-reverify--keep-long-agent-session-from-drifting","t":"Stop a long AI coding session from losing grounded facts","s":"Hand off a long task to a file-backed state so a fresh context keeps verified facts.","w":"A developer running a long analysis task in Claude Code, Codex, or Gemini CLI whose context keeps degrading after auto-compaction or repeated clears.","o":"Verified and refuted results are saved to a ledger on disk, and a new session resumes from the same grounded position without re-proposing known false claims.","c":"Security and science","r":"2akouwu/reverify","rt":"Reverify","rs":"2akouwu-reverify","u":"/use-cases/2akouwu-reverify/keep-long-agent-session-from-drifting/","b":false,"f":false,"sc":0.8},{"id":"2akouwu-reverify--give-agent-verifier-tools-over-mcp","t":"Let a coding agent call Reverify's checks through MCP","s":"Connect Claude Code or Cursor to Reverify's MCP tools so the agent verifies its own claims.","w":"A developer using Claude Code or Cursor who wants the agent to check its binary-analysis claims with tools instead of trusting its own output.","o":"The agent calls re_verify_claim for each claim and re_ledger after a reset, so only grounded results are reused.","c":"Security and science","r":"2akouwu/reverify","rt":"Reverify","rs":"2akouwu-reverify","u":"/use-cases/2akouwu-reverify/give-agent-verifier-tools-over-mcp/","b":false,"f":false,"sc":0.7},{"id":"a1exsun-dsh-council--stress-test-architecture-decision","t":"Stress-test an architecture decision before committing","s":"Get independent answers, anonymous reviews, and a reasoned recommendation on a design choice.","w":"A software engineer choosing between two system designs that have different failure modes.","o":"A recommended design with stated assumptions, listed disagreements, and blind spots you can check.","c":"Research","r":"a1exsun/dsh-council","rt":"DSH Council","rs":"a1exsun-dsh-council","u":"/use-cases/a1exsun-dsh-council/stress-test-architecture-decision/","b":true,"f":false,"sc":1.0},{"id":"a1exsun-dsh-council--map-disagreement-on-research-question","t":"Map where AI models agree and disagree on a research question","s":"Run a panel on a contested question and read the consensus, disagreements, and rankings.","w":"A researcher or analyst who needs a structured overview of a question where sources conflict.","o":"A decision summary with consensus, disagreements, and average rankings, plus the original answers kept in DSH child sessions.","c":"Research","r":"a1exsun/dsh-council","rt":"DSH Council","rs":"a1exsun-dsh-council","u":"/use-cases/a1exsun-dsh-council/map-disagreement-on-research-question/","b":false,"f":false,"sc":0.9},{"id":"a1exsun-dsh-council--review-business-plan-for-blind-spots","t":"Check a business plan for blind spots before deciding","s":"Have several configured models answer, review, and rank two planning options.","w":"A founder or operator choosing between two plans where a wrong call costs real money.","o":"A recommendation with confidence notes and listed blind spots to bring into your own review.","c":"Research","r":"a1exsun/dsh-council","rt":"DSH Council","rs":"a1exsun-dsh-council","u":"/use-cases/a1exsun-dsh-council/review-business-plan-for-blind-spots/","b":false,"f":false,"sc":0.8},{"id":"aaddrick-building-with-typesafe-jev--design-jev-router-in-claude-code","t":"Design a typed Jev ticket router in Claude Code","s":"Install the skill in Claude Code so it writes Jev routing code with typed questions.","w":"A developer who wants to route support tickets or incoming requests with Jev and uses Claude Code in the terminal.","o":"Claude Code writes a Jev routing function that uses Choice, Score, or Noul questions and cites a matching prior-art shape.","c":"Software and DevOps","r":"aaddrick/building-with-typesafe-jev","rt":"Building with Typesafe Jev","rs":"aaddrick-building-with-typesafe-jev","u":"/use-cases/aaddrick-building-with-typesafe-jev/design-jev-router-in-claude-code/","b":true,"f":false,"sc":1.0},{"id":"aaddrick-building-with-typesafe-jev--build-jev-code-review-gate-in-codex","t":"Build a Jev pull request grader in Codex","s":"Install the skill in Codex to build a Score-based check that grades pull requests.","w":"An engineering lead who wants an automated first pass on pull requests and works in Codex.","o":"Codex builds a Score question on a scale from the spec being ignored to the spec being met, with a threshold that sends weak pull requests to a human.","c":"Software and DevOps","r":"aaddrick/building-with-typesafe-jev","rt":"Building with Typesafe Jev","rs":"aaddrick-building-with-typesafe-jev","u":"/use-cases/aaddrick-building-with-typesafe-jev/build-jev-code-review-gate-in-codex/","b":false,"f":false,"sc":0.9},{"id":"aaddrick-building-with-typesafe-jev--add-live-jev-api-check-to-agent","t":"Check Jev designs against the live API","s":"Store a TypeSafe API key so the agent can test its Jev code before it reaches your project.","w":"A developer whose agent keeps using wrong Jev field names or misreading questions and who wants a live check before code lands.","o":"The agent calls the live Jev API to test its design, catching wrong field names and questions Jev reads differently than intended.","c":"Software and DevOps","r":"aaddrick/building-with-typesafe-jev","rt":"Building with Typesafe Jev","rs":"aaddrick-building-with-typesafe-jev","u":"/use-cases/aaddrick-building-with-typesafe-jev/add-live-jev-api-check-to-agent/","b":false,"f":false,"sc":0.8},{"id":"aaddrick-building-with-typesafe-jev--install-jev-skill-in-muse-via-script","t":"Install the Jev skill in Muse with one command","s":"Run the Muse install script from a Muse chat to add the skill to Muse.","w":"A Muse user who wants Jev design guidance available in every new Muse chat.","o":"The skill folder is copied into the Muse workspace and loads when a Jev task starts in a new chat.","c":"Software and DevOps","r":"aaddrick/building-with-typesafe-jev","rt":"Building with Typesafe Jev","rs":"aaddrick-building-with-typesafe-jev","u":"/use-cases/aaddrick-building-with-typesafe-jev/install-jev-skill-in-muse-via-script/","b":false,"f":false,"sc":0.7},{"id":"abacusai-abacusai-bot--daily-brief-bot-on-a-schedule","t":"Get a morning brief from a bot on a daily schedule","s":"Set up a bot that drafts your daily brief from connected mail and calendar on a routine.","w":"A busy professional who wants a short summary of mail, meetings, and follow-ups each morning without opening every app.","o":"A bot that wakes on a routine, reads connected services, and produces a brief you can review in the desktop app.","c":"Personal productivity","r":"abacusai/abacusai-bot","rt":"Abacusai Bot","rs":"abacusai-abacusai-bot","u":"/use-cases/abacusai-abacusai-bot/daily-brief-bot-on-a-schedule/","b":true,"f":false,"sc":1.0},{"id":"abacusai-abacusai-bot--message-a-bot-from-your-phone","t":"Hand a task to a bot from WhatsApp or Telegram","s":"Link a messaging app to a bot so you can give it work from your phone.","w":"A person who is away from the desk and needs a bot to look up or draft something from their phone.","o":"A bot that answers your own messages from WhatsApp, Telegram, or Discord, with remote approval rules you control.","c":"Personal productivity","r":"abacusai/abacusai-bot","rt":"Abacusai Bot","rs":"abacusai-abacusai-bot","u":"/use-cases/abacusai-abacusai-bot/message-a-bot-from-your-phone/","b":false,"f":false,"sc":0.9},{"id":"abacusai-abacusai-bot--delegate-a-coding-fix-to-a-bot","t":"Delegate a code fix, test run, and pull request to a bot","s":"Give a bot a repository and ask it to implement, test, and open a pull request.","w":"A developer with a repository and a bug or small feature that can be handed off overnight.","o":"A bot that inspects the repository, edits the code, runs the tests, and opens a pull request for your review.","c":"Personal productivity","r":"abacusai/abacusai-bot","rt":"Abacusai Bot","rs":"abacusai-abacusai-bot","u":"/use-cases/abacusai-abacusai-bot/delegate-a-coding-fix-to-a-bot/","b":false,"f":false,"sc":0.8},{"id":"abacusai-abacusai-bot--build-and-run-the-app-from-source","t":"Run AbacusAI Bot from source to test changes","s":"Install dependencies and start the desktop app in development mode from the repository.","w":"A contributor who wants to modify or test the AbacusAI Bot desktop application itself.","o":"A running development build of the desktop app that you can use to test your changes.","c":"Personal productivity","r":"abacusai/abacusai-bot","rt":"Abacusai Bot","rs":"abacusai-abacusai-bot","u":"/use-cases/abacusai-abacusai-bot/build-and-run-the-app-from-source/","b":false,"f":false,"sc":0.7},{"id":"abc12345anouys-evobot--reproduce-libero-30-task-evaluation","t":"Reproduce the 25 of 30 LIBERO evaluation result","s":"Run all 30 LIBERO tasks from the three suites and check the pass count against the README.","w":"A robotics researcher who wants to confirm the reported 83 percent success rate on the LIBERO benchmark before building on it.","o":"A full verification run over libero_spatial, libero_object and libero_goal that reports how many of the 30 tasks passed.","c":"Research","r":"ABC12345anouys/EvoBot","rt":"Evo Bot","rs":"abc12345anouys-evobot","u":"/use-cases/abc12345anouys-evobot/reproduce-libero-30-task-evaluation/","b":true,"f":false,"sc":1.0},{"id":"abc12345anouys-evobot--watch-one-libero-task-learn-over-attempts","t":"Watch one LIBERO task learn across retry attempts","s":"Run a single LIBERO task with a persistent simulator and see how failures change the next attempt.","w":"A researcher studying how a skill-based agent recovers from failure, who wants to inspect one task closely.","o":"A run on one task, such as libero_spatial:0, that logs each attempt, stops at the step cap and keeps the video unless disabled.","c":"Research","r":"ABC12345anouys/EvoBot","rt":"Evo Bot","rs":"abc12345anouys-evobot","u":"/use-cases/abc12345anouys-evobot/watch-one-libero-task-learn-over-attempts/","b":false,"f":false,"sc":0.9},{"id":"abc12345anouys-evobot--resume-libero-agent-runner-across-suites","t":"Resume the LIBERO agent runner and skip passed tasks","s":"Run the agent over all three LIBERO suites so that tasks already passed are skipped on each rerun.","w":"A researcher running a long batch of LIBERO tasks on a machine that may be interrupted.","o":"A batch run that processes only unfinished tasks and records progress for each one.","c":"Research","r":"ABC12345anouys/EvoBot","rt":"Evo Bot","rs":"abc12345anouys-evobot","u":"/use-cases/abc12345anouys-evobot/resume-libero-agent-runner-across-suites/","b":false,"f":false,"sc":0.8},{"id":"abc12345anouys-evobot--regenerate-task-specs-without-api-key","t":"Regenerate LIBERO task specs with deterministic ordering","s":"Rebuild subgoal orders for LIBERO tasks using only the automatic sort, with no model calls.","w":"A developer who wants reproducible subgoal orders for LIBERO tasks and has no DeepSeek API key.","o":"Task specification YAML files under darwin/skills/configs/task_specs/ regenerated with the dependency-based order.","c":"Research","r":"ABC12345anouys/EvoBot","rt":"Evo Bot","rs":"abc12345anouys-evobot","u":"/use-cases/abc12345anouys-evobot/regenerate-task-specs-without-api-key/","b":false,"f":false,"sc":0.7},{"id":"abcwyc-pi-agent-desktop--resume-past-pi-sessions","t":"Resume past Pi coding sessions from a desktop window","s":"Find earlier Pi sessions by project and continue them without digging through .jsonl files.","w":"A developer who has used Pi in a terminal and now wants to pick up old coding sessions for a project.","o":"The user sees their projects in the app, opens a past session, and continues the conversation with the agent.","c":"Software and DevOps","r":"abcwyc/pi-agent-desktop","rt":"Pi Agent Desktop","rs":"abcwyc-pi-agent-desktop","u":"/use-cases/abcwyc-pi-agent-desktop/resume-past-pi-sessions/","b":true,"f":false,"sc":1.0},{"id":"abcwyc-pi-agent-desktop--schedule-recurring-agent-prompt","t":"Schedule a saved prompt to run as a new session","s":"Run a saved prompt hourly, daily, weekly, on a cron expression, or once, with notifications.","w":"A developer who wants a recurring check, such as a daily summary of a project, run by the agent without starting it by hand.","o":"The saved prompt runs on the chosen schedule in a new session, and the user is notified when a run succeeds or fails.","c":"Software and DevOps","r":"abcwyc/pi-agent-desktop","rt":"Pi Agent Desktop","rs":"abcwyc-pi-agent-desktop","u":"/use-cases/abcwyc-pi-agent-desktop/schedule-recurring-agent-prompt/","b":false,"f":false,"sc":0.9},{"id":"abcwyc-pi-agent-desktop--branch-or-fork-agent-conversation","t":"Branch or fork a Pi conversation from any message","s":"Try another direction from an earlier message without losing the original session.","w":"A developer who wants to test a different approach from a point earlier in a long agent conversation.","o":"The user keeps the original session intact and works on a separate branch or an independent forked session.","c":"Software and DevOps","r":"abcwyc/pi-agent-desktop","rt":"Pi Agent Desktop","rs":"abcwyc-pi-agent-desktop","u":"/use-cases/abcwyc-pi-agent-desktop/branch-or-fork-agent-conversation/","b":false,"f":false,"sc":0.8},{"id":"abcwyc-pi-agent-desktop--switch-worktrees-and-review-diffs","t":"Switch Git worktrees and review diffs in a desktop app","s":"Move between Git worktrees from the sidebar and preview diffs and project files.","w":"A developer working on several branches of one repo at once who wants the agent to follow the right worktree.","o":"The user selects a worktree from the sidebar, browses its files, and previews diffs before accepting the agent's changes.","c":"Software and DevOps","r":"abcwyc/pi-agent-desktop","rt":"Pi Agent Desktop","rs":"abcwyc-pi-agent-desktop","u":"/use-cases/abcwyc-pi-agent-desktop/switch-worktrees-and-review-diffs/","b":false,"f":false,"sc":0.7},{"id":"abcwyc-pi-agent-desktop--run-web-dev-server-behind-http-proxy","t":"Run the local web dev server behind an HTTP proxy","s":"Route model and API calls through a proxy while developing Pi Agent from source.","w":"A developer on a network that requires an HTTP proxy who wants to run Pi Agent from source.","o":"The local dev server starts at localhost:30141 and sends its model and API requests through the configured proxy.","c":"Software and DevOps","r":"abcwyc/pi-agent-desktop","rt":"Pi Agent Desktop","rs":"abcwyc-pi-agent-desktop","u":"/use-cases/abcwyc-pi-agent-desktop/run-web-dev-server-behind-http-proxy/","b":false,"f":false,"sc":0.6},{"id":"ablation-tool-ablation--trace-network-input-to-dangerous-sinks","t":"Trace network input to dangerous sinks in a binary","s":"Find functions reachable from network reads that feed risky command or sink calls.","w":"A vulnerability researcher with a network daemon binary who needs to check whether attacker-controlled input can reach a dangerous call.","o":"A ranked list of network-reachable sink call sites, each with an argument classification and a taint path the researcher can review.","c":"Security and science","r":"Ablation-Tool/ablation","rt":"Ablation","rs":"ablation-tool-ablation","u":"/use-cases/ablation-tool-ablation/trace-network-input-to-dangerous-sinks/","b":true,"f":false,"sc":1.0},{"id":"ablation-tool-ablation--scan-x86-binary-for-memory-bugs","t":"Scan an x86-64 ELF for heap and format string bugs","s":"Flag allocation overflows, use-after-free, and unsafe printf-family format arguments.","w":"A security engineer reviewing a Linux x86-64 service binary before a release who needs a quick memory-safety triage pass.","o":"A list of heuristic findings for heap issues and format-argument provenance, with the call sites to review first.","c":"Security and science","r":"Ablation-Tool/ablation","rt":"Ablation","rs":"ablation-tool-ablation","u":"/use-cases/ablation-tool-ablation/scan-x86-binary-for-memory-bugs/","b":false,"f":false,"sc":0.9},{"id":"ablation-tool-ablation--audit-source-repo-entry-points-and-sinks","t":"Map entry points and sinks in a source repository","s":"Rank source files, map entry points, and trace risky sinks for a code audit.","w":"An application security reviewer who has been asked to audit a source repository with limited review time.","o":"A ranked file list, a map of entry points and sinks, and a coverage record showing which files were reviewed.","c":"Security and science","r":"Ablation-Tool/ablation","rt":"Ablation","rs":"ablation-tool-ablation","u":"/use-cases/ablation-tool-ablation/audit-source-repo-entry-points-and-sinks/","b":false,"f":false,"sc":0.8},{"id":"ablation-tool-ablation--reuse-findings-across-binaries","t":"Reuse confirmed findings on a new binary","s":"Replay stored finding descriptions and successful queries against a later target.","w":"A researcher who has already analyzed one firmware product and now has a related product from a different vendor.","o":"Stored finding descriptions and search queries are replayed on the new target, producing candidate matches to verify.","c":"Security and science","r":"Ablation-Tool/ablation","rt":"Ablation","rs":"ablation-tool-ablation","u":"/use-cases/ablation-tool-ablation/reuse-findings-across-binaries/","b":false,"f":false,"sc":0.7},{"id":"abubakrchan-product-launch-motion--url-to-launch-video","t":"Turn a website URL into a launch video","s":"Paste a site URL into Claude Code and get a rendered 60 fps launch MP4 with sound.","w":"A founder or marketer with a live product site and no video editor, who needs a launch clip this week.","o":"A 1080p, 60 fps MP4 with music, beat-synced sound effects and motion blur, built from the site and refined through a few rounds of notes.","c":"Content","r":"AbubakrChan/product-launch-motion","rt":"Product Launch Motion","rs":"abubakrchan-product-launch-motion","u":"/use-cases/abubakrchan-product-launch-motion/url-to-launch-video/","b":true,"f":false,"sc":1.0},{"id":"abubakrchan-product-launch-motion--add-webgl-glass-pass","t":"Add a WebGL glass pass to a launch film","s":"Render a second version of a launch film with refractive 3D glass shapes floating through each scene.","w":"A product marketer who already has a launch film and wants a more striking variant for a second channel.","o":"A glass variant of the same film, with refractive 3D shapes moving through every scene, alongside the standard cut.","c":"Content","r":"AbubakrChan/product-launch-motion","rt":"Product Launch Motion","rs":"abubakrchan-product-launch-motion","u":"/use-cases/abubakrchan-product-launch-motion/add-webgl-glass-pass/","b":false,"f":false,"sc":0.9},{"id":"abubakrchan-product-launch-motion--reuse-review-notes-for-new-product","t":"Brief a new product film from the review-note prompts","s":"Reuse the saved prompts and review notes to direct a launch film for a different product.","w":"A developer or design lead at a studio who makes launch films for several clients and wants a repeatable brief.","o":"A new launch film directed with the same rules that shaped the sample films, using the reference prompts as a starting brief.","c":"Content","r":"AbubakrChan/product-launch-motion","rt":"Product Launch Motion","rs":"abubakrchan-product-launch-motion","u":"/use-cases/abubakrchan-product-launch-motion/reuse-review-notes-for-new-product/","b":false,"f":false,"sc":0.8},{"id":"academa-labs-manimgx--render-3d-scene-to-mp4","t":"Render a 3D Python scene to a 1080p60 MP4","s":"Write a Manim-style 3D scene in Python and render it to a 1080p60 MP4 with one command.","w":"A developer or educator who already writes Python and needs a 3D math or science clip for a lesson, post or demo.","o":"A finished 1080p60 MP4 named after the scene class, rendered from a short Python file.","c":"Content","r":"academa-labs/manimgx","rt":"Manimgx","rs":"academa-labs-manimgx","u":"/use-cases/academa-labs-manimgx/render-3d-scene-to-mp4/","b":true,"f":false,"sc":1.0},{"id":"academa-labs-manimgx--agent-builds-3d-animation-from-prompt","t":"Have an AI agent build and open a 3D animation","s":"Paste one prompt into a coding agent and get an installed, rendered 3D animation back.","w":"A non-specialist or product person who has a coding agent open and wants a 3D explainer without writing Python by hand.","o":"The agent installs ManimGX, writes the scene, renders it and opens the resulting video.","c":"Content","r":"academa-labs/manimgx","rt":"Manimgx","rs":"academa-labs-manimgx","u":"/use-cases/academa-labs-manimgx/agent-builds-3d-animation-from-prompt/","b":false,"f":false,"sc":0.9},{"id":"academa-labs-manimgx--narrated-explainer-video-with-voice-sync","t":"Make a narrated explainer video synced to speech","s":"Match 3D and math animations to spoken narration using self.say() in a Python scene.","w":"An educator or course creator who records lessons and wants the animations to follow the spoken words.","o":"An MP4 where the animations are timed to the spoken lines written with self.say().","c":"Content","r":"academa-labs/manimgx","rt":"Manimgx","rs":"academa-labs-manimgx","u":"/use-cases/academa-labs-manimgx/narrated-explainer-video-with-voice-sync/","b":false,"f":false,"sc":0.8},{"id":"academa-labs-manimgx--embed-scene-in-web-page-with-webgpu","t":"Embed a ManimGX scene in a web page","s":"Run a Python scene in the browser with Pyodide and WebGPU, with no render server.","w":"A web developer or teacher who wants an interactive math or 3D animation on a site without running a render server.","o":"A web page that runs and renders a ManimGX scene in the browser.","c":"Content","r":"academa-labs/manimgx","rt":"Manimgx","rs":"academa-labs-manimgx","u":"/use-cases/academa-labs-manimgx/embed-scene-in-web-page-with-webgpu/","b":false,"f":false,"sc":0.7},{"id":"acryldev-acryl--keep-one-project-across-coding-agents","t":"Keep one project context across coding agents","s":"Move between Claude Code, Codex, and Gemini CLI on the same project without re-setting context.","w":"A developer who uses several coding agents for different tasks and loses the thread of the work every time they switch agents.","o":"One ACRYL workspace holds the project, its tasks, and its handoffs, and each agent enters and leaves that same workspace.","c":"Software and DevOps","r":"acryldev/acryl","rt":"Acryl","rs":"acryldev-acryl","u":"/use-cases/acryldev-acryl/keep-one-project-across-coding-agents/","b":true,"f":false,"sc":1.0},{"id":"acryldev-acryl--run-several-agents-without-babysitting-terminals","t":"Run several agents and act only when one needs you","s":"Use the attention queue to see the moment an agent needs input across parallel sessions.","w":"A developer running multiple agents on separate tasks who keeps checking terminals to see which agent is waiting.","o":"An attention queue tells you when an agent needs you, so you can answer that session and leave the others running.","c":"Software and DevOps","r":"acryldev/acryl","rt":"Acryl","rs":"acryldev-acryl","u":"/use-cases/acryldev-acryl/run-several-agents-without-babysitting-terminals/","b":false,"f":false,"sc":0.9},{"id":"acryldev-acryl--review-agent-diffs-and-send-comments-back","t":"Review agent diffs line by line and send comments back","s":"Comment on an agent's diff in ACRYL and send those comments straight back to the agent.","w":"A developer who lets an agent edit code and wants to review the changes before accepting them, without copying notes into a separate chat.","o":"You review diffs inside the canvas, attach line-by-line comments, and send them to the agent in the same session.","c":"Software and DevOps","r":"acryldev/acryl","rt":"Acryl","rs":"acryldev-acryl","u":"/use-cases/acryldev-acryl/review-agent-diffs-and-send-comments-back/","b":false,"f":false,"sc":0.8},{"id":"acryldev-acryl--diagnose-and-repair-a-broken-acryl-install","t":"Diagnose and repair an ACRYL install that will not boot","s":"Use Acryl doctor and Acryl repair to find and fix a broken install, with backups and undo.","w":"A user whose ACRYL install fails to start after an update or a partial install and who needs to recover without reinstalling everything.","o":"The install is diagnosed, repaired with backups kept, and can be undone if the repair causes problems.","c":"Software and DevOps","r":"acryldev/acryl","rt":"Acryl","rs":"acryldev-acryl","u":"/use-cases/acryldev-acryl/diagnose-and-repair-a-broken-acryl-install/","b":false,"f":false,"sc":0.7},{"id":"acryldev-acryl--build-and-test-acryl-from-source","t":"Build and test ACRYL from source for a contribution","s":"Clone the repo, sync upstream, and run the verify and check gates before handing off a change.","w":"A contributor who wants to change ACRYL plugins or core code and must pass the project's checks before opening a pull request.","o":"You run the isolated dev Desktop, the fast headless loop, and the full gate, then hand off a change that passes the checks.","c":"Software and DevOps","r":"acryldev/acryl","rt":"Acryl","rs":"acryldev-acryl","u":"/use-cases/acryldev-acryl/build-and-test-acryl-from-source/","b":false,"f":false,"sc":0.6},{"id":"addyosmani-factory--install-factory-into-existing-repo","t":"Install the Factory into an existing GitHub project","s":"Add the committed Claude and Codex Factory files to a repo and check the setup with doctor.","w":"A developer who wants to automate issue work in an existing GitHub project and needs the Factory files installed first.","o":"The target repo contains the Factory policy, skills, and gates, and the doctor script reports placeholders, missing labels, and remote gaps to fix before any run writes to the repo.","c":"Software and DevOps","r":"addyosmani/factory","rt":"Factory","rs":"addyosmani-factory","u":"/use-cases/addyosmani-factory/install-factory-into-existing-repo/","b":true,"f":false,"sc":1.0},{"id":"addyosmani-factory--turn-labeled-issues-into-draft-prs","t":"Turn small labeled issues into reviewed draft pull requests","s":"Let scheduled agents implement charter-allowed issues on claimed branches and open draft PRs for review.","w":"A maintainer with a backlog of small, well-described bugs who wants them worked overnight while a person keeps the merge decision.","o":"Each permitted issue gets a failing test, a scoped change, passing gates, an independent verifier verdict, and a draft PR that a human reviews in the control room before merging.","c":"Software and DevOps","r":"addyosmani/factory","rt":"Factory","rs":"addyosmani-factory","u":"/use-cases/addyosmani-factory/turn-labeled-issues-into-draft-prs/","b":false,"f":false,"sc":0.9},{"id":"addyosmani-factory--triage-issue-backlog-into-queue-labels","t":"Sort an issue backlog into implement, spec, or wait","s":"Have a triage run classify each untriaged issue and write a handoff comment with its gate level.","w":"A project lead with a growing pile of untriaged GitHub issues who wants each one routed before anyone starts coding.","o":"Each issue carries one queue label and a structured handoff comment with expected files, completion condition, gate level, and confidence, and any issue needing product intent is parked for a human spec.","c":"Software and DevOps","r":"addyosmani/factory","rt":"Factory","rs":"addyosmani-factory","u":"/use-cases/addyosmani-factory/triage-issue-backlog-into-queue-labels/","b":false,"f":false,"sc":0.8},{"id":"addyosmani-factory--weekly-health-sweep-files-new-issues","t":"Get a weekly health sweep that files issues for findings","s":"Run a monitor that checks the default branch and Factory health, then files findings as GitHub issues.","w":"A maintainer who wants a recurring check on the default branch that turns problems into tracked work without manual searching.","o":"Findings from the weekly sweep appear as new GitHub issues that the triage routine can pick up, so the loop closes without a person hunting for problems.","c":"Software and DevOps","r":"addyosmani/factory","rt":"Factory","rs":"addyosmani-factory","u":"/use-cases/addyosmani-factory/weekly-health-sweep-files-new-issues/","b":false,"f":false,"sc":0.7},{"id":"adscanpro-claude-ad--scope-ad-assessment-phase-order","t":"Scope an AD assessment in the right phase order","s":"Use the methodology skills and /ad-scope to plan an authorized internal AD test before any tooling runs.","w":"A pentester starting an internal Active Directory engagement who wants a structured plan that follows the usual order: map, harvest, collect, then exploit.","o":"A scoped engagement plan that follows the phase order and lists the environment constraints to check before testing.","c":"Security and science","r":"ADScanPro/Claude-AD","rt":"Claude AD","rs":"adscanpro-claude-ad","u":"/use-cases/adscanpro-claude-ad/scope-ad-assessment-phase-order/","b":true,"f":false,"sc":1.0},{"id":"adscanpro-claude-ad--map-low-priv-to-domain-admin-paths","t":"Map low-privilege to Domain Admin attack paths","s":"Run /ad-recon and /ad-attack-paths to collect the directory graph and reason about paths to Domain Admin.","w":"A red-team operator who has a low-privilege domain account on an authorized engagement and needs to find the shortest realistic path to Domain Admin.","o":"A ranked list of candidate attack paths from the low-privilege account, with the technique behind each step and the telemetry each one leaves.","c":"Security and science","r":"ADScanPro/Claude-AD","rt":"Claude AD","rs":"adscanpro-claude-ad","u":"/use-cases/adscanpro-claude-ad/map-low-priv-to-domain-admin-paths/","b":false,"f":false,"sc":0.9},{"id":"adscanpro-claude-ad--review-adcs-esc-misconfigurations","t":"Review ADCS ESC1 through ESC17 misconfigurations","s":"Check certificate services for ESC1 through ESC17 weaknesses with the adcs-attacks skill and certipy.","w":"A penetration tester or internal auditor on an authorized engagement who needs to check whether the Active Directory Certificate Services setup has known escalation paths.","o":"A list of ADCS templates and settings that map to specific ESC variants, with the certipy command and the fix for each.","c":"Security and science","r":"ADScanPro/Claude-AD","rt":"Claude AD","rs":"adscanpro-claude-ad","u":"/use-cases/adscanpro-claude-ad/review-adcs-esc-misconfigurations/","b":false,"f":false,"sc":0.8},{"id":"adscanpro-claude-ad--map-ad-findings-to-compliance-controls","t":"Map AD findings to DORA, NIS2 and ENS controls","s":"Use the compliance-mapping skill to tie each technique you tested to a control family for an audit report.","w":"A security consultant or compliance lead who needs to write up an internal AD assessment for an organization under DORA, NIS2 or ENS.","o":"A findings table where each technique is linked to a conceptual control family in DORA, NIS2 or ENS, ready for review.","c":"Security and science","r":"ADScanPro/Claude-AD","rt":"Claude AD","rs":"adscanpro-claude-ad","u":"/use-cases/adscanpro-claude-ad/map-ad-findings-to-compliance-controls/","b":false,"f":false,"sc":0.7},{"id":"adtexterry-lgtm-unigit-ecosystem--get-finished-file-from-plain-goal","t":"Get a finished file from a plain-language goal","s":"Describe an outcome in UNIGIT and receive a file you can preview, save, and revise.","w":"A small business owner or office worker who needs a document, spreadsheet, or presentation and has no API or AI workflow experience.","o":"A usable file that exists in the task, which you can preview, open, save, and revise inside UNIGIT.","c":"Personal productivity","r":"adtexterry-lgtm/unigit-ecosystem","rt":"Unigit Ecosystem","rs":"adtexterry-lgtm-unigit-ecosystem","u":"/use-cases/adtexterry-lgtm-unigit-ecosystem/get-finished-file-from-plain-goal/","b":true,"f":false,"sc":1.0},{"id":"adtexterry-lgtm-unigit-ecosystem--recommend-mcp-server-or-tool","t":"Recommend an MCP server, tool, or model to UNIGIT","s":"Submit a structured resource issue so a useful public capability can be considered.","w":"A developer who built or found a public MCP server, skill, template, or model and wants it considered for real user tasks.","o":"A structured resource recommendation filed on the repo's Issues tab, with the context UNIGIT needs to evaluate it.","c":"Personal productivity","r":"adtexterry-lgtm/unigit-ecosystem","rt":"Unigit Ecosystem","rs":"adtexterry-lgtm-unigit-ecosystem","u":"/use-cases/adtexterry-lgtm-unigit-ecosystem/recommend-mcp-server-or-tool/","b":false,"f":false,"sc":0.9},{"id":"adtexterry-lgtm-unigit-ecosystem--propose-partnership-for-user-demand","t":"Propose a partnership to connect model or channel reach","s":"Open a partnership issue to link model capacity or channels with real user demand.","w":"A model or infrastructure provider, or an industry or channel partner, who wants to reach people who lack time, technical skills, or purchasing access to AI.","o":"A partnership proposal filed through the partnership issue form, tied to the ecosystem value areas named in the README.","c":"Personal productivity","r":"adtexterry-lgtm/unigit-ecosystem","rt":"Unigit Ecosystem","rs":"adtexterry-lgtm-unigit-ecosystem","u":"/use-cases/adtexterry-lgtm-unigit-ecosystem/propose-partnership-for-user-demand/","b":false,"f":false,"sc":0.8},{"id":"aerovato-operator-memory--onboard-existing-repo-with-persistent-agent-memory","t":"Give an existing repo a memory the agent keeps","s":"Set up Operator on a real project so each new agent session starts from an indexed codebase and written specs.","w":"A developer picking up an existing project with a coding agent, who is tired of the agent re-exploring the code at the start of every session.","o":"The repo has an Operator brain with an index, and later sessions begin from that knowledge instead of from zero.","c":"Software and DevOps","r":"aerovato/operator-memory","rt":"Operator Memory","rs":"aerovato-operator-memory","u":"/use-cases/aerovato-operator-memory/onboard-existing-repo-with-persistent-agent-memory/","b":true,"f":false,"sc":1.0},{"id":"aerovato-operator-memory--share-project-specs-with-team-through-git","t":"Publish agent-written specs to your team via Git","s":"Promote the specs an agent wrote into the shared folder so teammates receive the same project knowledge.","w":"A tech lead or senior developer whose team uses coding agents and needs everyone's agents to work from the same module specs.","o":"Specs live in .operator-shared/, are tracked in Git, and reach teammates through the repository.","c":"Software and DevOps","r":"aerovato/operator-memory","rt":"Operator Memory","rs":"aerovato-operator-memory","u":"/use-cases/aerovato-operator-memory/share-project-specs-with-team-through-git/","b":false,"f":false,"sc":0.9},{"id":"aerovato-operator-memory--keep-personal-rules-across-all-projects","t":"Carry your personal agent rules into every project","s":"Store your own standards and knowledge in a user partition that applies across all your repos.","w":"A developer who works on several projects and wants the same working rules and preferences applied by the agent in each one.","o":"Your personal rules sit in ~/.operator/user/ and load in each project, so you teach the agent once.","c":"Software and DevOps","r":"aerovato/operator-memory","rt":"Operator Memory","rs":"aerovato-operator-memory","u":"/use-cases/aerovato-operator-memory/keep-personal-rules-across-all-projects/","b":false,"f":false,"sc":0.8},{"id":"aerovato-operator-memory--audit-and-edit-agent-memory-as-markdown","t":"Review and correct what the agent has written","s":"Read, update, or delete the Markdown memory files an agent produced to keep the project knowledge accurate.","w":"A developer or reviewer who suspects an agent recorded a wrong decision or outdated spec and wants to fix it directly.","o":"Each Brain document is checked, corrected, or removed, so the next session starts from accurate knowledge.","c":"Software and DevOps","r":"aerovato/operator-memory","rt":"Operator Memory","rs":"aerovato-operator-memory","u":"/use-cases/aerovato-operator-memory/audit-and-edit-agent-memory-as-markdown/","b":false,"f":false,"sc":0.7},{"id":"affaan-m-ecc--install-ecc-claude-code-plugin","t":"Install ECC as a Claude Code plugin in one guided run","s":"Get ECC's skills, agents, commands, and hooks into Claude Code without manual file copying.","w":"A developer who uses Claude Code daily and wants the ECC agents and skills available in every session.","o":"The ecc@ecc plugin is enabled in Claude Code, and the guided setup handles later updates and scope changes.","c":"Software and DevOps","r":"affaan-m/ECC","rt":"ECC","rs":"affaan-m-ecc","u":"/use-cases/affaan-m-ecc/install-ecc-claude-code-plugin/","b":true,"f":false,"sc":1.0},{"id":"affaan-m-ecc--configure-claude-and-codex-together","t":"Preview, then install ECC into Claude Code and Codex together","s":"Use the multi-harness wizard to set up two coding agents in one reviewed flow.","w":"A team lead whose engineers use both Claude Code and Codex and want the same ECC setup in each.","o":"Claude Code and Codex are configured in one reviewed run, with a dry-run preview shown before any write.","c":"Software and DevOps","r":"affaan-m/ECC","rt":"ECC","rs":"affaan-m-ecc","u":"/use-cases/affaan-m-ecc/configure-claude-and-codex-together/","b":false,"f":false,"sc":0.9},{"id":"affaan-m-ecc--scan-agent-config-with-agentshield","t":"Scan agent prompts, hooks, and permissions for security issues","s":"Run AgentShield over an agent setup to check prompts, hooks, MCP config, permissions, and secrets.","w":"A security-minded developer who is about to share or publish an agent configuration and wants it checked first.","o":"A scan report that lists findings across prompts, hooks, MCP config, permissions, secrets, and agent files.","c":"Software and DevOps","r":"affaan-m/ECC","rt":"ECC","rs":"affaan-m-ecc","u":"/use-cases/affaan-m-ecc/scan-agent-config-with-agentshield/","b":false,"f":false,"sc":0.8},{"id":"affaan-m-ecc--find-the-right-ecc-skill-for-a-task","t":"Find the right ECC skill for a task before starting work","s":"Ask ECC which skill fits a request, such as security reviews, from its 311 skills.","w":"A developer who has ECC installed but does not know which of its many skills or agents fits the current task.","o":"A short suggestion of the ECC skills that match your request, targeted at the harness you use.","c":"Software and DevOps","r":"affaan-m/ECC","rt":"ECC","rs":"affaan-m-ecc","u":"/use-cases/affaan-m-ecc/find-the-right-ecc-skill-for-a-task/","b":false,"f":false,"sc":0.7},{"id":"afk-surf-comma--self-host-comma-with-docker-compose","t":"Run your own Comma instance with Docker Compose","s":"Start a single-node personal agent on your own machine with one compose command.","w":"A privacy-minded individual or small team that wants a personal agent running on infrastructure they control instead of the hosted service.","o":"A single-node Comma instance running with its Web, Admin, Product API, and Salix dashboard interfaces, reachable on loopback by default.","c":"Personal productivity","r":"AFK-surf/Comma","rt":"Comma","rs":"afk-surf-comma","u":"/use-cases/afk-surf-comma/self-host-comma-with-docker-compose/","b":true,"f":false,"sc":1.0},{"id":"afk-surf-comma--run-comma-locally-with-mock-model","t":"Run Comma locally with a mock model for testing","s":"Start the backend and Web client without a model key and run the test suites.","w":"A developer who wants to explore or contribute to Comma and does not have a model provider key yet.","o":"A local Comma backend and Web client running on a deterministic mock model, with the client and system test suites passing.","c":"Personal productivity","r":"AFK-surf/Comma","rt":"Comma","rs":"afk-surf-comma","u":"/use-cases/afk-surf-comma/run-comma-locally-with-mock-model/","b":false,"f":false,"sc":0.9},{"id":"afk-surf-comma--watch-inbox-or-repo-with-loops","t":"Set a Loop to wake Comma only when something needs it","s":"Have Comma write a small watcher that acts only when an inbox, repo, or feed changes.","w":"A busy person or developer who keeps checking an inbox, repository, or feed for changes that need a decision.","o":"A Loop that watches your chosen source, wakes the agent only on relevant events, and places any decision in Needs Review on the board.","c":"Personal productivity","r":"AFK-surf/Comma","rt":"Comma","rs":"afk-surf-comma","u":"/use-cases/afk-surf-comma/watch-inbox-or-repo-with-loops/","b":false,"f":false,"sc":0.8},{"id":"afk-surf-comma--hand-mac-file-work-to-codex-or-claude-code","t":"Hand file edits on your Mac to Codex or Claude Code","s":"Let Comma read files on your Mac and delegate changes to an agent you already use.","w":"A developer whose code and files live on a Mac and who already uses Codex or Claude Code for coding work.","o":"Comma reads the relevant Mac files, hands the change to Codex or Claude Code, and returns the result as a Task you can review.","c":"Personal productivity","r":"AFK-surf/Comma","rt":"Comma","rs":"afk-surf-comma","u":"/use-cases/afk-surf-comma/hand-mac-file-work-to-codex-or-claude-code/","b":false,"f":false,"sc":0.7},{"id":"agent-field-codeaf--security-audit-local-changes","t":"Audit local code changes for security problems","s":"Run the sec specialist on changes since main and get findings with evidence and fixes.","w":"A developer or security-minded engineer about to merge a branch who wants a second look at the security impact of the changes.","o":"A Markdown, JSON or SARIF report of security findings with evidence and suggested fixes, plus the coverage notes that show what was analyzed.","c":"Software and DevOps","r":"Agent-Field/CodeAF","rt":"Code AF","rs":"agent-field-codeaf","u":"/use-cases/agent-field-codeaf/security-audit-local-changes/","b":true,"f":false,"sc":1.0},{"id":"agent-field-codeaf--review-github-pull-request","t":"Review a GitHub pull request with findings and reasons","s":"Run the review specialist on a PR and get findings with file locations and fixes.","w":"A maintainer or reviewer with a pending pull request who wants a structured first pass before reading every line.","o":"A Markdown or JSON review with findings, file locations, reasons, suggested fixes and review coverage, which the reviewer can act on.","c":"Software and DevOps","r":"Agent-Field/CodeAF","rt":"Code AF","rs":"agent-field-codeaf","u":"/use-cases/agent-field-codeaf/review-github-pull-request/","b":false,"f":false,"sc":0.9},{"id":"agent-field-codeaf--hand-coding-fix-to-senior-dev","t":"Hand a coding fix to senior-dev on its own branch","s":"Describe a bug and let senior-dev change code in a private copy, then check the results.","w":"A developer with a failing test or a known bug who wants a change drafted and tested without touching their working branch.","o":"A submitted change on its own branch with the project's build and test results, or a plain explanation of what could not be checked.","c":"Software and DevOps","r":"Agent-Field/CodeAF","rt":"Code AF","rs":"agent-field-codeaf","u":"/use-cases/agent-field-codeaf/hand-coding-fix-to-senior-dev/","b":false,"f":false,"sc":0.8},{"id":"agent-field-codeaf--headless-batch-tasks-in-ci","t":"Run a batch of coding tasks headless in CI or cron","s":"Use codeaf do with a timeout and JSON output to run unattended work from scripts.","w":"A platform engineer who wants a scheduled job or CI step to make dependency or cleanup changes with no one watching the chat.","o":"One JSON object and an exit code per run, so the job can pass or fail on its own.","c":"Software and DevOps","r":"Agent-Field/CodeAF","rt":"Code AF","rs":"agent-field-codeaf","u":"/use-cases/agent-field-codeaf/headless-batch-tasks-in-ci/","b":false,"f":false,"sc":0.7},{"id":"agent-field-codeaf--drive-coding-agent-on-remote-devbox","t":"Drive a coding agent on a remote dev box from your laptop","s":"Run the conversation on a remote machine with codeaf chat --host and keep the work going.","w":"A developer whose code and build resources live on a remote dev box and who wants to start, watch and steer agent work from a laptop or phone.","o":"A live conversation on the dev box that keeps running through a dropped link, and that you can reach from the laptop or a mobile terminal.","c":"Software and DevOps","r":"Agent-Field/CodeAF","rt":"Code AF","rs":"agent-field-codeaf","u":"/use-cases/agent-field-codeaf/drive-coding-agent-on-remote-devbox/","b":false,"f":false,"sc":0.6},{"id":"agent-labs-dev-fastbrowse--cited-answer-from-live-page","t":"Get a cited answer from a live web page","s":"Ask a question about a web page and get an answer where each claim quotes the page.","w":"A researcher or analyst who needs a checked answer from a live web page and must show where each fact came from.","o":"A short answer in which each factual claim carries a verbatim quote from the page, with the step count and cost of the run.","c":"Work and operations","r":"agent-labs-dev/fastbrowse","rt":"Fastbrowse","rs":"agent-labs-dev-fastbrowse","u":"/use-cases/agent-labs-dev-fastbrowse/cited-answer-from-live-page/","b":true,"f":false,"sc":1.0},{"id":"agent-labs-dev-fastbrowse--vault-login-stops-before-submit","t":"Log in from a Bitwarden vault and stop before submitting","s":"Fill a login form from a vault item, then pause for confirmation before any submit.","w":"An operator who must sign into a web service with a stored password and wants a human to approve any form submission.","o":"The login fields are filled from the vault on the start origin only, and the run stops at needs_confirmation before any submit, unless --authorize is given.","c":"Work and operations","r":"agent-labs-dev/fastbrowse","rt":"Fastbrowse","rs":"agent-labs-dev-fastbrowse","u":"/use-cases/agent-labs-dev-fastbrowse/vault-login-stops-before-submit/","b":false,"f":false,"sc":0.9},{"id":"agent-labs-dev-fastbrowse--shopping-cart-with-signed-in-profile","t":"Add items to a cart in a profile that stays signed in","s":"Reuse a Chrome profile that is already signed in to run cart tasks without a password.","w":"A shopper or buyer who repeats the same cart task on a site they already use and wants to avoid signing in each time.","o":"A run that opens the saved profile, works on the signed-in account and reports what it did, with the profile kept on disk between runs.","c":"Work and operations","r":"agent-labs-dev/fastbrowse","rt":"Fastbrowse","rs":"agent-labs-dev-fastbrowse","u":"/use-cases/agent-labs-dev-fastbrowse/shopping-cart-with-signed-in-profile/","b":false,"f":false,"sc":0.8},{"id":"agent-labs-dev-fastbrowse--read-open-electron-app-window","t":"Read values from an open Electron app window","s":"Attach to a running Electron app, such as VS Code, and read what its window shows.","w":"A developer who wants an agent to read a value from a desktop app window they already have open.","o":"The run attaches to the named window, performs the task inside it and leaves the window open afterwards.","c":"Work and operations","r":"agent-labs-dev/fastbrowse","rt":"Fastbrowse","rs":"agent-labs-dev-fastbrowse","u":"/use-cases/agent-labs-dev-fastbrowse/read-open-electron-app-window/","b":false,"f":false,"sc":0.7},{"id":"agent-launch-agent-launcher--run-all-installed-coding-agents-from-one-app","t":"Run all installed coding agents from one desktop app","s":"Link the coding-agent CLIs already on your machine and start sessions for each from one place.","w":"A developer who has several coding-agent CLIs installed on the same computer and switches between them across projects.","o":"All detected agents appear in one workspace, each launches in the project folder you chose, and you can resume saved sessions.","c":"Software and DevOps","r":"agent-launch/agent-launcher","rt":"Agent Launcher","rs":"agent-launch-agent-launcher","u":"/use-cases/agent-launch-agent-launcher/run-all-installed-coding-agents-from-one-app/","b":true,"f":false,"sc":1.0},{"id":"agent-launch-agent-launcher--set-up-a-provider-profile-with-a-connectivity-check","t":"Set up an OpenAI-compatible provider profile for Codex CLI","s":"Add a provider profile, let the app check it with a real request, and keep native config in sync.","w":"A developer who wants Codex CLI to use an OpenAI-compatible provider or relay instead of, or alongside, a ChatGPT account.","o":"A saved profile whose endpoint, credentials, model, and account status were verified by a minimal model request, with native config files written for you.","c":"Software and DevOps","r":"agent-launch/agent-launcher","rt":"Agent Launcher","rs":"agent-launch-agent-launcher","u":"/use-cases/agent-launch-agent-launcher/set-up-a-provider-profile-with-a-connectivity-check/","b":false,"f":false,"sc":0.9},{"id":"agent-launch-agent-launcher--review-local-token-usage-across-agents","t":"Review local token usage and sessions across agents","s":"Check token counts, requests, sessions, and models for each agent from the local usage dashboard.","w":"A developer or team lead who wants to see how much each coding agent is used on a machine before deciding which profiles to keep.","o":"A dashboard summary of locally stored token counts, request counts, sessions, and models for each agent, with optional local pricing applied.","c":"Software and DevOps","r":"agent-launch/agent-launcher","rt":"Agent Launcher","rs":"agent-launch-agent-launcher","u":"/use-cases/agent-launch-agent-launcher/review-local-token-usage-across-agents/","b":false,"f":false,"sc":0.8},{"id":"agent-launch-agent-launcher--run-agent-launcher-from-source-to-test-a-change","t":"Run Agent Launcher from source to test a change","s":"Install dependencies, start the dev build, and run the verify and build checks on a local copy.","w":"A contributor who wants to modify Agent Launcher or check a fix before opening a pull request.","o":"A running development build and passing verify, lint, format, and build steps on your local copy of the repo.","c":"Software and DevOps","r":"agent-launch/agent-launcher","rt":"Agent Launcher","rs":"agent-launch-agent-launcher","u":"/use-cases/agent-launch-agent-launcher/run-agent-launcher-from-source-to-test-a-change/","b":false,"f":false,"sc":0.7},{"id":"agenta-ai-awesome-ai-agent-platforms--shortlist-self-hosted-ai-coworker","t":"Shortlist self-hosted AI coworkers for a team","s":"Compare persistent agent platforms by license and hosting before picking one to try.","w":"A team lead who wants agents that keep context and run on schedules, and who needs the data to stay on the team's own server.","o":"A short list of two or three AI coworker platforms that are self-hosted and carry licenses that fit the team.","c":"Work and operations","r":"Agenta-AI/awesome-ai-agent-platforms","rt":"Awesome AI Agent Platforms","rs":"agenta-ai-awesome-ai-agent-platforms","u":"/use-cases/agenta-ai-awesome-ai-agent-platforms/shortlist-self-hosted-ai-coworker/","b":true,"f":false,"sc":1.0},{"id":"agenta-ai-awesome-ai-agent-platforms--choose-workflow-automation-with-ai-steps","t":"Choose a workflow automation tool that includes AI steps","s":"Match scheduled and event-driven automation tools to your needs and license rules.","w":"An operations person or developer who needs repeatable workflows that can call AI models or agents, and must decide between self-hosted and cloud options.","o":"One workflow automation platform selected for a specific workflow, with its license and hosting model confirmed.","c":"Work and operations","r":"Agenta-AI/awesome-ai-agent-platforms","rt":"Awesome AI Agent Platforms","rs":"agenta-ai-awesome-ai-agent-platforms","u":"/use-cases/agenta-ai-awesome-ai-agent-platforms/choose-workflow-automation-with-ai-steps/","b":false,"f":false,"sc":0.9},{"id":"agenta-ai-awesome-ai-agent-platforms--pick-python-agent-framework-for-prototype","t":"Pick a Python agent framework for a multi-agent prototype","s":"Narrow the Python agent frameworks to one that fits a role-based or tool-using prototype.","w":"A Python developer who needs to build a prototype where several agents with different roles or tools work together.","o":"One framework chosen for the prototype, with a link to its docs and a note on its license.","c":"Work and operations","r":"Agenta-AI/awesome-ai-agent-platforms","rt":"Awesome AI Agent Platforms","rs":"agenta-ai-awesome-ai-agent-platforms","u":"/use-cases/agenta-ai-awesome-ai-agent-platforms/pick-python-agent-framework-for-prototype/","b":false,"f":false,"sc":0.8},{"id":"agenta-ai-awesome-ai-agent-platforms--pick-browser-agent-for-website-tasks","t":"Pick a browser agent for repetitive website tasks","s":"Choose between the listed browser agents by license and hosting for web task automation.","w":"A person or small team that repeatedly completes the same web tasks on sites that have no API, and wants an agent to drive the browser.","o":"One browser agent chosen for a defined set of website tasks, with its license and hosting model recorded.","c":"Work and operations","r":"Agenta-AI/awesome-ai-agent-platforms","rt":"Awesome AI Agent Platforms","rs":"agenta-ai-awesome-ai-agent-platforms","u":"/use-cases/agenta-ai-awesome-ai-agent-platforms/pick-browser-agent-for-website-tasks/","b":false,"f":false,"sc":0.7},{"id":"agenticsworks-agentpeerchat--deploy-private-agent-messaging","t":"Deploy a private messaging hub for your agents","s":"Set up your own Cloudflare-hosted Agent Peer Chat instance and install the shared CLI and skill.","w":"A developer or power user with two or more personal agents who wants them to message each other without renting a server.","o":"A live instance URL in your Cloudflare account, with the CLI and skill installed and ready to pair.","c":"Personal productivity","r":"AgenticsWorks/AgentPeerChat","rt":"Agent Peer Chat","rs":"agenticsworks-agentpeerchat","u":"/use-cases/agenticsworks-agentpeerchat/deploy-private-agent-messaging/","b":true,"f":false,"sc":1.0},{"id":"agenticsworks-agentpeerchat--invite-a-peer-agent-through-a-chat","t":"Invite a new agent to the group from a chat","s":"Let one connected agent create a short invitation link for another agent after you confirm the code.","w":"An owner who already has an agent on their phone and wants that agent to bring another agent into the same instance.","o":"The new agent joins under its own identity after you confirm the verification code in your conversation.","c":"Personal productivity","r":"AgenticsWorks/AgentPeerChat","rt":"Agent Peer Chat","rs":"agenticsworks-agentpeerchat","u":"/use-cases/agenticsworks-agentpeerchat/invite-a-peer-agent-through-a-chat/","b":false,"f":false,"sc":0.9},{"id":"agenticsworks-agentpeerchat--keep-agents-checking-their-inbox","t":"Keep an agent checking its inbox on a schedule","s":"Set up a recurring check so an agent picks up new messages from its durable inbox.","w":"A user whose agent should react to peer messages without being prompted every time.","o":"A recurring check in your agent runtime that you have verified by task ID, interval and enabled state.","c":"Personal productivity","r":"AgenticsWorks/AgentPeerChat","rt":"Agent Peer Chat","rs":"agenticsworks-agentpeerchat","u":"/use-cases/agenticsworks-agentpeerchat/keep-agents-checking-their-inbox/","b":false,"f":false,"sc":0.8},{"id":"agenticsworks-agentpeerchat--recover-owner-access-through-trusted-agent","t":"Recover owner sign-in through a trusted agent","s":"Let one trusted agent mint a one-time sign-in link after you ask, if you have granted that permission.","w":"An owner who has lost the owner key but still has a trusted agent with the sign-in permission switched on.","o":"A one-time sign-in link sent privately to you that opens the conversation you asked about.","c":"Personal productivity","r":"AgenticsWorks/AgentPeerChat","rt":"Agent Peer Chat","rs":"agenticsworks-agentpeerchat","u":"/use-cases/agenticsworks-agentpeerchat/recover-owner-access-through-trusted-agent/","b":false,"f":false,"sc":0.7},{"id":"agentsea-nautilo--try-nautilo-locally-on-mac","t":"Run Nautilo locally on a Mac and make a first document","s":"Start a private Nautilo on your Mac and write your first document with a Genie.","w":"A solo creator or curious individual with a Mac who wants to try a self-hosted AI workspace before sharing it with anyone.","o":"A running local Nautilo with your own Genie and one document you created together.","c":"Work and operations","r":"agentsea/nautilo","rt":"Nautilo","rs":"agentsea-nautilo","u":"/use-cases/agentsea-nautilo/try-nautilo-locally-on-mac/","b":true,"f":false,"sc":1.0},{"id":"agentsea-nautilo--deploy-shared-team-server","t":"Deploy a shared Nautilo server for your team","s":"Host your own Nautilo on a datacenter machine or VPS so your team shares one Room.","w":"A team lead or operator who wants several people and their Genies working in one self-hosted space, with control over who gets access.","o":"A team Nautilo server running on your infrastructure, with access limited to people you choose.","c":"Work and operations","r":"agentsea/nautilo","rt":"Nautilo","rs":"agentsea-nautilo","u":"/use-cases/agentsea-nautilo/deploy-shared-team-server/","b":false,"f":false,"sc":0.9},{"id":"agentsea-nautilo--build-and-test-nautilo-from-source","t":"Build and check Nautilo from source before a code change","s":"Clone the monorepo, start a dev stack, and run the standard checks before you submit a change.","w":"A developer or coding agent who wants to change Nautilo or contribute a fix and needs a working local build and the repo's standard checks.","o":"A running dev stack for your own instance and a pass or fail report from the four standard checks.","c":"Work and operations","r":"agentsea/nautilo","rt":"Nautilo","rs":"agentsea-nautilo","u":"/use-cases/agentsea-nautilo/build-and-test-nautilo-from-source/","b":false,"f":false,"sc":0.8},{"id":"agentvivekkumar-dontbemichael--set-up-small-business-ai-office","t":"Set up an AI office for your small business","s":"Install the app, name your business, and start a starter team led by Michael in about an hour.","w":"A small business owner who wants AI help with admin, finance and customer work but has no developer on staff.","o":"A running office where Michael routes work to a team of role-specific AI members on your own computer.","c":"Work and operations","r":"agentvivekkumar/dontbemichael","rt":"Dontbemichael","rs":"agentvivekkumar-dontbemichael","u":"/use-cases/agentvivekkumar-dontbemichael/set-up-small-business-ai-office/","b":true,"f":false,"sc":1.0},{"id":"agentvivekkumar-dontbemichael--triage-support-inbox-with-team-member","t":"Sort and answer your support inbox on a schedule","s":"Connect a support mailbox, give it to a team member, and have it sort new mail hourly.","w":"A shop or service owner whose support@ inbox fills up faster than one person can answer it.","o":"A Customer Support team member that sorts new mail on a clock, answers within your chosen send setting, and tells Michael what needs you.","c":"Work and operations","r":"agentvivekkumar/dontbemichael","rt":"Dontbemichael","rs":"agentvivekkumar-dontbemichael","u":"/use-cases/agentvivekkumar-dontbemichael/triage-support-inbox-with-team-member/","b":false,"f":false,"sc":0.9},{"id":"agentvivekkumar-dontbemichael--approve-outgoing-sales-emails","t":"Approve each sales email before it leaves","s":"Have a Sales Director draft outreach and send only the emails you approve on Needs you.","w":"A business owner who wants AI to write sales or follow-up emails but must review every message before it goes to a customer.","o":"Each outgoing email appears on Needs you, where you can edit, approve, ask for changes or stop it, and the team member learns from your edits.","c":"Work and operations","r":"agentvivekkumar/dontbemichael","rt":"Dontbemichael","rs":"agentvivekkumar-dontbemichael","u":"/use-cases/agentvivekkumar-dontbemichael/approve-outgoing-sales-emails/","b":false,"f":false,"sc":0.8},{"id":"agentvivekkumar-dontbemichael--run-recurring-office-jobs-with-weekly-reports","t":"Run recurring office jobs and get weekly reports","s":"Put team jobs on a clock and receive scheduled outcomes as quiet Report cards on Needs you.","w":"A business owner who wants invoices chased, reports written and routine checks done every week without asking each time.","o":"A team member runs its scheduled job, such as following up on unpaid invoices, and sends a weekly summary to Needs you.","c":"Work and operations","r":"agentvivekkumar/dontbemichael","rt":"Dontbemichael","rs":"agentvivekkumar-dontbemichael","u":"/use-cases/agentvivekkumar-dontbemichael/run-recurring-office-jobs-with-weekly-reports/","b":false,"f":false,"sc":0.7},{"id":"agricidaniel-compass--start-nightly-daily-questions-journal","t":"Start a nightly journal with Compass daily questions","s":"Answer ten daily questions and write one journal line each night in an Obsidian vault.","w":"A person who wants a simple nightly reflection habit and has never set up a personal knowledge system.","o":"A working Compass vault with today's daily note, scored answers to the daily questions, and one journal line saved.","c":"Personal productivity","r":"AgriciDaniel/compass","rt":"Compass","rs":"agricidaniel-compass","u":"/use-cases/agricidaniel-compass/start-nightly-daily-questions-journal/","b":true,"f":false,"sc":1.0},{"id":"agricidaniel-compass--run-quarterly-personal-retreat","t":"Run a quarterly personal retreat in your vault","s":"Use the Personal Retreat template to review the quarter and set the next one.","w":"A person who wants a structured quarterly review and has a few hours set aside to reflect.","o":"A YYYY-QN Personal Retreat note in 02 Retreats with the wheel of life scores in its properties and notes on the next quarter.","c":"Personal productivity","r":"AgriciDaniel/compass","rt":"Compass","rs":"agricidaniel-compass","u":"/use-cases/agricidaniel-compass/run-quarterly-personal-retreat/","b":false,"f":false,"sc":0.9},{"id":"agricidaniel-compass--triage-tasks-with-agent-and-approval","t":"Triage your task list with an agent, approving each edit","s":"Have a local agent sort Tasks.md while you approve every diff in Obsidian.","w":"A person with a long capture list in Tasks.md who wants help sorting it but does not want an agent changing notes unseen.","o":"A triaged task list with edits you reviewed and approved one by one in Agent Client.","c":"Personal productivity","r":"AgriciDaniel/compass","rt":"Compass","rs":"agricidaniel-compass","u":"/use-cases/agricidaniel-compass/triage-tasks-with-agent-and-approval/","b":false,"f":false,"sc":0.8},{"id":"agricidaniel-compass--connect-claude-code-to-vault-via-mcp","t":"Connect Claude Code to your Obsidian vault over MCP","s":"Point Claude Code at Local REST API so it can read, search, and patch notes.","w":"A developer or power user who already uses Claude Code and wants it to work directly on their Compass vault.","o":"Claude Code connected to the vault's MCP server, with read-only tools pre-approved and the key kept outside the vault.","c":"Personal productivity","r":"AgriciDaniel/compass","rt":"Compass","rs":"agricidaniel-compass","u":"/use-cases/agricidaniel-compass/connect-claude-code-to-vault-via-mcp/","b":false,"f":false,"sc":0.7},{"id":"ahmadhassan-bted-autoswarm-shadow-adapter--pause-legal-review-for-human-signoff","t":"Pause a legal review step for human sign-off","s":"Park a legal_counsel task for a human reviewer while other DAG branches keep running.","w":"A team lead running an AutoSwarm company session where a contract or policy step needs a named human to approve before the workflow continues.","o":"The task is parked in the shadow queue with status AWAITING_HUMAN, the thread is released, and the reviewer approves it in the React portal. The approval moves the phase to Phase.APPROVED and the dependent step resumes.","c":"Work and operations","r":"AhmadHassan-BTed/AutoSwarm-Shadow-Adapter","rt":"Auto Swarm Shadow Adapter","rs":"ahmadhassan-bted-autoswarm-shadow-adapter","u":"/use-cases/ahmadhassan-bted-autoswarm-shadow-adapter/pause-legal-review-for-human-signoff/","b":true,"f":false,"sc":1.0},{"id":"ahmadhassan-bted-autoswarm-shadow-adapter--run-local-gpu-worker-for-dev-seat","t":"Serve a developer seat from a local GPU model","s":"Connect a local Ollama model to the senior_developer role using shadow-worker.","w":"An engineer with a GPU workstation who wants AutoSwarm's senior_developer tasks handled by a local model instead of a cloud API.","o":"The shadow-worker process logs in to the adapter server as a named user, claims senior_developer tasks, and runs them through the local Ollama model.","c":"Work and operations","r":"AhmadHassan-BTed/AutoSwarm-Shadow-Adapter","rt":"Auto Swarm Shadow Adapter","rs":"ahmadhassan-bted-autoswarm-shadow-adapter","u":"/use-cases/ahmadhassan-bted-autoswarm-shadow-adapter/run-local-gpu-worker-for-dev-seat/","b":false,"f":false,"sc":0.9},{"id":"ahmadhassan-bted-autoswarm-shadow-adapter--fill-qa-seat-with-remote-openai-key","t":"Fill a QA seat with a remote OpenAI key","s":"Run a shadow-worker on a separate machine that uses its own OpenAI key for qa_tester tasks.","w":"A QA lead who has an OpenAI API key on a remote tester machine and wants that machine to handle qa_tester tasks in an AutoSwarm company workflow.","o":"A remote shadow-worker picks up qa_tester tasks, calls the OpenAI provider with the local key, and submits results back to the adapter queue.","c":"Work and operations","r":"AhmadHassan-BTed/AutoSwarm-Shadow-Adapter","rt":"Auto Swarm Shadow Adapter","rs":"ahmadhassan-bted-autoswarm-shadow-adapter","u":"/use-cases/ahmadhassan-bted-autoswarm-shadow-adapter/fill-qa-seat-with-remote-openai-key/","b":false,"f":false,"sc":0.8},{"id":"ahmadhassan-bted-autoswarm-shadow-adapter--embed-custom-agent-as-shadow-worker","t":"Plug a private agent into the shadow queue","s":"Use the ShadowWorker Python class to run your own handler against parked tasks.","w":"A developer with a private model or internal database who wants AutoSwarm's human-in-the-loop queue to hand tasks to custom code.","o":"A Python script connects as a ShadowWorker, calls your custom_handler for each task, and returns the handler's output as the deliverable.","c":"Work and operations","r":"AhmadHassan-BTed/AutoSwarm-Shadow-Adapter","rt":"Auto Swarm Shadow Adapter","rs":"ahmadhassan-bted-autoswarm-shadow-adapter","u":"/use-cases/ahmadhassan-bted-autoswarm-shadow-adapter/embed-custom-agent-as-shadow-worker/","b":false,"f":false,"sc":0.7},{"id":"aidevgtm-gtm-cofounder--get-gtm-diagnosis-for-dev-tool","t":"Get a GTM diagnosis for your developer tool","s":"Answer five questions and get one prioritized next move for your go-to-market.","w":"A technical founder with no funding or commercial co-founder who has shipped a developer tool or AI product and does not know what to do next for go-to-market.","o":"A founder brief, a diagnosis of the GTM problem to work on now, a list of what to park, and a single next move.","c":"Sales and marketing","r":"AIDevGTM/gtm-cofounder","rt":"GTM Cofounder","rs":"aidevgtm-gtm-cofounder","u":"/use-cases/aidevgtm-gtm-cofounder/get-gtm-diagnosis-for-dev-tool/","b":true,"f":false,"sc":1.0},{"id":"aidevgtm-gtm-cofounder--find-where-your-users-already-talk","t":"Find the communities where your users already talk","s":"Map the named places your target users gather, with links, and launch examples.","w":"A developer tool founder whose roadmap is a guess because they have not interviewed users who are not already friends.","o":"A market research file with linked findings on user communities, how comparable products launched, rivals, and an outreach list drawn from how strangers describe the problem.","c":"Sales and marketing","r":"AIDevGTM/gtm-cofounder","rt":"GTM Cofounder","rs":"aidevgtm-gtm-cofounder","u":"/use-cases/aidevgtm-gtm-cofounder/find-where-your-users-already-talk/","b":false,"f":false,"sc":0.9},{"id":"aidevgtm-gtm-cofounder--plan-first-users-and-launch","t":"Plan your first 50 users and a launch","s":"Choose the channels to try first and decide how to launch without fear of getting flamed.","w":"A founder who shipped a developer tool, posted once, got little response, and does not know which channel to try or how to launch.","o":"A channel plan for the first 50 users and a launch approach for a Show HN, Reddit, or Product Hunt post.","c":"Sales and marketing","r":"AIDevGTM/gtm-cofounder","rt":"GTM Cofounder","rs":"aidevgtm-gtm-cofounder","u":"/use-cases/aidevgtm-gtm-cofounder/plan-first-users-and-launch/","b":false,"f":false,"sc":0.8},{"id":"aidevgtm-gtm-cofounder--set-price-for-dev-tool","t":"Set a price for your developer tool","s":"Stop guessing a number and see how to charge without giving the product away.","w":"A developer tool founder whose users love the free tier, who has been guessing at a price or assumes developers will not pay.","o":"A pricing recommendation tied to your founder brief and the paying-buyer question, with the reasoning shown.","c":"Sales and marketing","r":"AIDevGTM/gtm-cofounder","rt":"GTM Cofounder","rs":"aidevgtm-gtm-cofounder","u":"/use-cases/aidevgtm-gtm-cofounder/set-price-for-dev-tool/","b":false,"f":false,"sc":0.7},{"id":"aidevgtm-gtm-cofounder--stress-test-gtm-claims-before-shipping","t":"Stress-test your GTM claims before you ship","s":"Have the agent review your landing page or launch copy as a skeptic.","w":"A founder about to publish a landing page, launch post, or value prop who wants weak or unprovable claims caught before users see them.","o":"A review of your draft that flags unprovable claims and rewrites the value prop in plain terms.","c":"Sales and marketing","r":"AIDevGTM/gtm-cofounder","rt":"GTM Cofounder","rs":"aidevgtm-gtm-cofounder","u":"/use-cases/aidevgtm-gtm-cofounder/stress-test-gtm-claims-before-shipping/","b":false,"f":false,"sc":0.6},{"id":"aientech-dossier--tailor-resume-for-one-job-posting","t":"Draft a tailored resume and cover letter for one posting","s":"Paste a job posting and get a resume and cover letter built only from your profile facts.","w":"A job seeker who has a specific posting open and needs a resume and cover letter that match it, without inventing experience.","o":"A tailored resume and cover letter as PDFs, a match view showing which requirements your profile covers, and a list of gaps the posting asks for that your profile does not have.","c":"Personal productivity","r":"AienTech/dossier","rt":"Dossier","rs":"aientech-dossier","u":"/use-cases/aientech-dossier/tailor-resume-for-one-job-posting/","b":true,"f":false,"sc":1.0},{"id":"aientech-dossier--run-daily-job-search-with-agent","t":"Get a daily shortlist of scored job postings","s":"Let the optional job agent search once a day and keep the best matches for your review.","w":"A job seeker who wants new relevant postings checked against their profile without searching every day by hand.","o":"A daily shortlist on the Agent screen, with each new posting scored against your profile and the reasons given. Optional tailored drafts wait for your review.","c":"Personal productivity","r":"AienTech/dossier","rt":"Dossier","rs":"aientech-dossier","u":"/use-cases/aientech-dossier/run-daily-job-search-with-agent/","b":false,"f":false,"sc":0.9},{"id":"aientech-dossier--track-applications-from-draft-to-offer","t":"Track every application and interview in one place","s":"See each application on a board or table and a dashboard with your funnel and upcoming interviews.","w":"A job seeker running many applications at once who loses track of status, deadlines and interviews.","o":"A board and table of every application from draft to offer, and a dashboard showing your funnel for the last 30 days, 90 days or all time, with a week-by-week chart and upcoming interviews.","c":"Personal productivity","r":"AienTech/dossier","rt":"Dossier","rs":"aientech-dossier","u":"/use-cases/aientech-dossier/track-applications-from-draft-to-offer/","b":false,"f":false,"sc":0.8},{"id":"aientech-dossier--send-applications-and-answer-replies-via-gmail","t":"Send applications from Gmail and draft replies to employers","s":"Send each application from your own address with its PDFs, then draft answers to employer replies.","w":"A job seeker who wants applications sent from their own Gmail address and replies handled in the same app.","o":"An application email from your own address with the resume and cover letter PDFs attached, replies shown next to each application, and drafted answers you confirm before anything is sent.","c":"Personal productivity","r":"AienTech/dossier","rt":"Dossier","rs":"aientech-dossier","u":"/use-cases/aientech-dossier/send-applications-and-answer-replies-via-gmail/","b":false,"f":false,"sc":0.7},{"id":"aigclink-geolook--diagnose-ai-engine-absence","t":"Find out why AI engines never mention your brand","s":"Sample AI answers, audit the site, and get a gap diagnosis for one brand in about 30 minutes.","w":"A marketing lead whose brand is missing from AI answers to category questions like best tools for X.","o":"A dashboard showing mention rate, rank, and citation share per engine, plus a four-layer site audit and gap diagnosis that names what to fix first.","c":"Sales and marketing","r":"aigclink/geolook","rt":"Geolook","rs":"aigclink-geolook","u":"/use-cases/aigclink-geolook/diagnose-ai-engine-absence/","b":true,"f":false,"sc":1.0},{"id":"aigclink-geolook--turn-geo-gaps-into-verified-tickets","t":"Turn GEO gaps into tickets and check that fixes worked","s":"Create implementation tickets with acceptance criteria and let re-crawls and sampling decide if each fix is done.","w":"An SEO or content lead who has a diagnosis but no one executing the recommendations.","o":"Structured tickets with owner, effort, risk grade, and acceptance criteria, each with a progress bar from first-measured to target, and automatic reopening if a regression appears.","c":"Sales and marketing","r":"aigclink/geolook","rt":"Geolook","rs":"aigclink-geolook","u":"/use-cases/aigclink-geolook/turn-geo-gaps-into-verified-tickets/","b":false,"f":false,"sc":0.9},{"id":"aigclink-geolook--manual-ai-sampling-without-api-keys","t":"Sample AI engines by hand with no API keys","s":"Use a weekly buyer-intent sheet and the Chrome sampling assistant to collect AI answers without paying for API access.","w":"A small team that wants AI engine data but has no engine API budget, or that needs to sample engines without public APIs.","o":"A weekly buyer-intent queue that the Chrome extension fills in and submits back to the local dashboard as samples, cutting a weekly check from about 30 minutes to about 10.","c":"Sales and marketing","r":"aigclink/geolook","rt":"Geolook","rs":"aigclink-geolook","u":"/use-cases/aigclink-geolook/manual-ai-sampling-without-api-keys/","b":false,"f":false,"sc":0.8},{"id":"aigclink-geolook--client-geo-delivery-package","t":"Build a GEO client package from one run","s":"Produce a diagnosis report, strategy, execution plan, ticket CSV, and acceptance sheet for a client from one project.","w":"A GEO consultant or agency that bills clients for diagnosis and implementation work.","o":"An HTML and CSV delivery package with a diagnosis report, strategy, execution plan, ticket CSV, and acceptance sheet, plus a one-page summary for leadership.","c":"Sales and marketing","r":"aigclink/geolook","rt":"Geolook","rs":"aigclink-geolook","u":"/use-cases/aigclink-geolook/client-geo-delivery-package/","b":false,"f":false,"sc":0.7},{"id":"aindeev-agent-chrome-relay--fill-web-form-in-background-tab","t":"Fill and submit a web form in your signed-in Chrome","s":"Have an agent complete a multi-step web form in a background tab using your existing login.","w":"A developer whose coding agent needs to submit a form, such as inviting a teammate, on a site where they are already signed in.","o":"The goal is carried out in a background tab with the given data, and the run ends with a clear result: done when the success text is found, or handed back to the agent with the page and the choices it faced.","c":"Software and DevOps","r":"aindeev/agent-chrome-relay","rt":"Agent Chrome Relay","rs":"aindeev-agent-chrome-relay","u":"/use-cases/aindeev-agent-chrome-relay/fill-web-form-in-background-tab/","b":true,"f":false,"sc":1.0},{"id":"aindeev-agent-chrome-relay--check-logged-in-dashboard-step-by-step","t":"Read a logged-in dashboard page step by step","s":"Let an agent open, read and screenshot a signed-in page one command at a time.","w":"A developer who needs a coding agent to check a live internal dashboard or account page that only works after sign-in.","o":"The agent gets the page's controls and visible text, and can check values, take a screenshot or confirm a condition, all in a tab that does not take focus.","c":"Software and DevOps","r":"aindeev/agent-chrome-relay","rt":"Agent Chrome Relay","rs":"aindeev-agent-chrome-relay","u":"/use-cases/aindeev-agent-chrome-relay/check-logged-in-dashboard-step-by-step/","b":false,"f":false,"sc":0.9},{"id":"aindeev-agent-chrome-relay--sign-in-with-1password-without-agent-seeing-password","t":"Sign in to a site with 1Password, keeping secrets from the agent","s":"Have Chrome Relay type your 1Password credentials so the agent never sees them.","w":"A developer who uses 1Password and wants an agent to log into a site without being given the password or 2-step code.","o":"Chrome Relay types the password, 2-step code or passkey from your shared 1Password vault into the login page, and the agent only sees the result of the sign-in.","c":"Software and DevOps","r":"aindeev/agent-chrome-relay","rt":"Agent Chrome Relay","rs":"aindeev-agent-chrome-relay","u":"/use-cases/aindeev-agent-chrome-relay/sign-in-with-1password-without-agent-seeing-password/","b":false,"f":false,"sc":0.8},{"id":"aindeev-agent-chrome-relay--approve-agent-browser-actions-from-iphone","t":"Approve agent browser actions from your iPhone","s":"Receive and approve browser actions on your iPhone with Face ID while away from the Mac.","w":"A developer who starts agent browser work on a Mac and wants to approve sensitive steps from their phone when they are away.","o":"Approval requests reach the Chrome Relay Approve app on your iPhone, and you approve them with Face ID.","c":"Software and DevOps","r":"aindeev/agent-chrome-relay","rt":"Agent Chrome Relay","rs":"aindeev-agent-chrome-relay","u":"/use-cases/aindeev-agent-chrome-relay/approve-agent-browser-actions-from-iphone/","b":false,"f":false,"sc":0.7},{"id":"airsuphq-machine-skill--plant-training-pump-page","t":"Build a cut-open pump page for plant operator training","s":"Turn one line into a single HTML file of a cut-open process pump with curves and break modes.","w":"A plant trainer or process engineer who needs a visual, clickable pump for operator training and has no 3D modelling skills.","o":"A single HTML file of an API 610 style process pump that trainees can drag, cut open, hover for part roles, and break by dropping the tower level.","c":"Content","r":"AirsupHQ/machine-skill","rt":"Machine Skill","rs":"airsuphq-machine-skill","u":"/use-cases/airsuphq-machine-skill/plant-training-pump-page/","b":true,"f":false,"sc":1.0},{"id":"airsuphq-machine-skill--social-film-of-a-machine","t":"Record a 28 second film of a machine for social feeds","s":"Generate a machine and record a numbered-beat film with music, sized for a feed post.","w":"A content creator or marketer making short technical clips who wants a film without a video editor.","o":"A 28 second MP4 of a machine in numbered beats with a music bed, sized for a 1080 x 1350 feed post.","c":"Content","r":"AirsupHQ/machine-skill","rt":"Machine Skill","rs":"airsuphq-machine-skill","u":"/use-cases/airsuphq-machine-skill/social-film-of-a-machine/","b":false,"f":false,"sc":0.9},{"id":"airsuphq-machine-skill--slowed-mechanism-for-teaching","t":"Make a slowed mechanism to teach how it works","s":"Build a mechanism such as a Swiss lever escapement and slow it down to show each impulse.","w":"A physics or engineering teacher preparing a lesson on how a mechanism moves and what forces it sees.","o":"A single HTML file of the mechanism at a slowed speed with live labels, pause and the equations shown under How it is computed.","c":"Content","r":"AirsupHQ/machine-skill","rt":"Machine Skill","rs":"airsuphq-machine-skill","u":"/use-cases/airsuphq-machine-skill/slowed-mechanism-for-teaching/","b":false,"f":false,"sc":0.8},{"id":"airsuphq-machine-skill--hand-built-machine-page-from-template","t":"Write a machine page by hand from the template","s":"Copy the template and fill four sections yourself when no agent is available.","w":"A developer who wants a custom machine page and prefers to write the content without an AI agent.","o":"A hand-filled HTML page built on the same runtime as the generated machines.","c":"Content","r":"AirsupHQ/machine-skill","rt":"Machine Skill","rs":"airsuphq-machine-skill","u":"/use-cases/airsuphq-machine-skill/hand-built-machine-page-from-template/","b":false,"f":false,"sc":0.7},{"id":"aisland-sjl-dsh-worktable--watch-all-agent-projects-in-control-room","t":"Watch every agent project status from one control room","s":"Install the plugin and bind one conversation to get a live card grid of working, needs-you, and done projects.","w":"A developer running several agent projects in DeepSeek Harness who keeps losing track of which one is waiting for input.","o":"A pinned control-room card shows each bound project as working, needs you, or done, with a short cleaned message preview.","c":"Software and DevOps","r":"Aisland-SJL/dsh-worktable","rt":"DSH Worktable","rs":"aisland-sjl-dsh-worktable","u":"/use-cases/aisland-sjl-dsh-worktable/watch-all-agent-projects-in-control-room/","b":true,"f":false,"sc":1.0},{"id":"aisland-sjl-dsh-worktable--run-multi-pane-project-workspace","t":"Work on a project in one split window with files, terminal, and browser","s":"Open a project as a dockable workspace that combines file explorer, terminal, browser, and chat in one layout.","w":"A developer building a web or agent project who switches constantly between editing files, running commands, and previewing output.","o":"One project opens as a split workspace with a saved layout, draggable dividers, and per-pane tabs for files, terminal, and preview.","c":"Software and DevOps","r":"Aisland-SJL/dsh-worktable","rt":"DSH Worktable","rs":"aisland-sjl-dsh-worktable","u":"/use-cases/aisland-sjl-dsh-worktable/run-multi-pane-project-workspace/","b":false,"f":false,"sc":0.9},{"id":"aisland-sjl-dsh-worktable--hand-ui-fixes-to-agent-with-point-annotate","t":"Point at a window element and send a fix request to the agent","s":"Click a spot in a window, type the change, and load a packaged annotation into chat for the agent to act on.","w":"A developer reviewing a rendered window who wants to request a visual change without describing its location in words.","o":"The chat input receives a packaged message with the window number, coordinates, clicked element, and your request, ready to send.","c":"Software and DevOps","r":"Aisland-SJL/dsh-worktable","rt":"DSH Worktable","rs":"aisland-sjl-dsh-worktable","u":"/use-cases/aisland-sjl-dsh-worktable/hand-ui-fixes-to-agent-with-point-annotate/","b":false,"f":false,"sc":0.8},{"id":"aisland-sjl-dsh-worktable--build-custom-window-from-requirement","t":"Turn a written requirement into a live window in the workspace","s":"Send a requirement to a conversation so the agent builds a result that auto-mounts into a locked custom window.","w":"A developer who wants a small tool or page built by an agent and shown directly beside their project.","o":"The agent's finished result appears inside the custom window in the project layout, and the window is locked against accidental edits.","c":"Software and DevOps","r":"Aisland-SJL/dsh-worktable","rt":"DSH Worktable","rs":"aisland-sjl-dsh-worktable","u":"/use-cases/aisland-sjl-dsh-worktable/build-custom-window-from-requirement/","b":false,"f":false,"sc":0.7},{"id":"alanhuangyoo-crux--benchmark-self-hosted-model-on-terminal-bench","t":"Benchmark a self-hosted model on Terminal-Bench 2.1","s":"Run the Crux agent on 89 Terminal-Bench 2.1 tasks to get a pass@1 score for your own model.","w":"An ML engineer who serves an open-weight coding model locally and needs a repeatable score before deciding whether to use it for agent work.","o":"A pass@1 score for your model running inside the Crux agent on the Terminal-Bench 2.1 task set, comparable to the README results.","c":"Software and DevOps","r":"alanhuangyoo/crux","rt":"Crux","rs":"alanhuangyoo-crux","u":"/use-cases/alanhuangyoo-crux/benchmark-self-hosted-model-on-terminal-bench/","b":true,"f":false,"sc":1.0},{"id":"alanhuangyoo-crux--compare-agent-versions-task-by-task","t":"Test whether an agent change helps, task by task","s":"Compare two agent versions on the same tasks with a paired sign test instead of one total score.","w":"An engineer changing the agent layer of a pi-based coding agent who needs to know whether an edit is a real improvement or noise.","o":"A task-by-task comparison of two agent versions with a paired sign test that shows which changes are meaningful.","c":"Software and DevOps","r":"alanhuangyoo/crux","rt":"Crux","rs":"alanhuangyoo-crux","u":"/use-cases/alanhuangyoo-crux/compare-agent-versions-task-by-task/","b":false,"f":false,"sc":0.9},{"id":"alanhuangyoo-crux--diagnose-stalled-or-truncated-agent-runs","t":"Find why long agent runs stall, truncate, or time out","s":"Use the documented failure modes and trial outcome classes to explain a failed terminal run.","w":"A developer whose long-running terminal agent runs keep stopping partway, with truncated output, stalls, or timeouts.","o":"A short diagnosis of each failed run that maps it to context compaction, truncated output, or runtime idle time, with the matching fix from the agent layer.","c":"Software and DevOps","r":"alanhuangyoo/crux","rt":"Crux","rs":"alanhuangyoo-crux","u":"/use-cases/alanhuangyoo-crux/diagnose-stalled-or-truncated-agent-runs/","b":false,"f":false,"sc":0.8},{"id":"alexgaoth-awesome-reverse-engineered--check-index-before-reverse-engineering","t":"Check for an existing tool before reverse engineering a device","s":"Search the index for a product or protocol and clone a maintained tool instead of starting over.","w":"A developer or security researcher who is about to reverse engineer a closed device, app or API and wants to know if someone already did it.","o":"A ranked list of matching projects, a README excerpt for the best match, and a local shallow clone to use or fix.","c":"Security and science","r":"alexgaoth/awesome-reverse-engineered","rt":"Awesome Reverse Engineered","rs":"alexgaoth-awesome-reverse-engineered","u":"/use-cases/alexgaoth-awesome-reverse-engineered/check-index-before-reverse-engineering/","b":true,"f":false,"sc":1.0},{"id":"alexgaoth-awesome-reverse-engineered--give-claude-code-the-index","t":"Let Claude Code pick a tool for a task with no official API","s":"Install the plugin so Claude Code can search the index and choose a tool for a closed system.","w":"A developer using Claude Code who needs to control a smart plug, car, chat app or file format that has no official API.","o":"Claude Code searches the index, ranks matches by stars, activity and license, reads the README and recommends a tool.","c":"Security and science","r":"alexgaoth/awesome-reverse-engineered","rt":"Awesome Reverse Engineered","rs":"alexgaoth-awesome-reverse-engineered","u":"/use-cases/alexgaoth-awesome-reverse-engineered/give-claude-code-the-index/","b":false,"f":false,"sc":0.9},{"id":"alexgaoth-awesome-reverse-engineered--browse-web-index-for-maintained-tool","t":"Find a maintained emulator or client on the web index","s":"Filter the search site by category and health, then open the repo for a tool you can use.","w":"A hobbyist or non-developer who wants a working tool for a closed game, device or app and does not want to read code.","o":"A short list of projects in one category that are active, with links to the repos.","c":"Security and science","r":"alexgaoth/awesome-reverse-engineered","rt":"Awesome Reverse Engineered","rs":"alexgaoth-awesome-reverse-engineered","u":"/use-cases/alexgaoth-awesome-reverse-engineered/browse-web-index-for-maintained-tool/","b":false,"f":false,"sc":0.8},{"id":"alexgaoth-awesome-reverse-engineered--publish-reverse-engineering-work-to-index","t":"Publish your reverse engineering work and list it in the index","s":"Open-source your tool and add it to the index so the next person finds it.","w":"A developer who finished reverse engineering a closed app, API, device or format and wants others to reuse the work.","o":"Your project is open source and listed in the index, where search and agents can find it.","c":"Security and science","r":"alexgaoth/awesome-reverse-engineered","rt":"Awesome Reverse Engineered","rs":"alexgaoth-awesome-reverse-engineered","u":"/use-cases/alexgaoth-awesome-reverse-engineered/publish-reverse-engineering-work-to-index/","b":false,"f":false,"sc":0.7},{"id":"alexgreensh-anidoodle--launch-film-for-product","t":"Cut a launch film for your product from a template","s":"Turn your product name, prompts, screens and install lines into a scored launch film in four shapes.","w":"A founder or marketer preparing a product launch who needs a short video for social and the landing page.","o":"A launch film rendered in 16:9, 1:1, 4:5 and 9:16 with poster frames, captions (.srt and .vtt) and a score composed for the film.","c":"Content","r":"alexgreensh/anidoodle","rt":"Anidoodle","rs":"alexgreensh-anidoodle","u":"/use-cases/alexgreensh-anidoodle/launch-film-for-product/","b":true,"f":false,"sc":1.0},{"id":"alexgreensh-anidoodle--brand-illustrations-for-website","t":"Make a set of brand illustrations for your website","s":"Generate a hero image and matching spot art in one chosen style, as transparent PNGs at any size.","w":"A designer or marketing lead who needs consistent art for a website, deck or docs and has no illustrator on hand.","o":"A hero illustration, feature spot art, empty states and a 404 page, all drawn in the same hand, with transparent PNGs at any size.","c":"Content","r":"alexgreensh/anidoodle","rt":"Anidoodle","rs":"alexgreensh-anidoodle","u":"/use-cases/alexgreensh-anidoodle/brand-illustrations-for-website/","b":false,"f":false,"sc":0.9},{"id":"alexgreensh-anidoodle--interactive-web-mascot","t":"Add an interactive mascot to a web page","s":"Add a small illustration that follows the cursor, reacts to buttons and covers its eyes at password fields.","w":"A web developer on a marketing or product site who wants a friendly interactive element without adding a framework.","o":"A mascot that tracks the cursor, reacts to clicks and form fields, and respects reduced-motion and keyboard paths.","c":"Content","r":"alexgreensh/anidoodle","rt":"Anidoodle","rs":"alexgreensh-anidoodle","u":"/use-cases/alexgreensh-anidoodle/interactive-web-mascot/","b":false,"f":false,"sc":0.8},{"id":"alexgreensh-anidoodle--drawing-lesson-for-teaching","t":"Turn a drawing into a step-by-step drawing lesson","s":"Create a captioned timelapse and step sheet that teaches how a picture is built.","w":"A teacher, hobbyist or content creator who wants to show students or viewers how to draw something.","o":"A step sheet and a captioned timelapse, each step with what to look for, how to do it and the common mistake.","c":"Content","r":"alexgreensh/anidoodle","rt":"Anidoodle","rs":"alexgreensh-anidoodle","u":"/use-cases/alexgreensh-anidoodle/drawing-lesson-for-teaching/","b":false,"f":false,"sc":0.7},{"id":"alexgreensh-anidoodle--score-film-with-checked-music","t":"Score a film with original music and check it before release","s":"Compose a score for your film and run the music check to catch loudness, masking and copied-sounding material.","w":"A filmmaker or video editor who needs original background music with no licence paperwork.","o":"A score written as data, rendered to audio, and cleared by the music check for key, loudness, masking, balance and novelty.","c":"Content","r":"alexgreensh/anidoodle","rt":"Anidoodle","rs":"alexgreensh-anidoodle","u":"/use-cases/alexgreensh-anidoodle/score-film-with-checked-music/","b":false,"f":false,"sc":0.6},{"id":"alexgreensh-attention-span--read-claude-answers-at-a-glance","t":"Get Claude Code answers you can skim at a glance","s":"Install the Attention-kind output style so every answer leads with the conclusion and uses bold and arrows.","w":"A developer using Claude Code who is tired, deep in focus, or has limited attention and finds long answers hard to read.","o":"Claude answers first in short spaced points marked with arrows, with the important words in bold, so you can read just the bold and get the answer.","c":"Personal productivity","r":"alexgreensh/attention-span","rt":"Attention Span","rs":"alexgreensh-attention-span","u":"/use-cases/alexgreensh-attention-span/read-claude-answers-at-a-glance/","b":true,"f":false,"sc":1.0},{"id":"alexgreensh-attention-span--switch-to-terse-mode-for-focused-coding","t":"Switch Claude to terse mode for heads-down work","s":"Use the Spartan style to get blunt, compressed replies during focused coding with no conversational padding.","w":"An engineer in a focused coding block who wants only the signal from Claude Code and no conversation.","o":"Claude gives maximum-compression replies with arrows and bold, no cushioning, so you get the signal quickly.","c":"Personal productivity","r":"alexgreensh/attention-span","rt":"Attention Span","rs":"alexgreensh-attention-span","u":"/use-cases/alexgreensh-attention-span/switch-to-terse-mode-for-focused-coding/","b":false,"f":false,"sc":0.9},{"id":"alexgreensh-attention-span--turn-updates-into-standup-checklists","t":"Turn project status into a standup checklist","s":"Use the Rundown style to get a TL;DR and status checklist you can scan for standups and updates.","w":"A team member or lead who must give status updates or run standups and needs a clear view of where work stands.","o":"Claude opens with a TL;DR and shows state as a checklist with status markers and numbered next choices, so the update is quick to read.","c":"Personal productivity","r":"alexgreensh/attention-span","rt":"Attention Span","rs":"alexgreensh-attention-span","u":"/use-cases/alexgreensh-attention-span/turn-updates-into-standup-checklists/","b":false,"f":false,"sc":0.8},{"id":"alexgreensh-attention-span--get-clean-commit-messages-without-chat-wrapper","t":"Get commit messages from Claude with no chat wrapper","s":"Use the Attention-kind style so that when you ask for a message or commit, you get just that text.","w":"A developer who asks Claude Code for commit messages or other short deliverables and wants clean text to paste.","o":"When you ask for a message or commit, Claude returns just that deliverable, which the repo's benchmark reports for 88% of tasks.","c":"Personal productivity","r":"alexgreensh/attention-span","rt":"Attention Span","rs":"alexgreensh-attention-span","u":"/use-cases/alexgreensh-attention-span/get-clean-commit-messages-without-chat-wrapper/","b":false,"f":false,"sc":0.7},{"id":"alextnetto-res--rebuild-saas-from-browser-study","t":"Turn a SaaS product into a build kit for your team","s":"Have an agent study a web product in a trial account and hand back a report and a zip for rebuilding it.","w":"A product lead whose team relies on a web SaaS tool and needs to rebuild it or ship a similar product for a new market.","o":"A knowledge base with screens, rules with evidence, data model, design tokens and a build plan, plus REPORT.html for people and a handoff zip for a coding agent.","c":"Software and DevOps","r":"alextnetto/res","rt":"Res","rs":"alextnetto-res","u":"/use-cases/alextnetto-res/rebuild-saas-from-browser-study/","b":true,"f":false,"sc":1.0},{"id":"alextnetto-res--check-production-barriers-before-launch","t":"Find what blocks a clone from launching","s":"Get a ranked list of integrations, licenses and approvals a rebuilt product would need before launch.","w":"A founder or product manager planning a launch in a regulated or integration-heavy market who needs to know what could stop them before writing code.","o":"clone/barriers.md with each barrier's category, the features it blocks, severity, market weight, lead time, cost source and a mitigation.","c":"Software and DevOps","r":"alextnetto/res","rt":"Res","rs":"alextnetto-res","u":"/use-cases/alextnetto-res/check-production-barriers-before-launch/","b":false,"f":false,"sc":0.9},{"id":"alextnetto-res--validate-and-package-knowledge-base","t":"Check a knowledge base and build its report and zip","s":"Run the RES scripts to validate, render and package a study without starting a new agent session.","w":"An engineer or reviewer who already has a knowledge base folder and needs to confirm it is complete before sharing it with developers.","o":"A passing check, a generated REPORT.html and a handoff zip ready to send.","c":"Software and DevOps","r":"alextnetto/res","rt":"Res","rs":"alextnetto-res","u":"/use-cases/alextnetto-res/validate-and-package-knowledge-base/","b":false,"f":false,"sc":0.8},{"id":"alexwtlf-agentic-product-demo--render-product-demo-video","t":"Render a product demo video from React code","s":"Install the repo and render the included 16-second demo as an mp4 without a screen recording.","w":"A developer or founder who needs a product demo video for a landing page or launch and has no screen recorder footage they want to use.","o":"An mp4 and poster frame in out/, produced from a composition where every motion is derived from the frame number.","c":"Sales and marketing","r":"Alexwtlf/agentic-product-demo","rt":"Agentic Product Demo","rs":"alexwtlf-agentic-product-demo","u":"/use-cases/alexwtlf-agentic-product-demo/render-product-demo-video/","b":true,"f":false,"sc":1.0},{"id":"alexwtlf-agentic-product-demo--agent-builds-demo-clip-for-product","t":"Have a coding agent build a demo clip for your product","s":"Point Claude Code or Cursor at your product and let the skill file drive a shot list and render.","w":"A product lead or developer with an existing product codebase who wants a coding agent to draft and render the demo.","o":"A new composition named after your product, a preview contact sheet and a rendered mp4, with the agent showing its shot list before it writes code.","c":"Sales and marketing","r":"Alexwtlf/agentic-product-demo","rt":"Agentic Product Demo","rs":"alexwtlf-agentic-product-demo","u":"/use-cases/alexwtlf-agentic-product-demo/agent-builds-demo-clip-for-product/","b":false,"f":false,"sc":0.9},{"id":"alexwtlf-agentic-product-demo--match-demo-colors-to-product-stylesheet","t":"Match demo colours and easing to your product stylesheet","s":"Use the adopt script to copy your app's design tokens into the demo theme.","w":"A designer or developer whose demo video should look like the same product as the app it shows.","o":"A src/theme.css snapshot of your tokens, a report of what matched and what did not, and optionally your cubic-bezier easings in src/motion.ts.","c":"Sales and marketing","r":"Alexwtlf/agentic-product-demo","rt":"Agentic Product Demo","rs":"alexwtlf-agentic-product-demo","u":"/use-cases/alexwtlf-agentic-product-demo/match-demo-colors-to-product-stylesheet/","b":false,"f":false,"sc":0.8},{"id":"alexwtlf-agentic-product-demo--build-muted-loop-or-scored-launch-video","t":"Ship a muted page loop or a scored launch video","s":"Choose the silent mp4 for autoplay or add a sound pass for a launch video.","w":"A marketing owner who needs a demo clip for a web page loop or a launch post where sound is part of the message.","o":"A silent mp4 for autoplay on a page, or an extra out/<name>-sound.mp4 with sound added over the rendered video.","c":"Sales and marketing","r":"Alexwtlf/agentic-product-demo","rt":"Agentic Product Demo","rs":"alexwtlf-agentic-product-demo","u":"/use-cases/alexwtlf-agentic-product-demo/build-muted-loop-or-scored-launch-video/","b":false,"f":false,"sc":0.7},{"id":"algonorhythm-flare--hand-agent-a-task-card-with-full-context","t":"Hand an agent a task card with the graph context","s":"Turn a piece of work into a board card and give the agent a brief with the dependency facts attached.","w":"A developer who wants an agent to take a specific change and needs it to start from the map of the repo, not from a blank context.","o":"The agent starts from a brief that names the files and what the graph knows about them, and its progress shows up on the card.","c":"Software and DevOps","r":"AlgoNoRhythm/Flare","rt":"Flare","rs":"algonorhythm-flare","u":"/use-cases/algonorhythm-flare/hand-agent-a-task-card-with-full-context/","b":true,"f":false,"sc":1.0},{"id":"algonorhythm-flare--check-agent-changes-with-shadow-history","t":"Review and revert agent edits from shadow history","s":"Compare what an agent changed in a file or tree and revert the parts you reject.","w":"A developer who has just let an agent edit several files and wants to verify each change before keeping it.","o":"You see each change burst against the earlier state and revert one file or the whole tree when a change is wrong.","c":"Software and DevOps","r":"AlgoNoRhythm/Flare","rt":"Flare","rs":"algonorhythm-flare","u":"/use-cases/algonorhythm-flare/check-agent-changes-with-shadow-history/","b":false,"f":false,"sc":0.9},{"id":"algonorhythm-flare--coordinate-two-agents-in-channel","t":"Keep two agents from colliding on the same files","s":"Have agents announce the files they take in the Channel tab and check who wrote what.","w":"A developer running two or more agents on one repo who has seen one agent overwrite another's work.","o":"Agents announce their files before editing, you see contention and crossings in the Channel tab, and you can tell which announced files were actually written.","c":"Software and DevOps","r":"AlgoNoRhythm/Flare","rt":"Flare","rs":"algonorhythm-flare","u":"/use-cases/algonorhythm-flare/coordinate-two-agents-in-channel/","b":false,"f":false,"sc":0.8},{"id":"algonorhythm-flare--keep-claude-working-through-the-board","t":"Keep Claude working through the board when it wants to stop","s":"Set the routine so the agent checks the board again instead of ending its session early.","w":"A developer who leaves Claude running on a backlog and wants it to keep taking cards without being prompted.","o":"The agent reads the board state, takes the next waiting card, and only ends when nothing is left to take.","c":"Software and DevOps","r":"AlgoNoRhythm/Flare","rt":"Flare","rs":"algonorhythm-flare","u":"/use-cases/algonorhythm-flare/keep-claude-working-through-the-board/","b":false,"f":false,"sc":0.7},{"id":"alishahryar1-free-claude-code--run-claude-code-on-free-models","t":"Run Claude Code on free models through FCC","s":"Point Claude Code at a free NVIDIA NIM model and code from your terminal in about 30 minutes.","w":"A developer who uses Claude Code daily and wants to cut model costs while keeping the same terminal workflow.","o":"Claude Code runs in the terminal and sends its requests to a model you chose in the FCC Admin UI.","c":"Software and DevOps","r":"Alishahryar1/free-claude-code","rt":"Free Claude Code","rs":"alishahryar1-free-claude-code","u":"/use-cases/alishahryar1-free-claude-code/run-claude-code-on-free-models/","b":true,"f":false,"sc":1.0},{"id":"alishahryar1-free-claude-code--keep-coding-through-provider-outages","t":"Keep a coding session running during provider outages","s":"Set a fallback model list so FCC moves to your next model when a provider fails.","w":"A developer in the middle of a long coding task who cannot afford a stalled turn when one provider goes down.","o":"After retries are used up, FCC tries the next configured model, and the turn continues across every connected client.","c":"Software and DevOps","r":"Alishahryar1/free-claude-code","rt":"Free Claude Code","rs":"alishahryar1-free-claude-code","u":"/use-cases/alishahryar1-free-claude-code/keep-coding-through-provider-outages/","b":false,"f":false,"sc":0.9},{"id":"alishahryar1-free-claude-code--run-codex-sessions-in-the-browser","t":"Run a Codex session on a project folder in the browser","s":"Pick a folder in FCC's browser UI and run Codex there, switching models mid-session.","w":"A developer who wants to start a coding session from a browser tab, not a terminal.","o":"A native Codex session runs against the folder you chose, with real-time and background support.","c":"Software and DevOps","r":"Alishahryar1/free-claude-code","rt":"Free Claude Code","rs":"alishahryar1-free-claude-code","u":"/use-cases/alishahryar1-free-claude-code/run-codex-sessions-in-the-browser/","b":false,"f":false,"sc":0.8},{"id":"alishahryar1-free-claude-code--route-opus-and-haiku-to-different-models","t":"Route Claude model tiers to different models","s":"Send Opus, Sonnet, and Haiku requests to separate FCC models to balance cost and quality.","w":"A developer who wants heavy reasoning on a strong model and quick edits on a cheaper one.","o":"Each Claude model tier is sent to its own configured model, while tools, streaming, and images keep working.","c":"Software and DevOps","r":"Alishahryar1/free-claude-code","rt":"Free Claude Code","rs":"alishahryar1-free-claude-code","u":"/use-cases/alishahryar1-free-claude-code/route-opus-and-haiku-to-different-models/","b":false,"f":false,"sc":0.7},{"id":"amal-david-awesome-jev--lint-jev-questions-before-deploy","t":"Lint Jev questions before sending them to production","s":"Catch missing options and broken state references in Jev questions before they run.","w":"A developer writing Jev Choice, Noul, or Score questions who wants to catch request errors before deploying them.","o":"A question file that passes an offline lint check, ready to send to Jev through the TypeSafe Python SDK.","c":"Software and DevOps","r":"Amal-David/awesome-jev","rt":"Awesome Jev","rs":"amal-david-awesome-jev","u":"/use-cases/amal-david-awesome-jev/lint-jev-questions-before-deploy/","b":true,"f":false,"sc":1.0},{"id":"amal-david-awesome-jev--check-diffs-against-plain-english-rules","t":"Check changed code lines against plain-English rules","s":"Flag rule violations on the lines a change adds, using rules written in plain English.","w":"A developer or reviewer who wants automatic feedback on a branch diff without writing formal lint rules.","o":"A list of findings tied to added lines in the diff, each matched to a plain-English rule.","c":"Software and DevOps","r":"Amal-David/awesome-jev","rt":"Awesome Jev","rs":"amal-david-awesome-jev","u":"/use-cases/amal-david-awesome-jev/check-diffs-against-plain-english-rules/","b":false,"f":false,"sc":0.9},{"id":"amal-david-awesome-jev--flag-anomalous-fields-in-data-files","t":"Flag anomalous fields in data files with a Jev-based CLI","s":"Find unusual values in selected fields of a data file and review them in local previews.","w":"An analyst or data engineer checking a CSV or other supported file for odd values before using it.","o":"A set of flagged anomalies in chosen fields, with local previews and cached assessments for review.","c":"Software and DevOps","r":"Amal-David/awesome-jev","rt":"Awesome Jev","rs":"amal-david-awesome-jev","u":"/use-cases/amal-david-awesome-jev/flag-anomalous-fields-in-data-files/","b":false,"f":false,"sc":0.8},{"id":"amal-david-awesome-jev--pick-log-entries-that-need-review","t":"Score log entries to find the ones that need a closer look","s":"Rank log entries by a Jev score so reviewers read the most suspicious ones first.","w":"An engineer on call who has too many log lines to read and needs the risky entries surfaced first.","o":"A ranked list of log entries with scores, so the top entries get reviewed first.","c":"Software and DevOps","r":"Amal-David/awesome-jev","rt":"Awesome Jev","rs":"amal-david-awesome-jev","u":"/use-cases/amal-david-awesome-jev/pick-log-entries-that-need-review/","b":false,"f":false,"sc":0.7},{"id":"amap-ml-longhorizon-harness--run-long-desktop-task-from-browser","t":"Run a long desktop task from the browser","s":"Start a multi-step computer task in a web dashboard and keep it running with checkpoints.","w":"A person with a multi-step workflow across desktop apps who wants to start it, watch it, and answer approvals without using the terminal.","o":"A task that runs in rounds, with each round planned, executed, verified, and checkpointed, and a final plain-language reply.","c":"Work and operations","r":"AMAP-ML/LongHorizon-Harness","rt":"Long Horizon Harness","rs":"amap-ml-longhorizon-harness","u":"/use-cases/amap-ml-longhorizon-harness/run-long-desktop-task-from-browser/","b":true,"f":false,"sc":1.0},{"id":"amap-ml-longhorizon-harness--delegate-terminal-task-to-named-agent","t":"Delegate a terminal task to a chosen agent","s":"Send a command-line job to a specific agent backend and collect normalized results.","w":"A developer who wants a long terminal job, such as code changes or a debugging session, run by a particular agent CLI with its own permissions.","o":"A terminal task run by the chosen agent with role-scoped permissions, followed by a normalized result you can review.","c":"Work and operations","r":"AMAP-ML/LongHorizon-Harness","rt":"Long Horizon Harness","rs":"amap-ml-longhorizon-harness","u":"/use-cases/amap-ml-longhorizon-harness/delegate-terminal-task-to-named-agent/","b":false,"f":false,"sc":0.9},{"id":"amap-ml-longhorizon-harness--split-roles-across-different-models","t":"Split planning, execution, and auditing across models","s":"Assign a different model or backend to the Manager, Executor, and Auditor of one task.","w":"A team that wants to balance quality, speed, and cost on a long task and does not want one model doing all three jobs.","o":"A task where each loop role runs on the model or backend chosen for it, with the Auditor checking the actual files and logs.","c":"Work and operations","r":"AMAP-ML/LongHorizon-Harness","rt":"Long Horizon Harness","rs":"amap-ml-longhorizon-harness","u":"/use-cases/amap-ml-longhorizon-harness/split-roles-across-different-models/","b":false,"f":false,"sc":0.8},{"id":"amazingang-old-coder--verify-rate-limiter-demo-gauntlet","t":"Rerun the demo gauntlet to check the evidence yourself","s":"Run the full gauntlet on the included rate limiter and confirm the reported numbers.","w":"A reviewer who wants to check the demo's claimed 41 tests, 100% coverage, and 22/22 planted bugs caught before trusting the approach.","o":"A fresh local run of the gauntlet that reproduces the report, with results you produced rather than the ones written in evidence.md.","c":"Software and DevOps","r":"AmazingAng/old-coder","rt":"Old Coder","rs":"amazingang-old-coder","u":"/use-cases/amazingang-old-coder/verify-rate-limiter-demo-gauntlet/","b":true,"f":false,"sc":1.0},{"id":"amazingang-old-coder--build-feature-with-spec-approval-claude-code","t":"Build a feature in Claude Code with a spec you approve first","s":"Install Old Coder in Claude Code so the agent writes a test plan, waits for your yes, then ships with evidence.","w":"A developer using Claude Code who is about to have it change code in a high-stakes area such as money, logins, data, or concurrency and does not want to read every line.","o":"A feature built through the red, green, refactor cycle, with a SPEC you approved and an EVIDENCE report with checks marked pass, fail, or unverified.","c":"Software and DevOps","r":"AmazingAng/old-coder","rt":"Old Coder","rs":"amazingang-old-coder","u":"/use-cases/amazingang-old-coder/build-feature-with-spec-approval-claude-code/","b":false,"f":false,"sc":0.9},{"id":"amazingang-old-coder--add-old-coder-to-agents-md-any-agent","t":"Add the Old Coder workflow to Codex or Cursor rules","s":"Paste the Old Coder SKILL.md into AGENTS.md or a rules file so the agent follows the same gates.","w":"A team using Codex CLI, Cursor, or another instruction-following agent that does not load Claude Code skills.","o":"A project whose agent instructions include the Old Coder workflow and its honesty rules, with the references directory kept beside it.","c":"Software and DevOps","r":"AmazingAng/old-coder","rt":"Old Coder","rs":"amazingang-old-coder","u":"/use-cases/amazingang-old-coder/add-old-coder-to-agents-md-any-agent/","b":false,"f":false,"sc":0.8},{"id":"amazingang-old-coder--design-review-http-json-api-old-coder-api","t":"Design and review an HTTP/JSON API against API gates","s":"Use the optional old-coder-api skill to check compatibility, auth, idempotency, pagination, and rate limits.","w":"A backend developer designing or changing an HTTP/JSON API who wants its contract checked before code is written.","o":"A reviewed API design whose gate decisions are recorded as SPEC constraints and gauntlet checks in the Old Coder workflow.","c":"Software and DevOps","r":"AmazingAng/old-coder","rt":"Old Coder","rs":"amazingang-old-coder","u":"/use-cases/amazingang-old-coder/design-review-http-json-api-old-coder-api/","b":false,"f":false,"sc":0.7},{"id":"amitshekhariitbhu-ai-engineering-course--plan-llm-engineer-learning-path","t":"Map a step-by-step learning path into AI engineering","s":"Turn the 18-module course into a dated reading plan you can follow in order.","w":"A software engineer who wants to move into AI engineering and does not know which topics to study first.","o":"A written plan that lists each module in the README order, with the lessons to read in each one.","c":"Research","r":"amitshekhariitbhu/ai-engineering-course","rt":"AI Engineering Course","rs":"amitshekhariitbhu-ai-engineering-course","u":"/use-cases/amitshekhariitbhu-ai-engineering-course/plan-llm-engineer-learning-path/","b":true,"f":false,"sc":1.0},{"id":"amitshekhariitbhu-ai-engineering-course--prepare-ai-engineer-interview","t":"Prepare for AI engineer interviews with course material","s":"Use the interview module, glossary, and FAQs to drill core AI engineering terms.","w":"A candidate with aScheduled AI engineer, LLM engineer, or ML engineer interview who needs a fast review of key concepts.","o":"A short list of concepts to explain from memory, each linked to the lesson that covers it.","c":"Research","r":"amitshekhariitbhu/ai-engineering-course","rt":"AI Engineering Course","rs":"amitshekhariitbhu-ai-engineering-course","u":"/use-cases/amitshekhariitbhu-ai-engineering-course/prepare-ai-engineer-interview/","b":false,"f":false,"sc":0.9},{"id":"amitshekhariitbhu-ai-engineering-course--choose-llm-serving-stack","t":"Compare LLM serving tools before picking one","s":"Use the inference module to compare the serving tools the README names.","w":"An engineer deciding how to serve an LLM and who needs a map of the options before testing any of them.","o":"A comparison note that lists each serving tool named in the README with the inference concepts it relates to.","c":"Research","r":"amitshekhariitbhu/ai-engineering-course","rt":"AI Engineering Course","rs":"amitshekhariitbhu-ai-engineering-course","u":"/use-cases/amitshekhariitbhu-ai-engineering-course/choose-llm-serving-stack/","b":false,"f":false,"sc":0.8},{"id":"amitshekhariitbhu-ai-engineering-course--study-rag-pipeline-design","t":"Design a RAG pipeline from the retrieval lessons","s":"Use the RAG module to list the retrieval options before you build a pipeline.","w":"A developer who has been asked to add search over company documents to an LLM app and needs to choose retrieval methods.","o":"A design note that lists the RAG components to consider, with the lesson that covers each one.","c":"Research","r":"amitshekhariitbhu/ai-engineering-course","rt":"AI Engineering Course","rs":"amitshekhariitbhu-ai-engineering-course","u":"/use-cases/amitshekhariitbhu-ai-engineering-course/study-rag-pipeline-design/","b":false,"f":false,"sc":0.7},{"id":"amitshekhariitbhu-ai-system-design--prepare-for-ai-system-design-interview","t":"Prepare for an AI system design interview","s":"Use the guide's framework and interview questions to practice designing AI systems.","w":"A software engineer with an upcoming AI or LLM engineer interview that includes a system design round.","o":"The candidate can walk through requirements, architecture, evaluation, and monitoring for an AI system in a structured way.","c":"Research","r":"amitshekhariitbhu/ai-system-design","rt":"AI System Design","rs":"amitshekhariitbhu-ai-system-design","u":"/use-cases/amitshekhariitbhu-ai-system-design/prepare-for-ai-system-design-interview/","b":true,"f":false,"sc":1.0},{"id":"amitshekhariitbhu-ai-system-design--plan-rag-document-qa-architecture","t":"Plan a RAG architecture for document Q&A","s":"Use the RAG sections to choose chunking, search, and reranking for a document assistant.","w":"An AI engineer who must build an assistant that answers questions over company documents and needs to choose the retrieval design first.","o":"A written RAG design that names the parsing, chunking, hybrid search, and reranking choices with reasons.","c":"Research","r":"amitshekhariitbhu/ai-system-design","rt":"AI System Design","rs":"amitshekhariitbhu-ai-system-design","u":"/use-cases/amitshekhariitbhu-ai-system-design/plan-rag-document-qa-architecture/","b":false,"f":false,"sc":0.9},{"id":"amitshekhariitbhu-ai-system-design--design-ai-agent-with-tools-and-memory","t":"Design an AI agent with tools and memory","s":"Use the agent, tool calling, MCP, and memory sections to scope an agent's design.","w":"An agent engineer who has been asked to build an AI agent that calls internal tools and remembers past sessions.","o":"A design for an agent that lists its tools, MCP usage, memory layers, and known failure modes to test.","c":"Research","r":"amitshekhariitbhu/ai-system-design","rt":"AI System Design","rs":"amitshekhariitbhu-ai-system-design","u":"/use-cases/amitshekhariitbhu-ai-system-design/design-ai-agent-with-tools-and-memory/","b":false,"f":false,"sc":0.8},{"id":"amitshekhariitbhu-ai-system-design--estimate-llm-feature-cost-and-gpus","t":"Estimate tokens, GPUs, and cost for an LLM feature","s":"Use the estimation and cost sections to size tokens, GPUs, and spend before launch.","w":"A platform or ML engineer who must give a budget and hardware estimate for a new LLM feature before it is approved.","o":"A rough estimate of tokens per day, GPUs needed, and monthly cost, with the assumptions written down.","c":"Research","r":"amitshekhariitbhu/ai-system-design","rt":"AI System Design","rs":"amitshekhariitbhu-ai-system-design","u":"/use-cases/amitshekhariitbhu-ai-system-design/estimate-llm-feature-cost-and-gpus/","b":false,"f":false,"sc":0.7},{"id":"amitshekhariitbhu-llm-inference-engineering--learn-how-llm-text-generation-works","t":"Learn how LLMs generate text one token at a time","s":"Work through the Part 1 basics on autoregressive generation and the prefill and decode phases.","w":"A developer new to LLM serving who needs the core generation loop before reading about optimizations.","o":"A clear mental model of the generation loop, the two inference phases, and the metrics TTFT and TPOT.","c":"Research","r":"amitshekhariitbhu/llm-inference-engineering","rt":"LLM Inference Engineering","rs":"amitshekhariitbhu-llm-inference-engineering","u":"/use-cases/amitshekhariitbhu-llm-inference-engineering/learn-how-llm-text-generation-works/","b":true,"f":false,"sc":1.0},{"id":"amitshekhariitbhu-llm-inference-engineering--pick-a-memory-optimization-for-kv-cache","t":"Pick a KV cache memory technique for long prompts","s":"Compare KV cache compression, PagedAttention, GQA, and Flash Attention to choose a memory approach.","w":"An ML engineer sizing GPU memory for a model that serves long conversations or many concurrent users.","o":"A short list of which memory technique fits a given serving problem, with the trade-offs for each.","c":"Research","r":"amitshekhariitbhu/llm-inference-engineering","rt":"LLM Inference Engineering","rs":"amitshekhariitbhu-llm-inference-engineering","u":"/use-cases/amitshekhariitbhu-llm-inference-engineering/pick-a-memory-optimization-for-kv-cache/","b":false,"f":false,"sc":0.9},{"id":"amitshekhariitbhu-llm-inference-engineering--choose-a-decoding-speedup-technique","t":"Choose a faster decoding method for slow responses","s":"Compare speculative decoding, Medusa, EAGLE, and n-gram speculation to pick one to study.","w":"An engineer whose LLM responses feel slow and who wants to know which speedup approach to investigate first.","o":"A ranked shortlist of speedup methods with the main requirement and trade-off noted for each.","c":"Research","r":"amitshekhariitbhu/llm-inference-engineering","rt":"LLM Inference Engineering","rs":"amitshekhariitbhu-llm-inference-engineering","u":"/use-cases/amitshekhariitbhu-llm-inference-engineering/choose-a-decoding-speedup-technique/","b":false,"f":false,"sc":0.8},{"id":"amitshekhariitbhu-llm-inference-engineering--understand-serving-many-users-at-once","t":"Understand how LLM servers handle many users at once","s":"Read about continuous batching, streaming, and disaggregated serving to plan an LLM API.","w":"A backend engineer designing an API that streams LLM answers to many users at the same time.","o":"An understanding of how continuous batching, token streaming, and prefill-decode disaggregation fit together in a serving design.","c":"Research","r":"amitshekhariitbhu/llm-inference-engineering","rt":"LLM Inference Engineering","rs":"amitshekhariitbhu-llm-inference-engineering","u":"/use-cases/amitshekhariitbhu-llm-inference-engineering/understand-serving-many-users-at-once/","b":false,"f":false,"sc":0.7},{"id":"amontlabs-lcu--approve-desktop-apps-in-claude-code","t":"Let Claude Code drive desktop apps with native approvals","s":"Install LCU as a Claude Code plugin so Claude can use desktop apps after you approve each one.","w":"A developer on an Apple Silicon Mac who uses Claude Code or the Claude app and wants the agent to operate apps like Zed, Notes, or Safari.","o":"Claude Code can control approved desktop apps, and each app is approved by you through a native question card or terminal pane.","c":"Software and DevOps","r":"amontlabs/lcu","rt":"Lcu","rs":"amontlabs-lcu","u":"/use-cases/amontlabs-lcu/approve-desktop-apps-in-claude-code/","b":true,"f":false,"sc":1.0},{"id":"amontlabs-lcu--control-desktop-apps-from-codex-cli","t":"Give Codex CLI control of desktop apps on macOS or Linux","s":"Register LCU with Codex CLI so the agent can see windows, click, type, and capture screenshots.","w":"A developer running Codex CLI on a Mac or Linux desktop who needs the agent to test or operate a GUI app that has no API.","o":"Codex CLI can read windows and take screenshots in a desktop app, and each app asks for approval before the agent touches it.","c":"Software and DevOps","r":"amontlabs/lcu","rt":"Lcu","rs":"amontlabs-lcu","u":"/use-cases/amontlabs-lcu/control-desktop-apps-from-codex-cli/","b":false,"f":false,"sc":0.9},{"id":"amontlabs-lcu--drive-chrome-tabs-with-site-approval","t":"Let an agent read and control Chrome tabs with site approval","s":"Enable the official ChatGPT Chrome extension so an agent can list and control tabs, one approved site at a time.","w":"A researcher or operator who wants an agent to gather information from or act within sites already open in their Chrome profile.","o":"The agent lists your Chrome tabs and works on sites you have approved, and it reports what it found.","c":"Software and DevOps","r":"amontlabs/lcu","rt":"Lcu","rs":"amontlabs-lcu","u":"/use-cases/amontlabs-lcu/drive-chrome-tabs-with-site-approval/","b":false,"f":false,"sc":0.8},{"id":"amontlabs-lcu--run-unattended-computer-use-on-a-vm","t":"Run unattended computer use on a disposable VM or CI machine","s":"Set LCU approval to auto on a sandbox machine so the agent can run without a person at the keyboard.","w":"A DevOps engineer or tester who runs agent-driven GUI checks on a VM or CI runner where no one can answer approval prompts.","o":"The agent runs GUI steps on the disposable machine without prompts, and per-app approval still applies to every app it touches.","c":"Software and DevOps","r":"amontlabs/lcu","rt":"Lcu","rs":"amontlabs-lcu","u":"/use-cases/amontlabs-lcu/run-unattended-computer-use-on-a-vm/","b":false,"f":false,"sc":0.7},{"id":"andretripol-openghost--explain-topics-with-drawings","t":"Explain a topic with drawings beside the text","s":"Get a reply to a how-it-works question with a scheme, chart or table next to the words.","w":"A student or self-learner who understands text better with diagrams and needs a quick visual explanation of a hard topic.","o":"A reply where the explanation appears with a live drawing that you can change where it stands.","c":"Research","r":"ANDRETRIPOL/OpenGhost","rt":"Open Ghost","rs":"andretripol-openghost","u":"/use-cases/andretripol-openghost/explain-topics-with-drawings/","b":true,"f":false,"sc":1.0},{"id":"andretripol-openghost--act-in-your-own-accounts","t":"Review your account activity through the agent's browser","s":"Have the agent open your signed-in account, read stats and pull out key comments.","w":"A creator or small business owner who checks post performance and audience feedback on a website every week.","o":"A short report of view counts for your latest posts and the comments that hold suggestions or bug reports.","c":"Research","r":"ANDRETRIPOL/OpenGhost","rt":"Open Ghost","rs":"andretripol-openghost","u":"/use-cases/andretripol-openghost/act-in-your-own-accounts/","b":false,"f":false,"sc":0.9},{"id":"andretripol-openghost--keep-notes-the-agent-brings-up","t":"Save notes the agent raises when the topic comes up","s":"Write a reminder once and let the agent bring it back when a chat reaches that subject.","w":"A busy professional who keeps forgetting small follow-up tasks that come up during long chats.","o":"A note in the list beside the chat that the agent mentions at the right moment and asks whether to deal with now.","c":"Research","r":"ANDRETRIPOL/OpenGhost","rt":"Open Ghost","rs":"andretripol-openghost","u":"/use-cases/andretripol-openghost/keep-notes-the-agent-brings-up/","b":false,"f":false,"sc":0.8},{"id":"andretripol-openghost--build-installers-from-source","t":"Build Open Ghost installers from source for your platform","s":"Run the app from code and produce an installer for Windows, macOS or Linux.","w":"A developer who wants to audit, modify or package the open source desktop agent for their own platform.","o":"A local copy of the app running from source and an installer file in the dist folder for the system you build on.","c":"Research","r":"ANDRETRIPOL/OpenGhost","rt":"Open Ghost","rs":"andretripol-openghost","u":"/use-cases/andretripol-openghost/build-installers-from-source/","b":false,"f":false,"sc":0.7},{"id":"angel291592-intent-router--compile-vague-request-into-intentspec","t":"Turn a vague coding request into a checked spec","s":"Convert a one-line request into an IntentSpec that the repo partly answers and you answer once.","w":"A developer who gets vague tasks like 'add caching to the user API' and wants a clear briefing before the agent writes code.","o":"A saved IntentSpec in .intent/ or .intent.yaml that records the probed facts, the one question you answered, and whether the intent is settled.","c":"Software and DevOps","r":"angel291592/Intent-Router","rt":"Intent Router","rs":"angel291592-intent-router","u":"/use-cases/angel291592-intent-router/compile-vague-request-into-intentspec/","b":true,"f":false,"sc":1.0},{"id":"angel291592-intent-router--hand-off-delegated-task-with-contract-check","t":"Delegate a task to an agent and check the result","s":"Hand a settled spec to a coding agent, then compare the delivered work against each constraint.","w":"A tech lead who delegates features to an AI agent and wants proof the output matches what was decided.","o":"A spec file with each constraint marked met, with a code pointer, or not met, plus the check result written back into the same file.","c":"Software and DevOps","r":"angel291592/Intent-Router","rt":"Intent Router","rs":"angel291592-intent-router","u":"/use-cases/angel291592-intent-router/hand-off-delegated-task-with-contract-check/","b":false,"f":false,"sc":0.9},{"id":"angel291592-intent-router--stop-irreversible-guesses-before-routing","t":"Stop an agent from guessing past an irreversible step","s":"Make the skill halt and name the field when an inferred value touches an irreversible boundary.","w":"An engineer who runs agents on tasks with destructive or hard-to-undo actions and needs a stop before the agent commits.","o":"A HALT decision that names the unconfirmed field, so you can answer it before any routing happens.","c":"Software and DevOps","r":"angel291592/Intent-Router","rt":"Intent Router","rs":"angel291592-intent-router","u":"/use-cases/angel291592-intent-router/stop-irreversible-guesses-before-routing/","b":false,"f":false,"sc":0.8},{"id":"angusdevgo-seep-reverse-lab--audit-client-feature-gate-cwe-602","t":"Audit an app feature gate for CWE-602 authorization flaws","s":"Decide whether a client-side premium or feature check is local or enforced by the server.","w":"A security auditor testing a mobile app for authorization flaws, with written permission from the app owner.","o":"A three-part security report that states whether the gate is a local boolean or server-authoritative, backed by evidence and an airplane-mode confirmation.","c":"Security and science","r":"angusdevgo/Seep-Reverse-Lab","rt":"Seep Reverse Lab","rs":"angusdevgo-seep-reverse-lab","u":"/use-cases/angusdevgo-seep-reverse-lab/audit-client-feature-gate-cwe-602/","b":true,"f":false,"sc":1.0},{"id":"angusdevgo-seep-reverse-lab--triage-windows-pe-binary-protections","t":"Map a Windows PE binary's protections and key functions","s":"Get architecture, protections, and a function list for a PE file in one agent session.","w":"A reverse engineer who has received a suspicious or third-party Windows executable and needs a fast first look.","o":"A short summary of architecture, bitness, DEP, ASLR, canary, and PIE status, plus a list of functions and imports to focus on.","c":"Security and science","r":"angusdevgo/Seep-Reverse-Lab","rt":"Seep Reverse Lab","rs":"angusdevgo-seep-reverse-lab","u":"/use-cases/angusdevgo-seep-reverse-lab/triage-windows-pe-binary-protections/","b":false,"f":false,"sc":0.9},{"id":"angusdevgo-seep-reverse-lab--map-apk-control-flow-within-token-budget","t":"Map an APK's control flow without flooding the agent context","s":"Decompile an Android APK to a control-flow skeleton to save tokens during analysis.","w":"An Android security tester who needs to understand app logic but works with an agent that has a limited context window.","o":"A folded control-flow skeleton of the app that the agent can reason over, with the README's reported token savings.","c":"Security and science","r":"angusdevgo/Seep-Reverse-Lab","rt":"Seep Reverse Lab","rs":"angusdevgo-seep-reverse-lab","u":"/use-cases/angusdevgo-seep-reverse-lab/map-apk-control-flow-within-token-budget/","b":false,"f":false,"sc":0.8},{"id":"angusdevgo-seep-reverse-lab--generate-frida-hook-with-self-healing-run","t":"Generate a Frida verification hook that fixes its own errors","s":"Create a Frida hook script for an APK and let the agent retry failed runs up to three times.","w":"An advanced mobile tester who needs a runtime check of a suspected authorization behavior on a device they control.","o":"A generated hook_verify.js script, captured runtime output, and either a working verification or a structured handoff after three attempts.","c":"Security and science","r":"angusdevgo/Seep-Reverse-Lab","rt":"Seep Reverse Lab","rs":"angusdevgo-seep-reverse-lab","u":"/use-cases/angusdevgo-seep-reverse-lab/generate-frida-hook-with-self-healing-run/","b":false,"f":false,"sc":0.7},{"id":"anomalyco-opencode--explore-unfamiliar-codebase-read-only","t":"Explore an unfamiliar codebase without risking edits","s":"Use the read-only plan agent to map a new repo and plan changes before touching any files.","w":"A developer who just joined a project or inherited a repo and needs to understand it before changing anything.","o":"A written summary of how the codebase is structured and a short change plan, with no files edited.","c":"Software and DevOps","r":"anomalyco/opencode","rt":"Opencode","rs":"anomalyco-opencode","u":"/use-cases/anomalyco-opencode/explore-unfamiliar-codebase-read-only/","b":true,"f":false,"sc":1.0},{"id":"anomalyco-opencode--delegate-multistep-code-search","t":"Hand multistep code searches to a subagent","s":"Call the built-in general subagent with @general to run complex searches across a repo.","w":"A developer tracing a bug or behavior across many files who does not want to run each search by hand.","o":"The general subagent returns the search results it found, so you can decide the next change.","c":"Software and DevOps","r":"anomalyco/opencode","rt":"Opencode","rs":"anomalyco-opencode","u":"/use-cases/anomalyco-opencode/delegate-multistep-code-search/","b":false,"f":false,"sc":0.9},{"id":"anomalyco-opencode--build-feature-with-full-access-agent","t":"Build a code change with the default full-access agent","s":"Use the build agent, the default, to make changes in a project after reviewing a plan.","w":"A developer ready to implement a change that has already been scoped.","o":"The requested change applied to the project, which you then review with your normal tools.","c":"Software and DevOps","r":"anomalyco/opencode","rt":"Opencode","rs":"anomalyco-opencode","u":"/use-cases/anomalyco-opencode/build-feature-with-full-access-agent/","b":false,"f":false,"sc":0.8},{"id":"anomalyco-opencode--install-desktop-app-without-terminal","t":"Install the OpenCode desktop app for daily use","s":"Download the beta desktop app for your platform and open it without using a terminal.","w":"A developer or team member who prefers a graphical app over the command line.","o":"The OpenCode desktop app running on your computer, ready to use.","c":"Software and DevOps","r":"anomalyco/opencode","rt":"Opencode","rs":"anomalyco-opencode","u":"/use-cases/anomalyco-opencode/install-desktop-app-without-terminal/","b":false,"f":false,"sc":0.7},{"id":"anomalyco-opencode--install-opencode-to-chosen-directory","t":"Install OpenCode into a chosen directory on a shared machine","s":"Use the install script with OPENCODE_INSTALL_DIR to place the binary where you want it.","w":"A systems administrator or developer setting up OpenCode on a shared Linux or macOS machine where the install location must be controlled.","o":"The Opencode binary installed in your chosen directory and ready to run from the command line.","c":"Software and DevOps","r":"anomalyco/opencode","rt":"Opencode","rs":"anomalyco-opencode","u":"/use-cases/anomalyco-opencode/install-opencode-to-chosen-directory/","b":false,"f":false,"sc":0.6},{"id":"anotiawang-awesome-decision-models--route-support-tickets-with-hosted-decision-api","t":"Route support tickets with a hosted decision API","s":"Send a ticket and your label set to a hosted decision model and get a probability for each label.","w":"A support engineer or ops lead who wants a triage step that assigns each incoming ticket to one queue without writing a classifier from scratch.","o":"Each ticket gets a probability for every queue you define, so you can route the top label and send low-confidence tickets to a person.","c":"Software and DevOps","r":"AnotiaWang/awesome-decision-models","rt":"Awesome Decision Models","rs":"anotiawang-awesome-decision-models","u":"/use-cases/anotiawang-awesome-decision-models/route-support-tickets-with-hosted-decision-api/","b":true,"f":false,"sc":1.0},{"id":"anotiawang-awesome-decision-models--run-small-open-decision-model-locally","t":"Run a small open decision model locally","s":"Pull a small open-weight decision model into Ollama and score your own options on your own machine.","w":"A developer who wants to keep input data on a local machine and avoid per-request API costs while testing decision questions.","o":"A local model that answers Choice, Score, or Noul questions and returns probabilities, served from your own Ollama install.","c":"Software and DevOps","r":"AnotiaWang/awesome-decision-models","rt":"Awesome Decision Models","rs":"anotiawang-awesome-decision-models","u":"/use-cases/anotiawang-awesome-decision-models/run-small-open-decision-model-locally/","b":false,"f":false,"sc":0.9},{"id":"anotiawang-awesome-decision-models--check-agent-tool-calls-before-they-run","t":"Check agent tool calls before they run","s":"Score a proposed tool call against your own allowed options before the agent executes it.","w":"An engineer building a Strands agent who wants a fast check on each tool call, using a model that runs on a local GPU or CPU.","o":"A probability for each allowed action on each proposed tool call, so the agent can block or ask for approval on low-probability actions.","c":"Software and DevOps","r":"AnotiaWang/awesome-decision-models","rt":"Awesome Decision Models","rs":"anotiawang-awesome-decision-models","u":"/use-cases/anotiawang-awesome-decision-models/check-agent-tool-calls-before-they-run/","b":false,"f":false,"sc":0.8},{"id":"anotiawang-awesome-decision-models--flag-risky-behavior-in-ai-traces","t":"Flag risky behavior in AI traces with Span-01","s":"Label each AI trace for behaviors you define, such as prompt injection or agent loops.","w":"An AI product engineer reviewing agent traces who needs to find prompt injection, hallucination, or loops without reading every trace by hand.","o":"Each trace gets present, absent, or not observable for every behavior you define, with a list of traces to review first.","c":"Software and DevOps","r":"AnotiaWang/awesome-decision-models","rt":"Awesome Decision Models","rs":"anotiawang-awesome-decision-models","u":"/use-cases/anotiawang-awesome-decision-models/flag-risky-behavior-in-ai-traces/","b":false,"f":false,"sc":0.7},{"id":"ant-research-4danyone--multiview-video-from-casual-clip","t":"Turn a casual clip into a 24-view orbit set","s":"Generate 24 consistent target-view videos of one person from a single monocular video.","w":"A researcher or developer preparing multiview training data for 4D Gaussian Splatting when they only have one casual video of a person.","o":"A folder with cameras.json, pose skeleton videos, and 24 target videos covering a full 360 degree orbit.","c":"Research","r":"ant-research/4DAnyone","rt":"4DAnyone","rs":"ant-research-4danyone","u":"/use-cases/ant-research-4danyone/multiview-video-from-casual-clip/","b":true,"f":false,"sc":1.0},{"id":"ant-research-4danyone--preview-camera-layouts-in-gui","t":"Preview camera layouts in a browser GUI","s":"Run the Gradio GUI to inspect inference results and visualize target views with Rerun.","w":"A developer or artist who wants to see the generated views and camera layout before committing to a full pipeline run.","o":"A local web page at port 7860 showing the inference results for an existing output directory.","c":"Research","r":"ant-research/4DAnyone","rt":"4DAnyone","rs":"ant-research-4danyone","u":"/use-cases/ant-research-4danyone/preview-camera-layouts-in-gui/","b":false,"f":false,"sc":0.9},{"id":"ant-research-4danyone--quick-six-view-test-on-consumer-gpu","t":"Run a quick 6-view test on a consumer GPU","s":"Produce a compact 360 degree six-view set with the Turbo default to check the pipeline works.","w":"A developer with a consumer NVIDIA GPU who wants to confirm the install works before running heavier camera layouts.","o":"Six target videos in a 360 degree orbit, produced with the default distilled Turbo model.","c":"Research","r":"ant-research/4DAnyone","rt":"4DAnyone","rs":"ant-research-4danyone","u":"/use-cases/ant-research-4danyone/quick-six-view-test-on-consumer-gpu/","b":false,"f":false,"sc":0.8},{"id":"ant-research-antomnievo--evolve-agent-skill-directory","t":"Evolve an agent skill directory against your eval set","s":"Let agents rewrite SKILL.md, references and scripts until an evaluator scores the agent higher.","w":"An engineer maintaining an AI agent whose skill files underperform on a known set of test tasks and who wants the files improved without hand-editing each failure.","o":"A directory of optimized skill files with a change lineage that ties each edit to the failure evidence behind it.","c":"Software and DevOps","r":"ant-research/AntOmniEvo","rt":"Ant Omni Evo","rs":"ant-research-antomnievo","u":"/use-cases/ant-research-antomnievo/evolve-agent-skill-directory/","b":true,"f":false,"sc":1.0},{"id":"ant-research-antomnievo--optimize-workflow-pipeline-config","t":"Optimize a retrieval workflow's pipeline.json and node code","s":"Have agents edit pipeline config and node scripts until a workflow scores better on your data.","w":"A developer running a multi-step pipeline, such as a retrieval DAG, whose result quality varies and who has a repeatable way to score outputs.","o":"An optimized pipeline.json and set of node scripts, with the lineage showing which edits came from which failures.","c":"Software and DevOps","r":"ant-research/AntOmniEvo","rt":"Ant Omni Evo","rs":"ant-research-antomnievo","u":"/use-cases/ant-research-antomnievo/optimize-workflow-pipeline-config/","b":false,"f":false,"sc":0.9},{"id":"ant-research-antomnievo--optimize-single-file-algorithm","t":"Optimize a single-file algorithm and its description","s":"Let agents rewrite one .py or .ts file and its description until scores improve.","w":"A developer with one algorithm file and a clear way to measure its output who wants it improved without manual trial and error.","o":"A better version of the algorithm file and its description, with a record of each edit and the evidence for it.","c":"Software and DevOps","r":"ant-research/AntOmniEvo","rt":"Ant Omni Evo","rs":"ant-research-antomnievo","u":"/use-cases/ant-research-antomnievo/optimize-single-file-algorithm/","b":false,"f":false,"sc":0.8},{"id":"ant-research-antomnievo--start-experiment-with-agent-skill-template","t":"Set up an experiment with the bundled agent skill template","s":"Use the skills/ template so a coding agent interviews you and drives the experiment setup.","w":"A team that wants a coding agent to handle the setup of an Ant Omni Evo experiment and to triage failures, starting from an existing example skill.","o":"A launched experiment with the entry script written by the agent, plus a list of triaged failures checked against the pitfall log.","c":"Software and DevOps","r":"ant-research/AntOmniEvo","rt":"Ant Omni Evo","rs":"ant-research-antomnievo","u":"/use-cases/ant-research-antomnievo/start-experiment-with-agent-skill-template/","b":false,"f":false,"sc":0.7},{"id":"anteloc-ldraw-nova--review-sample-lego-model-previews","t":"Review a sample LEGO model with previews and BOMs","s":"Run the bridge example through review and get PNG previews, a validation report and parts lists.","w":"A LEGO hobbyist or developer who wants to see what the Ldraw Nova review pipeline produces before using it on their own designs.","o":"A review folder with previews, the model, a validation report, a Python BOM, a LeoCAD BOM comparison and a manifest.","c":"Games and hobbies","r":"anteloc/ldraw-nova","rt":"Ldraw Nova","rs":"anteloc-ldraw-nova","u":"/use-cases/anteloc-ldraw-nova/review-sample-lego-model-previews/","b":true,"f":false,"sc":1.0},{"id":"anteloc-ldraw-nova--build-lego-model-from-plan-with-agent","t":"Build an editable LEGO MPD from a JSON plan","s":"Have an agent turn a model idea into a JSON plan, then build and review an editable MPD.","w":"A LEGO builder or designer who has a model idea and wants an AI agent to draft the construction as an editable file.","o":"An editable MPD model, a reviewed set of previews and checks, and the source plan kept for later repair.","c":"Games and hobbies","r":"anteloc/ldraw-nova","rt":"Ldraw Nova","rs":"anteloc-ldraw-nova","u":"/use-cases/anteloc-ldraw-nova/build-lego-model-from-plan-with-agent/","b":false,"f":false,"sc":0.9},{"id":"anteloc-ldraw-nova--export-lego-model-glb-for-blender","t":"Export an LDraw model to GLB for Blender","s":"Convert an MPD model to a GLB file with the local CLI so it can be opened in Blender.","w":"A 3D artist or LEGO fan who wants to bring an Ldraw Nova model into Blender for lighting, camera work or rendering.","o":"A GLB file of the model, while the editable MPD stays the authoritative source.","c":"Games and hobbies","r":"anteloc/ldraw-nova","rt":"Ldraw Nova","rs":"anteloc-ldraw-nova","u":"/use-cases/anteloc-ldraw-nova/export-lego-model-glb-for-blender/","b":false,"f":false,"sc":0.8},{"id":"anteloc-ldraw-nova--run-ldraw-nova-web-app-locally","t":"Run the Ldraw Nova web app with Docker","s":"Start the browser app with 3D and VR views on localhost using Docker Compose.","w":"A builder who wants interactive 3D and VR views of models, including a Meta Quest 3 headset, on a trusted home network.","o":"The web app running at localhost:8765, with HTTPS on port 8443 for VR, and conversation history available.","c":"Games and hobbies","r":"anteloc/ldraw-nova","rt":"Ldraw Nova","rs":"anteloc-ldraw-nova","u":"/use-cases/anteloc-ldraw-nova/run-ldraw-nova-web-app-locally/","b":false,"f":false,"sc":0.7},{"id":"anthropics-claude-code--explain-unfamiliar-codebase","t":"Explain complex code in an unfamiliar project","s":"Ask Claude Code in your terminal to explain how a part of an unfamiliar codebase works.","w":"A developer who has just joined a team and must understand a large existing project before changing it.","o":"A plain-language explanation of the chosen module, its main flow, and the files involved, so the developer can start work sooner.","c":"Software and DevOps","r":"anthropics/claude-code","rt":"Claude Code","rs":"anthropics-claude-code","u":"/use-cases/anthropics-claude-code/explain-unfamiliar-codebase/","b":true,"f":false,"sc":1.0},{"id":"anthropics-claude-code--delegate-routine-coding-tasks","t":"Delegate routine coding tasks from the terminal","s":"Hand repetitive edits and small fixes to Claude Code using plain-language requests.","w":"A developer with a backlog of small, repetitive changes that take time but need little design work.","o":"Routine changes are completed by Claude Code in the project, and the developer reviews the results before accepting them.","c":"Software and DevOps","r":"anthropics/claude-code","rt":"Claude Code","rs":"anthropics-claude-code","u":"/use-cases/anthropics-claude-code/delegate-routine-coding-tasks/","b":false,"f":false,"sc":0.9},{"id":"anthropics-claude-code--handle-git-workflows-in-chat","t":"Handle git workflows with natural language","s":"Describe a git task in plain words and let Claude Code carry it out in your project.","w":"A developer who wants help with commit and branch steps but prefers not to look up each git command.","o":"The developer describes the git outcome they want, Claude Code handles the steps, and the developer checks the resulting repository state.","c":"Software and DevOps","r":"anthropics/claude-code","rt":"Claude Code","rs":"anthropics-claude-code","u":"/use-cases/anthropics-claude-code/handle-git-workflows-in-chat/","b":false,"f":false,"sc":0.8},{"id":"anthropics-claude-plugins-official--install-marketplace-plugin","t":"Install a vetted plugin from the official marketplace","s":"Add a ready-made Claude Code plugin from the official directory in one command.","w":"A Claude Code user who needs a capability that an official plugin already provides and wants to avoid building it.","o":"The chosen plugin is installed from the Claude Plugins Official marketplace and ready to use in Claude Code.","c":"Software and DevOps","r":"anthropics/claude-plugins-official","rt":"Claude Plugins Official","rs":"anthropics-claude-plugins-official","u":"/use-cases/anthropics-claude-plugins-official/install-marketplace-plugin/","b":true,"f":false,"sc":1.0},{"id":"anthropics-claude-plugins-official--build-external-plugin-for-submission","t":"Build a plugin in the standard layout for submission","s":"Scaffold a Claude Code plugin with the required manifest and submit it for review.","w":"A third-party developer or partner who wants a Claude Code plugin included in the marketplace.","o":"A plugin folder with a valid plugin.json manifest, documentation, and optional commands, agents, or skills, ready for the submission form.","c":"Software and DevOps","r":"anthropics/claude-plugins-official","rt":"Claude Plugins Official","rs":"anthropics-claude-plugins-official","u":"/use-cases/anthropics-claude-plugins-official/build-external-plugin-for-submission/","b":false,"f":false,"sc":0.9},{"id":"anthropics-claude-plugins-official--publish-skill-bundle-without-manifest","t":"Publish existing SKILL.md files as a marketplace bundle","s":"List skill folders from a source repo in a marketplace entry with strict set to false.","w":"A maintainer of an SDK or skills repo who ships SKILL.md files but no plugin.json manifest.","o":"A marketplace entry that exposes a chosen set of skills from the source repo, each registered in Claude Code.","c":"Software and DevOps","r":"anthropics/claude-plugins-official","rt":"Claude Plugins Official","rs":"anthropics-claude-plugins-official","u":"/use-cases/anthropics-claude-plugins-official/publish-skill-bundle-without-manifest/","b":false,"f":false,"sc":0.8},{"id":"anthropics-claude-plugins-official--rename-plugin-without-breaking-installs","t":"Change a published plugin's label without breaking installs","s":"Update displayName or add a renames entry so existing users keep working.","w":"A marketplace maintainer who needs to change a published plugin's name or label.","o":"The plugin keeps working for current users, with its UI label updated or its old slug migrated to the new name.","c":"Software and DevOps","r":"anthropics/claude-plugins-official","rt":"Claude Plugins Official","rs":"anthropics-claude-plugins-official","u":"/use-cases/anthropics-claude-plugins-official/rename-plugin-without-breaking-installs/","b":false,"f":false,"sc":0.7},{"id":"anthropics-claude-quickstarts--build-customer-support-agent-prototype","t":"Run a Claude customer support agent over a knowledge base","s":"Get an AI support agent that answers customer questions from a knowledge base, as a starting point to customize.","w":"A developer or support lead at a company that wants an AI-assisted support system and needs a working base to adapt.","o":"A running customer support agent that answers from a knowledge base, which the team can then adapt to its own content and policies.","c":"Software and DevOps","r":"anthropics/claude-quickstarts","rt":"Claude Quickstarts","rs":"anthropics-claude-quickstarts","u":"/use-cases/anthropics-claude-quickstarts/build-customer-support-agent-prototype/","b":true,"f":false,"sc":1.0},{"id":"anthropics-claude-quickstarts--analyze-financial-data-with-chat-charts","t":"Analyze financial data by chat with interactive charts","s":"Ask questions about financial data in chat and see interactive visualizations as answers.","w":"An analyst or finance-minded developer who needs to explore financial data quickly without writing analysis code first.","o":"A chat interface where questions about financial data return analysis with interactive data visualization.","c":"Software and DevOps","r":"anthropics/claude-quickstarts","rt":"Claude Quickstarts","rs":"anthropics-claude-quickstarts","u":"/use-cases/anthropics-claude-quickstarts/analyze-financial-data-with-chat-charts/","b":false,"f":false,"sc":0.9},{"id":"anthropics-claude-quickstarts--schedule-daily-slack-and-github-brief","t":"Post a weekday brief of Slack and GitHub activity","s":"Deploy a scheduled agent that posts one short brief to Slack each weekday from channels and pull requests.","w":"A team lead or engineer who wants a daily digest of Slack channel activity and open GitHub pull requests without checking each source by hand.","o":"One short brief posted to Slack each weekday, with any source that could not be read reported as unreadable rather than silently skipped.","c":"Software and DevOps","r":"anthropics/claude-quickstarts","rt":"Claude Quickstarts","rs":"anthropics-claude-quickstarts","u":"/use-cases/anthropics-claude-quickstarts/schedule-daily-slack-and-github-brief/","b":false,"f":false,"sc":0.8},{"id":"anthropics-claude-quickstarts--automate-browser-tasks-with-claude","t":"Automate browser tasks with Claude and Playwright","s":"Let Claude navigate websites, read page content and fill forms through a Playwright-backed browser tool.","w":"A developer who needs to automate repetitive web tasks such as reading pages or filling forms and wants a reference implementation to adapt.","o":"A working browser automation demo in which Claude navigates a site, inspects elements, extracts content and fills a form.","c":"Software and DevOps","r":"anthropics/claude-quickstarts","rt":"Claude Quickstarts","rs":"anthropics-claude-quickstarts","u":"/use-cases/anthropics-claude-quickstarts/automate-browser-tasks-with-claude/","b":false,"f":false,"sc":0.7},{"id":"antinomie-lab-pi-book--check-book-claims-against-pi-source","t":"Have an agent verify the book's code citations","s":"Use an AI agent to check each file:line quote in a chapter against the pi source at the stated commit.","w":"A developer who wants to trust an architecture claim before relying on it, and who has the pi repo and an AI coding tool at hand.","o":"A list of each file:line reference in one chapter, marked as matching or not matching the quoted excerpt in pi at commit cd20a8d2e.","c":"Software and DevOps","r":"antinomie-lab/pi-book","rt":"Pi Book","rs":"antinomie-lab-pi-book","u":"/use-cases/antinomie-lab-pi-book/check-book-claims-against-pi-source/","b":true,"f":false,"sc":1.0},{"id":"antinomie-lab-pi-book--run-book-reader-locally","t":"Run the book's web reader on your own machine","s":"Start the Vite and Vue reader locally to browse the architecture book without the hosted site.","w":"A developer who wants to read or modify the book's reader offline, or to work on the book in a local setup.","o":"A local dev server showing the book from the agent/ source files, started with two commands.","c":"Software and DevOps","r":"antinomie-lab/pi-book","rt":"Pi Book","rs":"antinomie-lab-pi-book","u":"/use-cases/antinomie-lab-pi-book/run-book-reader-locally/","b":false,"f":false,"sc":0.9},{"id":"antinomie-lab-pi-book--compare-book-language-editions","t":"Compare the Chinese, English and Spanish editions","s":"Read the same chapter in its three language versions to check translation consistency.","w":"A bilingual reader or translator who wants to confirm that a term or claim reads the same across the book's editions.","o":"A short list of places where the English or Spanish version differs in meaning from the Chinese original.","c":"Software and DevOps","r":"antinomie-lab/pi-book","rt":"Pi Book","rs":"antinomie-lab-pi-book","u":"/use-cases/antinomie-lab-pi-book/compare-book-language-editions/","b":false,"f":false,"sc":0.8},{"id":"anujasid-blender-ai-mcp-addon--inspect-scene-before-editing","t":"Explain a Blender scene before changing anything","s":"Ask the assistant to read object structure and describe a scene before any edits are made.","w":"A 3D artist who inherited a .blend file from a colleague and needs to understand it before editing.","o":"A plain-language description of the scene's object structure, produced without any changes to the file.","c":"Content","r":"anujasid/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"anujasid-blender-ai-mcp-addon","u":"/use-cases/anujasid-blender-ai-mcp-addon/inspect-scene-before-editing/","b":true,"f":false,"sc":1.0},{"id":"anujasid-blender-ai-mcp-addon--build-product-display-scene","t":"Build a product display scene from a short brief","s":"Turn a written layout brief into a pedestal, camera, lights and matte material in Blender.","w":"A product designer or small studio artist who needs a quick display mockup for a client review.","o":"A simple product-display scene with a pedestal, camera, three lights and a matte blue material, checked in the viewport preview.","c":"Content","r":"anujasid/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"anujasid-blender-ai-mcp-addon","u":"/use-cases/anujasid-blender-ai-mcp-addon/build-product-display-scene/","b":false,"f":false,"sc":0.9},{"id":"anujasid-blender-ai-mcp-addon--review-scene-edits-with-agent-team","t":"Run a manager, worker and reviewer team on a scene task","s":"Split a larger Blender task across a manager, workers and reviewers with ordered steps.","w":"A technical artist who wants larger scene changes checked before they are accepted.","o":"A sequential run where assignments, attempts and review findings appear on the task board, and approved work is kept.","c":"Content","r":"anujasid/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"anujasid-blender-ai-mcp-addon","u":"/use-cases/anujasid-blender-ai-mcp-addon/review-scene-edits-with-agent-team/","b":false,"f":false,"sc":0.8},{"id":"anujasid-blender-ai-mcp-addon--find-and-import-licensed-asset","t":"Search Poly Haven or Sketchfab and import a chosen asset","s":"Let the assistant find a matching asset, ask before importing, and follow its license.","w":"A 3D artist who needs a prop or texture for a scene and wants to avoid manual downloads.","o":"A short list of matching assets from the supported services, with one imported only after you approve it.","c":"Content","r":"anujasid/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"anujasid-blender-ai-mcp-addon","u":"/use-cases/anujasid-blender-ai-mcp-addon/find-and-import-licensed-asset/","b":false,"f":false,"sc":0.7},{"id":"anujasid-blender-ai-mcp-addon--drive-blender-from-mcp-client","t":"Control Blender from an external MCP client","s":"Connect an MCP client to Blender's authenticated local endpoint and run scene tools from it.","w":"A developer or technical artist who wants to script Blender from an AI tool they already use.","o":"An external MCP client that lists the Blender tools and runs scene operations through the local endpoint.","c":"Content","r":"anujasid/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"anujasid-blender-ai-mcp-addon","u":"/use-cases/anujasid-blender-ai-mcp-addon/drive-blender-from-mcp-client/","b":false,"f":false,"sc":0.6},{"id":"anujasid-mcp-for-blender-pro--inspect-scene-before-editing","t":"Inspect a Blender scene before the AI changes it","s":"Ask the built-in assistant to explain a scene's object structure before any edits are made.","w":"A 3D artist who inherits a complex .blend file from a teammate and needs to understand it before changing anything.","o":"A plain-language description of the scene's objects and structure, produced by the assistant without any changes to the file.","c":"Content","r":"anujasid/mcp-for-blender-pro","rt":"MCP for Blender Pro","rs":"anujasid-mcp-for-blender-pro","u":"/use-cases/anujasid-mcp-for-blender-pro/inspect-scene-before-editing/","b":true,"f":false,"sc":1.0},{"id":"anujasid-mcp-for-blender-pro--build-product-display-scene","t":"Build a product-display scene from a text brief","s":"Turn a short creative brief into a basic product-display layout with lights, a camera and materials.","w":"A product visualizer who needs a quick first layout for a client review and wants to skip the manual setup of primitives, lights and materials.","o":"A basic product-display scene in the viewport with a pedestal, a camera, three lights and a matte blue material on the pedestal, ready for refinement.","c":"Content","r":"anujasid/mcp-for-blender-pro","rt":"MCP for Blender Pro","rs":"anujasid-mcp-for-blender-pro","u":"/use-cases/anujasid-mcp-for-blender-pro/build-product-display-scene/","b":false,"f":false,"sc":0.9},{"id":"anujasid-mcp-for-blender-pro--find-and-import-poly-haven-asset","t":"Find an asset and import it only after approval","s":"Search Poly Haven for a fitting asset and ask for approval before anything is imported.","w":"A environment artist who needs a specific prop or texture for a scene and wants the assistant to search the library without importing anything on its own.","o":"A short list of candidate Poly Haven assets, with one imported only after the artist approves it.","c":"Content","r":"anujasid/mcp-for-blender-pro","rt":"MCP for Blender Pro","rs":"anujasid-mcp-for-blender-pro","u":"/use-cases/anujasid-mcp-for-blender-pro/find-and-import-poly-haven-asset/","b":false,"f":false,"sc":0.8},{"id":"anujasid-mcp-for-blender-pro--run-manager-worker-reviewer-team","t":"Run a multi-step scene edit with a manager, workers and reviewers","s":"Use a team chain so one agent plans, others edit and reviewers approve each change in order.","w":"A technical artist with a larger batch of scene changes who wants structured, reviewed edits rather than one long chat.","o":"A sequence of scene edits that were each assigned, performed and reviewed, with findings shown on the task board.","c":"Content","r":"anujasid/mcp-for-blender-pro","rt":"MCP for Blender Pro","rs":"anujasid-mcp-for-blender-pro","u":"/use-cases/anujasid-mcp-for-blender-pro/run-manager-worker-reviewer-team/","b":false,"f":false,"sc":0.7},{"id":"anujasid-mcp-for-blender-pro--drive-blender-from-opencode-over-mcp","t":"Drive Blender from OpenCode through the built-in MCP server","s":"Connect an external MCP client to Blender's authenticated endpoint and run scene tools from it.","w":"A developer who already works in OpenCode and wants to script Blender scene operations from that client instead of the Blender panel.","o":"OpenCode running Blender scene tools such as scene inspection, object creation and export through the add-on's MCP server.","c":"Content","r":"anujasid/mcp-for-blender-pro","rt":"MCP for Blender Pro","rs":"anujasid-mcp-for-blender-pro","u":"/use-cases/anujasid-mcp-for-blender-pro/drive-blender-from-opencode-over-mcp/","b":false,"f":false,"sc":0.6},{"id":"aoci-spec-aoci-code--take-over-existing-codebase-in-one-step","t":"Take over an existing codebase with an agent in one pass","s":"Build a Git-versioned index of a codebase of up to about 500,000 lines so the agent can start working from known context.","w":"A developer or team lead who inherits a large existing system and needs an agent to learn it quickly before making changes.","o":"An index with one entry per managed file, a coverage report of how well the agent knows each area, and a link to the AOCI panel for review.","c":"Software and DevOps","r":"aoci-spec/aoci-code","rt":"Aoci Code","rs":"aoci-spec-aoci-code","u":"/use-cases/aoci-spec-aoci-code/take-over-existing-codebase-in-one-step/","b":true,"f":false,"sc":1.0},{"id":"aoci-spec-aoci-code--hand-off-project-to-new-agent-or-session","t":"Resume a project in a new agent or chat without starting over","s":"Use the committed index so a new agent, host, or conversation picks up the system context in one read.","w":"A developer switching to a different coding agent, or opening a fresh conversation after context was compacted on a project that already has an index.","o":"The agent reports its mastery of each area as a percentage and states whether it can take over development from the index alone.","c":"Software and DevOps","r":"aoci-spec/aoci-code","rt":"Aoci Code","rs":"aoci-spec-aoci-code","u":"/use-cases/aoci-spec-aoci-code/hand-off-project-to-new-agent-or-session/","b":false,"f":false,"sc":0.9},{"id":"aoci-spec-aoci-code--index-database-schema-alongside-code","t":"Index PostgreSQL or MySQL table structures next to the code","s":"Add a table-level database index so the agent sees both code and schema before it changes either.","w":"A developer whose application logic depends heavily on database tables and who wants the agent to understand the schema before writing queries or migrations.","o":"A separate table-level index (aoci.database.txt) built from catalog metadata, delivered together with the code index.","c":"Software and DevOps","r":"aoci-spec/aoci-code","rt":"Aoci Code","rs":"aoci-spec-aoci-code","u":"/use-cases/aoci-spec-aoci-code/index-database-schema-alongside-code/","b":false,"f":false,"sc":0.8},{"id":"aoci-spec-aoci-code--keep-index-aligned-after-each-change","t":"Keep the codebase index current as the agent changes code","s":"Let the MCP workflow flag changed files and have the agent update their entries after each verified task.","w":"A developer who runs many agent tasks on one project and does not want to stop and maintain the index by hand.","o":"After each verified change, the affected entries are updated and the index returns to an aligned state.","c":"Software and DevOps","r":"aoci-spec/aoci-code","rt":"Aoci Code","rs":"aoci-spec-aoci-code","u":"/use-cases/aoci-spec-aoci-code/keep-index-aligned-after-each-change/","b":false,"f":false,"sc":0.7},{"id":"apeireth-apeireth--run-a-private-memory-companion","t":"Run a private companion that remembers your details","s":"Install the desktop companion, add a provider key, and keep memories on your own machine.","w":"A person who wants a personal assistant that remembers small everyday details and keeps them on their own computer.","o":"A running desktop companion that stores memories locally, which you can read, export, or wipe.","c":"Personal productivity","r":"Apeireth/Apeireth","rt":"Apeireth","rs":"apeireth-apeireth","u":"/use-cases/apeireth-apeireth/run-a-private-memory-companion/","b":true,"f":false,"sc":1.0},{"id":"apeireth-apeireth--delegate-tasks-with-approval-cards","t":"Hand the companion a task and approve each step","s":"Ask it to handle something for you, then approve or reject each side effect before it runs.","w":"A busy person who wants the companion to act on routine tasks but needs a clear yes before anything changes files, messages, or money.","o":"Tasks run only after your explicit approval, with one approval covering exactly one side effect.","c":"Personal productivity","r":"Apeireth/Apeireth","rt":"Apeireth","rs":"apeireth-apeireth","u":"/use-cases/apeireth-apeireth/delegate-tasks-with-approval-cards/","b":false,"f":false,"sc":0.9},{"id":"apeireth-apeireth--build-and-audit-apeireth-from-source","t":"Build the companion from source and audit its claims","s":"Compile the CLI and desktop app, then check the README's honest boundaries against the code.","w":"A developer or reviewer who wants to verify the project's claims before trusting it with personal data.","o":"A local build of the CLI and desktop app, plus a written list of which boundaries you confirmed in code.","c":"Personal productivity","r":"Apeireth/Apeireth","rt":"Apeireth","rs":"apeireth-apeireth","u":"/use-cases/apeireth-apeireth/build-and-audit-apeireth-from-source/","b":false,"f":false,"sc":0.8},{"id":"apodexai-frontieragent--research-question-with-agent-team","t":"Research a question with a parallel agent team","s":"A coordinator splits a broad question into parallel sub-agent tasks and returns one synthesized report.","w":"A researcher or analyst with a broad question that needs several sources checked at once.","o":"A final report built from structured sub-agent findings, with deliverables and the run trace saved in the run directory.","c":"Software and DevOps","r":"ApodexAI/FrontierAgent","rt":"Frontier Agent","rs":"apodexai-frontieragent","u":"/use-cases/apodexai-frontieragent/research-question-with-agent-team/","b":true,"f":false,"sc":1.0},{"id":"apodexai-frontieragent--analyze-project-files-with-react","t":"Analyze a project or documents with one stateful agent","s":"A single ReAct agent reads files, runs commands, and writes deliverables inside a sandboxed task folder.","w":"A developer or analyst who wants a focused explanation of a codebase or a set of documents.","o":"A focused answer about the target files, with any written deliverables kept in the run's /outputs folder.","c":"Software and DevOps","r":"ApodexAI/FrontierAgent","rt":"Frontier Agent","rs":"apodexai-frontieragent","u":"/use-cases/apodexai-frontieragent/analyze-project-files-with-react/","b":false,"f":false,"sc":0.9},{"id":"apodexai-frontieragent--install-frontier-agent-once-for-any-project","t":"Install frontier-agent once and launch it in any folder","s":"Install the command with uv and keep your endpoint settings in one user file.","w":"A developer who works across several project folders and wants one launch command everywhere.","o":"A frontier-agent command that starts the TUI from any project directory using your saved endpoint settings.","c":"Software and DevOps","r":"ApodexAI/FrontierAgent","rt":"Frontier Agent","rs":"apodexai-frontieragent","u":"/use-cases/apodexai-frontieragent/install-frontier-agent-once-for-any-project/","b":false,"f":false,"sc":0.8},{"id":"apodexai-frontieragent--run-agent-in-docker-with-local-build","t":"Run the agent in a Docker container from a local build","s":"Build the checkout into a container with Compose and run the agent inside it.","w":"A team that prefers containerized runs of the agent over a native Python install.","o":"The agent runs in a container built from your checkout, with the same TUI workflows available.","c":"Software and DevOps","r":"ApodexAI/FrontierAgent","rt":"Frontier Agent","rs":"apodexai-frontieragent","u":"/use-cases/apodexai-frontieragent/run-agent-in-docker-with-local-build/","b":false,"f":false,"sc":0.7},{"id":"appllama-appllama-skills--build-app-screens-from-top-grossing-patterns","t":"Build a mobile app's screens from top-grossing patterns","s":"Have an agent study top-grossing apps in a category, then build the screens for your new app to a simulator-checked bar.","w":"A solo founder or app builder starting a new mobile app who wants screens that look as finished as the category leaders.","o":"A working set of native-feeling Expo / React Native screens, each checked in the simulator against patterns extracted from the category's top-grossing apps.","c":"Software and DevOps","r":"Appllama/appllama-skills","rt":"Appllama Skills","rs":"appllama-appllama-skills","u":"/use-cases/appllama-appllama-skills/build-app-screens-from-top-grossing-patterns/","b":true,"f":false,"sc":1.0},{"id":"appllama-appllama-skills--improve-an-existing-app-screen","t":"Improve an existing app screen against category leaders","s":"Give an agent a screenshot, code, or Copy Screen ID and have it rebuild the screen to a higher bar.","w":"An app developer whose screen feels off or dated and who wants a concrete redesign grounded in what top apps do.","o":"A revised screen in code, plus a short explanation of which patterns from the category were applied and why.","c":"Software and DevOps","r":"Appllama/appllama-skills","rt":"Appllama Skills","rs":"appllama-appllama-skills","u":"/use-cases/appllama-appllama-skills/improve-an-existing-app-screen/","b":false,"f":false,"sc":0.9},{"id":"appllama-appllama-skills--research-onboarding-and-paywall-flows","t":"Research how top apps structure onboarding and paywalls","s":"Ask an agent how leading apps in a category run onboarding, what each step does, and where the paywall sits.","w":"A product manager or founder planning onboarding and monetization who needs evidence from top apps before deciding.","o":"A written comparison of onboarding flows and paywall placement across top-grossing apps in one category, with the reasoning behind each pattern.","c":"Software and DevOps","r":"Appllama/appllama-skills","rt":"Appllama Skills","rs":"appllama-appllama-skills","u":"/use-cases/appllama-appllama-skills/research-onboarding-and-paywall-flows/","b":false,"f":false,"sc":0.8},{"id":"appllama-appllama-skills--plan-screen-navigation-for-a-checkout-flow","t":"Plan which checkout screens push, sheet, or lock","s":"Have an agent decide the navigation for a checkout flow so users cannot return to the paywall after paying.","w":"A mobile developer wiring a purchase or checkout flow who needs clear rules for push, sheet, and one-way screens.","o":"A navigation map for the checkout flow that labels each screen as push, sheet, or one-way, plus the code for the transitions.","c":"Software and DevOps","r":"Appllama/appllama-skills","rt":"Appllama Skills","rs":"appllama-appllama-skills","u":"/use-cases/appllama-appllama-skills/plan-screen-navigation-for-a-checkout-flow/","b":false,"f":false,"sc":0.7},{"id":"appllama-appllama-skills--review-app-animations-and-motion","t":"Review an app's animations and produce a fix plan","s":"Have an agent audit motion in your app and list what to delete, move off the JS thread, or add velocity to.","w":"A mobile developer whose app feels sluggish or busy and who wants a clear motion audit before changing code.","o":"A written motion review listing what to delete, what is on the wrong thread, and what is missing velocity, with a fix plan.","c":"Software and DevOps","r":"Appllama/appllama-skills","rt":"Appllama Skills","rs":"appllama-appllama-skills","u":"/use-cases/appllama-appllama-skills/review-app-animations-and-motion/","b":false,"f":false,"sc":0.6},{"id":"apus-ai-lab-fast-browser-use--verify-web-form-changes-locally","t":"Check a web settings form saves correctly, offline","s":"Fill and save a settings form in a local browser run, then confirm the saved message and page state.","w":"A developer or QA engineer who must confirm a web app settings page saves correctly and wants the check to run on their own machine without cloud calls.","o":"A browser run that fills, selects, toggles and saves the form, then reports an execution trace that you can check against the saved confirmation.","c":"Software and DevOps","r":"APUS-AI-Lab/fast-browser-use","rt":"Fast Browser Use","rs":"apus-ai-lab-fast-browser-use","u":"/use-cases/apus-ai-lab-fast-browser-use/verify-web-form-changes-locally/","b":true,"f":false,"sc":1.0},{"id":"apus-ai-lab-fast-browser-use--let-coding-agent-drive-browser-offline","t":"Give a coding agent a fast local browser for page tasks","s":"Let Claude Code, Codex or Cursor handle planning while a local engine handles clicks, selects and scrolls.","w":"A developer using an AI coding agent who needs it to navigate a website or docs page during a task and wants low latency with no cloud inference.","o":"The host agent plans the task and calls the local engine for page actions, then checks the final page state against ground truth.","c":"Software and DevOps","r":"APUS-AI-Lab/fast-browser-use","rt":"Fast Browser Use","rs":"apus-ai-lab-fast-browser-use","u":"/use-cases/apus-ai-lab-fast-browser-use/let-coding-agent-drive-browser-offline/","b":false,"f":false,"sc":0.9},{"id":"apus-ai-lab-fast-browser-use--benchmark-local-models-on-browser-tasks","t":"Measure task time for two local Qwen models on your sites","s":"Run the same browser task on Qwen3.5-9B and Qwen3.5-35B-A3B and compare task times and verification results.","w":"A researcher or engineer choosing between a smaller and a larger local model for browser automation on their own hardware.","o":"A set of task times and pass or fail checks for both models that you can compare with the README benchmark tables.","c":"Software and DevOps","r":"APUS-AI-Lab/fast-browser-use","rt":"Fast Browser Use","rs":"apus-ai-lab-fast-browser-use","u":"/use-cases/apus-ai-lab-fast-browser-use/benchmark-local-models-on-browser-tasks/","b":false,"f":false,"sc":0.8},{"id":"arahim3-kaggle-tpu-lab--free-endpoint-for-claude-code","t":"Run a free open model as an endpoint for Claude Code","s":"Start a Kaggle notebook, copy the public URL and key, and point Claude Code at an open model.","w":"A developer who wants to use Claude Code with an open model instead of a paid cloud API, and has a Kaggle account with TPU access.","o":"Claude Code answers from an open model served from a Kaggle TPU at a public URL that speaks the Anthropic API.","c":"Software and DevOps","r":"ARahim3/kaggle-tpu-lab","rt":"Kaggle Tpu Lab","rs":"arahim3-kaggle-tpu-lab","u":"/use-cases/arahim3-kaggle-tpu-lab/free-endpoint-for-claude-code/","b":true,"f":false,"sc":1.0},{"id":"arahim3-kaggle-tpu-lab--wire-codex-cli-to-open-model","t":"Point Codex CLI at a Kaggle-hosted open model","s":"Use the public endpoint from a Kaggle TPU session as the backend for Codex CLI.","w":"A developer who uses Codex CLI and wants to try an open model on their own code without a GPU.","o":"Codex CLI sends requests to an open model on the Kaggle TPU and returns answers in the terminal.","c":"Software and DevOps","r":"ARahim3/kaggle-tpu-lab","rt":"Kaggle Tpu Lab","rs":"arahim3-kaggle-tpu-lab","u":"/use-cases/arahim3-kaggle-tpu-lab/wire-codex-cli-to-open-model/","b":false,"f":false,"sc":0.9},{"id":"arahim3-kaggle-tpu-lab--serve-model-from-terminal","t":"Launch a model server from the terminal","s":"Clone the repo and start the Qwen3.8-27B serve recipe from your command line.","w":"A developer comfortable with the command line who wants to start and stop model sessions without opening the Kaggle web UI.","o":"A Kaggle TPU session starts from one command, and you can check or stop it from the terminal.","c":"Software and DevOps","r":"ARahim3/kaggle-tpu-lab","rt":"Kaggle Tpu Lab","rs":"arahim3-kaggle-tpu-lab","u":"/use-cases/arahim3-kaggle-tpu-lab/serve-model-from-terminal/","b":false,"f":false,"sc":0.8},{"id":"arahim3-kaggle-tpu-lab--run-glm-on-google-cloud-tpu-vm","t":"Run GLM-5.3-Flash on a rented Google Cloud TPU VM","s":"Use the gcp/ guide and scripts to serve GLM-5.3-Flash without the Kaggle queue or time cap.","w":"A team or developer who needs GLM-5.3-Flash running on demand and can rent a Google Cloud TPU VM.","o":"GLM-5.3-Flash runs on a Google Cloud TPU VM with no queue and no nine-hour cap, using the repo's environment, dataset and run scripts.","c":"Software and DevOps","r":"ARahim3/kaggle-tpu-lab","rt":"Kaggle Tpu Lab","rs":"arahim3-kaggle-tpu-lab","u":"/use-cases/arahim3-kaggle-tpu-lab/run-glm-on-google-cloud-tpu-vm/","b":false,"f":false,"sc":0.7},{"id":"arahim3-kaggle-tpu-lab--add-a-model-recipe","t":"Add a new model recipe to the repo","s":"Create a model folder with a README, kernel script and notebook following the repo's layout.","w":"A developer who wants to serve a different open model on Kaggle TPU and share the recipe in the same format.","o":"A new top-level model folder with README, kernel/, and notebook/ that the launcher and notebook can both use.","c":"Software and DevOps","r":"ARahim3/kaggle-tpu-lab","rt":"Kaggle Tpu Lab","rs":"arahim3-kaggle-tpu-lab","u":"/use-cases/arahim3-kaggle-tpu-lab/add-a-model-recipe/","b":false,"f":false,"sc":0.6},{"id":"arcships-rutis--hot-reload-a-plugin-while-it-runs","t":"Iterate on a plugin without restarting the host","s":"Edit a TypeScript plugin and see the running host reload it on every file change.","w":"A developer or coding agent building a connection to an API, model or tool, who needs quick feedback without restarting a long-running program.","o":"A plugin project that runs under a host which reloads it whenever its files change, with configuration updates applied live.","c":"Software and DevOps","r":"arcships/rutis","rt":"Rutis","rs":"arcships-rutis","u":"/use-cases/arcships-rutis/hot-reload-a-plugin-while-it-runs/","b":true,"f":false,"sc":1.0},{"id":"arcships-rutis--check-plugin-dependencies-before-running","t":"Catch missing service dependencies before a plugin runs","s":"List what each plugin needs and provides, and fail early on a service nothing provides.","w":"A developer assembling several plugins who needs to confirm the system is wired correctly before starting it.","o":"A printed view of every plugin's dependencies and provided services, and a clear failure when a required service has no provider.","c":"Software and DevOps","r":"arcships/rutis","rt":"Rutis","rs":"arcships-rutis","u":"/use-cases/arcships-rutis/check-plugin-dependencies-before-running/","b":false,"f":false,"sc":0.9},{"id":"arcships-rutis--prototype-in-python-then-move-it","t":"Prototype a capability in Python, then move it to another machine","s":"Build a Python plugin first, then swap its location or language without changing its callers.","w":"A data or ML engineer who wants to try a capability in Python and later run it on an internal node or rewrite it in Rust.","o":"A Python plugin running under the host, with a path to replace the provider later while the calling plugin stays the same.","c":"Software and DevOps","r":"arcships/rutis","rt":"Rutis","rs":"arcships-rutis","u":"/use-cases/arcships-rutis/prototype-in-python-then-move-it/","b":false,"f":false,"sc":0.8},{"id":"arcships-rutis--embed-plugins-in-a-rust-app","t":"Add a plugin lifecycle to a Rust application","s":"Run plugins in a Rust program that starts once dependencies are ready and cleans up on stop.","w":"A Rust developer building a long-running program that must swap providers and release resources without leaking them.","o":"A Rust program in which a dependent plugin starts when its service appears, restarts when the provider is replaced, and releases everything exactly once.","c":"Software and DevOps","r":"arcships/rutis","rt":"Rutis","rs":"arcships-rutis","u":"/use-cases/arcships-rutis/embed-plugins-in-a-rust-app/","b":false,"f":false,"sc":0.7},{"id":"arla6ka-design-how--build-design-system-from-app","t":"Build a design system from your existing app UI","s":"Turn the screens your app already ships into tokens, components, docs and checks.","w":"A frontend developer whose app has three buttons, dozens of grays and a token file that half the code ignores, and who wants one system an agent can follow.","o":"A tokenized system with one canonical component per family, docs, checks, and one real flow moved onto it, on a new run branch.","c":"Software and DevOps","r":"arla6ka/design.how","rt":"Design How","rs":"arla6ka-design-how","u":"/use-cases/arla6ka-design-how/build-design-system-from-app/","b":true,"f":false,"sc":1.0},{"id":"arla6ka-design-how--migrate-screens-to-design-system","t":"Move every app screen onto a design system safely","s":"Migrate all routes with parallel workers, each checked against its before screenshot.","w":"A team lead with an established app who has already built or picked a design system and needs every screen moved onto it without manual restyling.","o":"An audit of what needs to change, then a migration where each screen is compared with its before screenshot on a new run branch.","c":"Software and DevOps","r":"arla6ka/design.how","rt":"Design How","rs":"arla6ka-design-how","u":"/use-cases/arla6ka-design-how/migrate-screens-to-design-system/","b":false,"f":false,"sc":0.9},{"id":"arla6ka-design-how--add-ci-check-for-ui-drift","t":"Block new UI drift in CI with a design system check","s":"Fail the build when a screen stops following the design system's tokens and components.","w":"A developer on a team whose new screens keep adding one-off colors and spacing after the design system is in place.","o":"A check script that fails when a screen drifts from the system, run locally and in CI.","c":"Software and DevOps","r":"arla6ka/design.how","rt":"Design How","rs":"arla6ka-design-how","u":"/use-cases/arla6ka-design-how/add-ci-check-for-ui-drift/","b":false,"f":false,"sc":0.8},{"id":"arla6ka-design-how--review-screen-for-broken-states","t":"Find what is actually broken on a screen or flow","s":"Get a ranked review of a screen, including states a screenshot misses.","w":"A product designer or developer about to release a flow who wants a review of real problems, not a list of style opinions.","o":"A ranked list of the issues that matter in a screen or flow, including states beyond the default view.","c":"Software and DevOps","r":"arla6ka/design.how","rt":"Design How","rs":"arla6ka-design-how","u":"/use-cases/arla6ka-design-how/review-screen-for-broken-states/","b":false,"f":false,"sc":0.7},{"id":"arronkler-pairfob--pair-phone-to-home-agents","t":"Pair your phone to agents on your computer","s":"Install Pairfob once, scan a QR code, and open live agent sessions on your phone.","w":"A developer whose coding agents run on a home or office computer and who wants to reach them from a phone while away from the desk.","o":"Your phone shows the same live Herdr sessions as the computer, with no VPN, no port forwarding and no Pairfob account.","c":"Software and DevOps","r":"arronKler/pairfob","rt":"Pairfob","rs":"arronkler-pairfob","u":"/use-cases/arronkler-pairfob/pair-phone-to-home-agents/","b":true,"f":false,"sc":1.0},{"id":"arronkler-pairfob--answer-waiting-agent-prompts-from-phone","t":"Answer agent prompts from your phone","s":"See which agents are waiting for input and reply to them from a phone.","w":"A developer who starts long agent tasks and wants to unblock them when a prompt needs a decision, even when away from the computer.","o":"The Needs you strip lists waiting agents on the phone, and you open one to handle its prompt in the live session.","c":"Software and DevOps","r":"arronKler/pairfob","rt":"Pairfob","rs":"arronkler-pairfob","u":"/use-cases/arronkler-pairfob/answer-waiting-agent-prompts-from-phone/","b":false,"f":false,"sc":0.9},{"id":"arronkler-pairfob--review-agent-diffs-from-phone","t":"Review agent code changes on your phone","s":"Read git status and diffs, comment on lines, and send the comments to the agent.","w":"A developer who wants to check an agent's pending edits from a phone before approving or asking for changes.","o":"You browse files, read git status and diffs on the phone, and send line comments back to the agent in the same session.","c":"Software and DevOps","r":"arronKler/pairfob","rt":"Pairfob","rs":"arronkler-pairfob","u":"/use-cases/arronkler-pairfob/review-agent-diffs-from-phone/","b":false,"f":false,"sc":0.8},{"id":"arronkler-pairfob--send-photos-and-files-to-agent","t":"Send photos and PDFs to an agent from your phone","s":"Upload files over P2P and insert their workspace paths into the agent draft.","w":"A developer who has a screenshot, photo or PDF on the phone that an agent needs to read.","o":"The file reaches the workspace and its path appears in the draft, so the agent can open it.","c":"Software and DevOps","r":"arronKler/pairfob","rt":"Pairfob","rs":"arronkler-pairfob","u":"/use-cases/arronkler-pairfob/send-photos-and-files-to-agent/","b":false,"f":false,"sc":0.7},{"id":"arronkler-pairfob--track-agent-subscription-quota","t":"Check agent subscription quota from the computer","s":"List the quota each agent on the computer can report, and turn on Claude collection.","w":"A developer on a paid agent subscription who wants to avoid hitting limits in the middle of a task.","o":"You see which subscription quotas this computer can read, and the phone app can show that allowance.","c":"Software and DevOps","r":"arronKler/pairfob","rt":"Pairfob","rs":"arronkler-pairfob","u":"/use-cases/arronkler-pairfob/track-agent-subscription-quota/","b":false,"f":false,"sc":0.6},{"id":"artemchuikin-youtube-skills--summarize-youtube-video-from-transcript","t":"Summarize a YouTube video from its transcript","s":"Get the spoken text of one video and pull a summary or quotes from it.","w":"A student or professional who needs the main claims of a long talk without watching it in full.","o":"The agent fetches the transcript with timestamps and returns a summary and quotes tied to the moments they were said.","c":"Research","r":"artemchuikin/youtube-skills","rt":"YouTube Skills","rs":"artemchuikin-youtube-skills","u":"/use-cases/artemchuikin-youtube-skills/summarize-youtube-video-from-transcript/","b":true,"f":false,"sc":1.0},{"id":"artemchuikin-youtube-skills--bulk-export-channel-transcripts-for-rag","t":"Bulk export a channel's transcripts for a search index","s":"Collect video IDs from a channel or playlist and export transcripts in retrieval-sized chunks.","w":"A developer building a search or RAG index over a creator's or course's back catalogue.","o":"A single batch job returns chunked transcripts in JSON, ready for an embedding pipeline with no re-chunking step.","c":"Research","r":"artemchuikin/youtube-skills","rt":"YouTube Skills","rs":"artemchuikin-youtube-skills","u":"/use-cases/artemchuikin-youtube-skills/bulk-export-channel-transcripts-for-rag/","b":false,"f":false,"sc":0.9},{"id":"artemchuikin-youtube-skills--search-mentions-inside-one-channel","t":"Find every mention of a topic inside one channel","s":"Search a single channel's videos for a keyword and get the matching videos.","w":"A researcher or analyst tracking what one creator has said about a product, method or topic.","o":"The agent returns the videos from that channel that mention the term, with the transcript context.","c":"Research","r":"artemchuikin/youtube-skills","rt":"YouTube Skills","rs":"artemchuikin-youtube-skills","u":"/use-cases/artemchuikin-youtube-skills/search-mentions-inside-one-channel/","b":false,"f":false,"sc":0.8},{"id":"artemchuikin-youtube-skills--turn-playlist-into-study-notes","t":"Turn a playlist into study notes","s":"Read every video in a playlist and produce notes per lecture.","w":"A learner working through a video course who wants written notes instead of rewatching lectures.","o":"The agent lists the playlist videos and writes notes for each one from its transcript.","c":"Research","r":"artemchuikin/youtube-skills","rt":"YouTube Skills","rs":"artemchuikin-youtube-skills","u":"/use-cases/artemchuikin-youtube-skills/turn-playlist-into-study-notes/","b":false,"f":false,"sc":0.7},{"id":"artificialanalysis-aa-agentperf-local--benchmark-attached-local-server","t":"Benchmark a local model server you already run","s":"Point the tool at a running OpenAI-compatible server and get tokens per second and latency numbers.","w":"A developer who already runs llama.cpp, LM Studio, vLLM, SGLang, or Ollama locally and wants to know how fast it serves agent-style requests.","o":"A results directory with summary.json holding output tokens per second and median and p95 first-token and turn times.","c":"Software and DevOps","r":"ArtificialAnalysis/aa-agentperf-local","rt":"Aa Agentperf Local","rs":"artificialanalysis-aa-agentperf-local","u":"/use-cases/artificialanalysis-aa-agentperf-local/benchmark-attached-local-server/","b":true,"f":false,"sc":1.0},{"id":"artificialanalysis-aa-agentperf-local--managed-run-pinned-catalog-model","t":"Download and benchmark a pinned catalog model","s":"Let the tool fetch a verified model, start llama.cpp, run the replay, and stop the server.","w":"A local AI enthusiast or hardware reviewer who wants a reproducible benchmark of a specific model on their own machine.","o":"A results directory with the replay summary, plus the server log and deployment record written by the managed run.","c":"Software and DevOps","r":"ArtificialAnalysis/aa-agentperf-local","rt":"Aa Agentperf Local","rs":"artificialanalysis-aa-agentperf-local","u":"/use-cases/artificialanalysis-aa-agentperf-local/managed-run-pinned-catalog-model/","b":false,"f":false,"sc":0.9},{"id":"artificialanalysis-aa-agentperf-local--quick-install-check-small-context","t":"Check a setup quickly with the mini replay","s":"Confirm the tool and server work on a smaller device using the six-turn synthetic replay.","w":"A user with limited memory who wants to confirm the install works before attempting a full benchmark.","o":"A short reduced-context run that verifies the setup. Its results are marked as not comparable.","c":"Software and DevOps","r":"ArtificialAnalysis/aa-agentperf-local","rt":"Aa Agentperf Local","rs":"artificialanalysis-aa-agentperf-local","u":"/use-cases/artificialanalysis-aa-agentperf-local/quick-install-check-small-context/","b":false,"f":false,"sc":0.8},{"id":"artificialanalysis-aa-agentperf-local--benchmark-splash-on-apple-silicon","t":"Benchmark Qwen on Splash on an Apple Silicon Mac","s":"Run the pinned Splash recipe on an M3 or newer Mac and get a verified, reproducible result.","w":"A Mac owner with an M3 or newer chip on macOS 26.4 or later who wants to measure Splash performance.","o":"A results directory for the Splash recipe, with the snapshot verified and the run using the exact output policy.","c":"Software and DevOps","r":"ArtificialAnalysis/aa-agentperf-local","rt":"Aa Agentperf Local","rs":"artificialanalysis-aa-agentperf-local","u":"/use-cases/artificialanalysis-aa-agentperf-local/benchmark-splash-on-apple-silicon/","b":false,"f":false,"sc":0.7},{"id":"artificialanalysis-aa-agentperf-local--live-tool-calling-benchmark","t":"Measure real tool time with live Docker tool calls","s":"Run the recorded shell commands in Docker containers so tool time is measured, not skipped.","w":"A researcher or infrastructure engineer who needs agent timings that include real tool execution, not sleep estimates.","o":"A run with live tool timing and a results directory that includes tools.json.","c":"Software and DevOps","r":"ArtificialAnalysis/aa-agentperf-local","rt":"Aa Agentperf Local","rs":"artificialanalysis-aa-agentperf-local","u":"/use-cases/artificialanalysis-aa-agentperf-local/live-tool-calling-benchmark/","b":false,"f":false,"sc":0.6},{"id":"aryanutkarsh-seecode--explain-system-architecture-as-interactive-html","t":"Turn a system description into an interactive architecture diagram","s":"Describe a request flow in plain words and get one HTML file that teammates can hover, click and walk through.","w":"An engineer or tech lead who must explain how a service, API and data stores work together to a team that has not read the code.","o":"A single self-contained HTML diagram of the system that readers can explore by hovering, focusing on nodes and following a route.","c":"Software and DevOps","r":"Aryanutkarsh/SeeCode","rt":"See Code","rs":"aryanutkarsh-seecode","u":"/use-cases/aryanutkarsh-seecode/explain-system-architecture-as-interactive-html/","b":true,"f":false,"sc":1.0},{"id":"aryanutkarsh-seecode--redraw-existing-diagrams-for-a-design-doc","t":"Redraw existing Mermaid or draw.io diagrams in See Code style","s":"Convert old diagram files into See Code diagrams, one per file, with an index page to browse them.","w":"A developer or architect who keeps diagrams as Mermaid, draw.io or similar source files and needs them consistent for a review or a deck.","o":"A folder of See Code diagrams named after their headings or pages, plus an index.html, and a short report of what was merged or dropped.","c":"Software and DevOps","r":"Aryanutkarsh/SeeCode","rt":"See Code","rs":"aryanutkarsh-seecode","u":"/use-cases/aryanutkarsh-seecode/redraw-existing-diagrams-for-a-design-doc/","b":false,"f":false,"sc":0.9},{"id":"aryanutkarsh-seecode--export-diagram-for-slides-readme-or-social","t":"Export a diagram as SVG, PNG, GIF or MP4 for slides, docs or posts","s":"Pick the export format that matches where the diagram will be used, from a deck to a README to a short animated clip.","w":"An engineer or product lead who must place one diagram in a slide deck, a README, a docs site or a social post.","o":"A diagram file in the format that fits the destination, such as SVG for a docs site or PNG for slides, and a GIF or MP4 for motion.","c":"Software and DevOps","r":"Aryanutkarsh/SeeCode","rt":"See Code","rs":"aryanutkarsh-seecode","u":"/use-cases/aryanutkarsh-seecode/export-diagram-for-slides-readme-or-social/","b":false,"f":false,"sc":0.8},{"id":"aryanutkarsh-seecode--match-diagrams-to-your-brand","t":"Make diagrams match your brand from your site or CSS","s":"Point See Code at your website, stylesheet or colour list so diagrams use your palette in light and dark modes.","w":"A marketer or designer who needs architecture or process diagrams that match the company's visual identity for a deck or a blog post.","o":"A saved brand profile with light and dark versions, applied to new diagrams after you approve the palette.","c":"Software and DevOps","r":"Aryanutkarsh/SeeCode","rt":"See Code","rs":"aryanutkarsh-seecode","u":"/use-cases/aryanutkarsh-seecode/match-diagrams-to-your-brand/","b":false,"f":false,"sc":0.7},{"id":"aryanutkarsh-seecode--diagram-personal-timeline-or-budget","t":"Draw a leave plan or a pay breakdown as a clear diagram","s":"Ask your agent to chart a year of leave or where your pay goes, and share the result as one file.","w":"An individual planning time off or reviewing a monthly budget who wants a visual that is easier to read than a spreadsheet.","o":"A timeline of leave or a Sankey chart of pay, shared as a single HTML file or exported as an image.","c":"Software and DevOps","r":"Aryanutkarsh/SeeCode","rt":"See Code","rs":"aryanutkarsh-seecode","u":"/use-cases/aryanutkarsh-seecode/diagram-personal-timeline-or-budget/","b":false,"f":false,"sc":0.6},{"id":"ashutoshsinghpr7-wikiskill--evolve-agent-skills-overnight","t":"Evolve an agent's skills from its own task traces","s":"Run the full WikiSkill loop so the agent distills failures into a wiki and gates skill changes.","w":"A developer whose coding agent repeatedly fails the same kinds of tasks and who wants its skills improved without rewriting them by hand.","o":"A workspace with a persistent wiki of pattern pages and a skill set where each kept change beat the best validation score so far.","c":"Software and DevOps","r":"ashutoshsinghpr7/wikiskill","rt":"Wikiskill","rs":"ashutoshsinghpr7-wikiskill","u":"/use-cases/ashutoshsinghpr7-wikiskill/evolve-agent-skills-overnight/","b":true,"f":false,"sc":1.0},{"id":"ashutoshsinghpr7-wikiskill--check-if-a-skill-really-helped","t":"Test whether an evolved skill actually improved results","s":"Use paired per-task comparison with an exact binomial p-value to judge a skill change.","w":"A team lead or researcher who has an evolved skill and needs evidence it helps before shipping it to other agents.","o":"A per-task win, loss and tie count with a two-sided exact-binomial p-value showing whether the skill's effect is distinguishable from chance.","c":"Software and DevOps","r":"ashutoshsinghpr7/wikiskill","rt":"Wikiskill","rs":"ashutoshsinghpr7-wikiskill","u":"/use-cases/ashutoshsinghpr7-wikiskill/check-if-a-skill-really-helped/","b":false,"f":false,"sc":0.9},{"id":"ashutoshsinghpr7-wikiskill--run-wikiskill-loop-on-claude-code","t":"Run the WikiSkill loop with Claude Code as the agent","s":"Pin a workspace to the Claude backend and evolve skills using Claude Code runs.","w":"A developer who already uses Claude Code and wants the same evolution loop on that agent instead of Hermes.","o":"A workspace pinned to the claude backend, with evolution runs using Claude Code and an isolated CLAUDE_CONFIG_DIR.","c":"Software and DevOps","r":"ashutoshsinghpr7/wikiskill","rt":"Wikiskill","rs":"ashutoshsinghpr7-wikiskill","u":"/use-cases/ashutoshsinghpr7-wikiskill/run-wikiskill-loop-on-claude-code/","b":false,"f":false,"sc":0.8},{"id":"ashutoshsinghpr7-wikiskill--evolve-skills-on-your-own-tasks","t":"Evolve skills on a custom task set you write","s":"Write tasks.json with auto-graded checks and run the loop on your own agent work.","w":"A developer with a repeatable agent job, such as formatting data to a spec, who needs the loop to learn from their own examples.","o":"A custom bench where each task has an automatic grader, and an evolve run that gates skill changes against your validation tasks.","c":"Software and DevOps","r":"ashutoshsinghpr7/wikiskill","rt":"Wikiskill","rs":"ashutoshsinghpr7-wikiskill","u":"/use-cases/ashutoshsinghpr7-wikiskill/evolve-skills-on-your-own-tasks/","b":false,"f":false,"sc":0.7},{"id":"ashutoshsinghpr7-wikiskill--install-distilled-patterns-into-hermes","t":"Install the distilled Hermes skills from the WikiSkill tap","s":"Add the WikiSkill skills tap to Hermes and install the patterns from live runs.","w":"A Hermes Agent user who wants proven fixes, such as the ripgrep binary-skip pitfall, without running an evolution loop first.","o":"Hermes has the selected WikiSkill skills installed and ready to use in your agent sessions.","c":"Software and DevOps","r":"ashutoshsinghpr7/wikiskill","rt":"Wikiskill","rs":"ashutoshsinghpr7-wikiskill","u":"/use-cases/ashutoshsinghpr7-wikiskill/install-distilled-patterns-into-hermes/","b":false,"f":false,"sc":0.6},{"id":"asktheway-dsh-auto-memory--persistent-agent-memory-across-sessions","t":"Stop your dsh agent from forgetting you between sessions","s":"Install the plugin so facts you tell the agent are kept and recalled in new sessions.","w":"A developer using DeepSeek Harness daily who repeats the same background and preferences at the start of every new session.","o":"The agent stores facts you give it as memory files, injects the index into later sessions, and answers questions about you from those memories.","c":"Personal productivity","r":"AskTheWay/dsh-auto-memory","rt":"DSH Auto Memory","rs":"asktheway-dsh-auto-memory","u":"/use-cases/asktheway-dsh-auto-memory/persistent-agent-memory-across-sessions/","b":true,"f":false,"sc":1.0},{"id":"asktheway-dsh-auto-memory--see-memory-cycle-without-api-key","t":"Watch the memory write, index, inject and recall cycle offline","s":"Run the bundled demo script to see how memories are written, indexed, injected and forgotten.","w":"A developer evaluating the plugin who wants to understand the behavior before connecting a model or API key.","o":"You see a full write, index, inject, recall and forget run in your terminal with no API key and no browser.","c":"Personal productivity","r":"AskTheWay/dsh-auto-memory","rt":"DSH Auto Memory","rs":"asktheway-dsh-auto-memory","u":"/use-cases/asktheway-dsh-auto-memory/see-memory-cycle-without-api-key/","b":false,"f":false,"sc":0.9},{"id":"asktheway-dsh-auto-memory--hand-edit-and-audit-memory-files","t":"Review and correct the agent's memories as plain files","s":"Open the memory folder to read, edit or version the facts your agent has stored.","w":"A developer who wants to check what the agent has learned about them and fix wrong facts directly.","o":"You can read, edit, grep or commit each memory file, and the agent uses the corrected content on its next request.","c":"Personal productivity","r":"AskTheWay/dsh-auto-memory","rt":"DSH Auto Memory","rs":"asktheway-dsh-auto-memory","u":"/use-cases/asktheway-dsh-auto-memory/hand-edit-and-audit-memory-files/","b":false,"f":false,"sc":0.8},{"id":"asktheway-dsh-auto-memory--auto-file-facts-at-session-end","t":"Let the agent file durable facts when a session ends","s":"Turn on auto-summarize so a background model saves new durable facts after each session.","w":"A developer whose sessions produce useful decisions and facts that they never write down manually.","o":"When a root session ends, a background LLM files up to the configured number of durable new facts as memories.","c":"Personal productivity","r":"AskTheWay/dsh-auto-memory","rt":"DSH Auto Memory","rs":"asktheway-dsh-auto-memory","u":"/use-cases/asktheway-dsh-auto-memory/auto-file-facts-at-session-end/","b":false,"f":false,"sc":0.7},{"id":"assafkip-claudemy--build-audio-course-on-any-topic","t":"Build a 12-lesson audio course on any topic","s":"Turn a topic you name into about 12 two-minute audio lessons with cards and cited sources.","w":"A self-learner who wants to pick up a skill such as negotiation or sourdough and will not finish a long syllabus or a 40-hour course.","o":"A short course of audio lessons, a card per lesson, and a playbook file that the learner keeps.","c":"Research","r":"assafkip/claudemy","rt":"Claudemy","rs":"assafkip-claudemy","u":"/use-cases/assafkip-claudemy/build-audio-course-on-any-topic/","b":true,"f":false,"sc":1.0},{"id":"assafkip-claudemy--build-course-from-one-experts-writing","t":"Build a course from one expert's blog or Substack","s":"Name a specific expert and get a course built from their own published writing.","w":"A learner who wants to study one practitioner's approach and has a named writer in mind.","o":"A lesson series and cards built from that expert's Substack or blog, with links to the source pages.","c":"Research","r":"assafkip/claudemy","rt":"Claudemy","rs":"assafkip-claudemy","u":"/use-cases/assafkip-claudemy/build-course-from-one-experts-writing/","b":false,"f":false,"sc":0.9},{"id":"assafkip-claudemy--map-where-experts-disagree-on-a-topic","t":"Map where experts disagree on a topic, as cards","s":"Get a cited lesson plan and cards that show where practitioners split on a topic.","w":"A team lead or analyst who needs a sourced overview of a contested topic before making a decision.","o":"A lesson plan laid out as decisions, cards with source agreement counts, and a playbook with one rule per lesson.","c":"Research","r":"assafkip/claudemy","rt":"Claudemy","rs":"assafkip-claudemy","u":"/use-cases/assafkip-claudemy/map-where-experts-disagree-on-a-topic/","b":false,"f":false,"sc":0.8},{"id":"atoll92-agent-standup--watch-live-agent-call","t":"Watch your agent sessions as a live team call","s":"Open a live animated call that shows which Claude Code or Codex agent is working and who is waiting on whom.","w":"A developer running Claude Code or Codex with a lead agent and sub-agents who wants to see the whole run at a glance.","o":"A browser view of the session where each agent is a character at its desk, with its current action and the sub-agent tree visible.","c":"Software and DevOps","r":"Atoll92/agent-standup","rt":"Agent Standup","rs":"atoll92-agent-standup","u":"/use-cases/atoll92-agent-standup/watch-live-agent-call/","b":true,"f":false,"sc":1.0},{"id":"atoll92-agent-standup--spot-stuck-looping-agents","t":"Find stuck or looping agents before they waste time","s":"Spot agents that are slow, quiet, failing or repeating work using the badges on each tile.","w":"A developer who left a coding agent running on a long task and needs to know whether it is making progress.","o":"You see amber, quiet, failed and repeated-work badges on the agent tiles and can open the calls behind each one.","c":"Software and DevOps","r":"Atoll92/agent-standup","rt":"Agent Standup","rs":"atoll92-agent-standup","u":"/use-cases/atoll92-agent-standup/spot-stuck-looping-agents/","b":false,"f":false,"sc":0.9},{"id":"atoll92-agent-standup--track-token-use-per-agent","t":"Find which sub-agent uses the most tokens","s":"Read the per-agent ⚡ token counter to see which sub-agent is the expensive one in a session.","w":"A developer or team lead who needs to control the cost of a multi-agent Claude Code session.","o":"Each agent shows its token count, with the model that spent it when a session mixes models.","c":"Software and DevOps","r":"Atoll92/agent-standup","rt":"Agent Standup","rs":"atoll92-agent-standup","u":"/use-cases/atoll92-agent-standup/track-token-use-per-agent/","b":false,"f":false,"sc":0.8},{"id":"atoll92-agent-standup--replay-session-recap","t":"Replay a past session and get a recap","s":"Scrub through an earlier session to see who worked when and get a recap of tool calls and files changed.","w":"A developer reviewing what an agent team did overnight or last week.","o":"A timeline of agent activity and a recap listing agents, tool calls, commands, files changed and busiest agents.","c":"Software and DevOps","r":"Atoll92/agent-standup","rt":"Agent Standup","rs":"atoll92-agent-standup","u":"/use-cases/atoll92-agent-standup/replay-session-recap/","b":false,"f":false,"sc":0.7},{"id":"atoll92-agent-standup--share-clip-with-code-hidden","t":"Make a 25-second clip to share without showing code","s":"Record a short shareable clip of the call with commands, file names and screenshots hidden.","w":"A developer who wants to post a short video of an agent run to a team channel or social site.","o":"An MP4 file called agent-standup-clip.mp4 of about 25 seconds with code and file names masked.","c":"Software and DevOps","r":"Atoll92/agent-standup","rt":"Agent Standup","rs":"atoll92-agent-standup","u":"/use-cases/atoll92-agent-standup/share-clip-with-code-hidden/","b":false,"f":false,"sc":0.6},{"id":"atomburstofficial-geiger--inventory-ai-agents-on-my-machine","t":"See every AI agent and MCP server on a machine","s":"Run one read-only scan to list each agent, MCP server, and AI extension and what it can reach.","w":"A developer or office worker who has installed several AI tools and cannot say what is running on their computer.","o":"A terminal report that names each agent or server, its origin, and labels such as EXECUTES, HOLDS-SECRETS, BROAD-FILESYSTEM, BROAD-WEB, and NETWORK, with the evidence path for checking by hand.","c":"Security and science","r":"Atomburstofficial/geiger","rt":"Geiger","rs":"atomburstofficial-geiger","u":"/use-cases/atomburstofficial-geiger/inventory-ai-agents-on-my-machine/","b":true,"f":false,"sc":1.0},{"id":"atomburstofficial-geiger--share-a-remediation-html-report","t":"Turn a scan into an HTML report with fix steps","s":"Generate a self-contained HTML report with plain-language remediation for each finding.","w":"A team lead or IT reviewer who needs to walk a colleague through what was found on their machine.","o":"A single HTML file with per-finding What to do guidance that can be opened in a browser and shared.","c":"Security and science","r":"Atomburstofficial/geiger","rt":"Geiger","rs":"atomburstofficial-geiger","u":"/use-cases/atomburstofficial-geiger/share-a-remediation-html-report/","b":false,"f":false,"sc":0.9},{"id":"atomburstofficial-geiger--alert-on-new-risky-agent-installs","t":"Alert when a new executing or secret-holding agent appears","s":"Save a baseline after review, then fail a scheduled check only when something new can run code or hold secrets.","w":"A security-minded developer or IT admin who reviewed a machine once and wants to know when a new risky tool shows up.","o":"A scheduled job that exits with code 2 only when a new finding can execute code or hold secrets, and stays quiet for the reviewed inventory.","c":"Security and science","r":"Atomburstofficial/geiger","rt":"Geiger","rs":"atomburstofficial-geiger","u":"/use-cases/atomburstofficial-geiger/alert-on-new-risky-agent-installs/","b":false,"f":false,"sc":0.8},{"id":"atomburstofficial-geiger--scan-project-folders-for-agent-configs","t":"Find agent and MCP configs inside project folders","s":"Add project directories to the scan to catch project-level agent and MCP configuration.","w":"A developer who keeps several repositories and wants to know which ones carry agent or MCP settings.","o":"A report that includes project-level agent and MCP configs and git hooks from the directories you named.","c":"Security and science","r":"Atomburstofficial/geiger","rt":"Geiger","rs":"atomburstofficial-geiger","u":"/use-cases/atomburstofficial-geiger/scan-project-folders-for-agent-configs/","b":false,"f":false,"sc":0.7},{"id":"atomburstofficial-geiger--run-scheduled-fleet-inventory-for-machines","t":"Track AI tool drift across a fleet of machines","s":"Write per-machine JSON on a schedule and let --diff report drift for each machine.","w":"An MSP or IT administrator who manages many employee laptops and needs to know when AI tools change on each one.","o":"A share holding one JSON file per machine, with a baseline per machine and drift reports from --diff.","c":"Security and science","r":"Atomburstofficial/geiger","rt":"Geiger","rs":"atomburstofficial-geiger","u":"/use-cases/atomburstofficial-geiger/run-scheduled-fleet-inventory-for-machines/","b":false,"f":false,"sc":0.6},{"id":"atria-asi-atria-dawn--run-codex-text-only-atria-dawn","t":"Run Codex CLI on Atria Dawn as a text-only agent","s":"Point Codex at the Atria endpoint and stop it from sending images to the model.","w":"A developer who uses Codex CLI for coding tasks and wants Atria Dawn as the model without image input errors.","o":"Codex runs against Atria Dawn over the Responses API with image input disabled on the client side.","c":"Software and DevOps","r":"atria-asi/Atria-Dawn","rt":"Atria Dawn","rs":"atria-asi-atria-dawn","u":"/use-cases/atria-asi-atria-dawn/run-codex-text-only-atria-dawn/","b":true,"f":false,"sc":1.0},{"id":"atria-asi-atria-dawn--block-pdf-image-reads-in-claude-code","t":"Block Claude Code from reading PDFs and images","s":"Add a PreToolUse hook that denies the Read tool on PDF and image files.","w":"A developer running Claude Code with Atria Dawn who needs the agent to stay text only.","o":"Read calls on PDF and common image files are denied before they run, and the agent is told why.","c":"Software and DevOps","r":"atria-asi/Atria-Dawn","rt":"Atria Dawn","rs":"atria-asi-atria-dawn","u":"/use-cases/atria-asi-atria-dawn/block-pdf-image-reads-in-claude-code/","b":false,"f":false,"sc":0.9},{"id":"atria-asi-atria-dawn--connect-kimi-code-to-atria-dawn","t":"Connect Kimi Code to Atria Dawn over Chat Completions","s":"Add an Atria provider and model entry to Kimi Code's user config.","w":"A developer who uses Kimi Code and wants Atria Dawn as an OpenAI-compatible model.","o":"Kimi Code lists atria/Atria-Dawn as its default model and sends requests to the Atria endpoint.","c":"Software and DevOps","r":"atria-asi/Atria-Dawn","rt":"Atria Dawn","rs":"atria-asi-atria-dawn","u":"/use-cases/atria-asi-atria-dawn/connect-kimi-code-to-atria-dawn/","b":false,"f":false,"sc":0.8},{"id":"atria-asi-atria-dawn--serve-atria-dawn-locally-with-sglang-or-vllm","t":"Serve Atria Dawn on your own hardware with SGLang or vLLM","s":"Run the model locally using a supported SGLang or vLLM version.","w":"A team or researcher that needs to host Atria Dawn in its own environment instead of calling the hosted API.","o":"An inference server runs Atria Dawn locally and accepts requests.","c":"Software and DevOps","r":"atria-asi/Atria-Dawn","rt":"Atria Dawn","rs":"atria-asi-atria-dawn","u":"/use-cases/atria-asi-atria-dawn/serve-atria-dawn-locally-with-sglang-or-vllm/","b":false,"f":false,"sc":0.7},{"id":"autonomous-ai-openharness--run-agents-across-machines","t":"Run coding agents on several machines in one window","s":"Link a laptop and a GPU box so Claude Code and Codex run in one command center.","w":"A developer with a laptop and a home GPU box who wants agents on both without opening ports or setting up SSH keys.","o":"Agents on both machines appear in one app window, and you can open, read, and answer any of them.","c":"Software and DevOps","r":"autonomous-ai/openharness","rt":"Openharness","rs":"autonomous-ai-openharness","u":"/use-cases/autonomous-ai-openharness/run-agents-across-machines/","b":true,"f":false,"sc":1.0},{"id":"autonomous-ai-openharness--design-circuit-and-compare-traces","t":"Build a circuit and compare two versions of it","s":"Use a circuit agent in CircuitJS to change a resistor and overlay the results.","w":"An electronics hobbyist or student who wants to test how a small change in a filter affects its output.","o":"You get two overlaid traces showing the measured difference, and you keep both versions.","c":"Software and DevOps","r":"autonomous-ai/openharness","rt":"Openharness","rs":"autonomous-ai-openharness","u":"/use-cases/autonomous-ai-openharness/design-circuit-and-compare-traces/","b":false,"f":false,"sc":0.9},{"id":"autonomous-ai-openharness--tune-robot-motion-in-mujoco","t":"Pin a robot moment and test a disturbance","s":"Use the MuJoCo harness to push a simulated robot and compare the two outcomes.","w":"A robotics student or engineer who wants to see how a simulated robot reacts to a sudden force.","o":"You get two branching futures from the same pinned moment, showing the robot's response to a 100 N push.","c":"Software and DevOps","r":"autonomous-ai/openharness","rt":"Openharness","rs":"autonomous-ai-openharness","u":"/use-cases/autonomous-ai-openharness/tune-robot-motion-in-mujoco/","b":false,"f":false,"sc":0.8},{"id":"autonomous-ai-openharness--author-a-custom-harness","t":"Wrap your team's toolchain as a harness","s":"Copy the hello-world example, check it, and install it as your own harness.","w":"A team lead or tool builder who wants a coding agent to drive an internal tool with its own instructions and viewer.","o":"A custom harness that appears in the New Harness list with your instructions and a working viewer.","c":"Software and DevOps","r":"autonomous-ai/openharness","rt":"Openharness","rs":"autonomous-ai-openharness","u":"/use-cases/autonomous-ai-openharness/author-a-custom-harness/","b":false,"f":false,"sc":0.7},{"id":"autonomous-ai-openharness--perform-and-keep-a-strudel-track","t":"Perform a Strudel track and keep the WAV","s":"Bring voices in and out of a live Strudel track and save the best take.","w":"A musician or hobby producer who writes beats as code and wants to record a take without a full DAW.","o":"A WAV file of the track with the good sections marked, plus the code that made it.","c":"Software and DevOps","r":"autonomous-ai/openharness","rt":"Openharness","rs":"autonomous-ai-openharness","u":"/use-cases/autonomous-ai-openharness/perform-and-keep-a-strudel-track/","b":false,"f":false,"sc":0.6},{"id":"avijit07x-claude-db--resume-claude-code-project-after-break","t":"Pick up a Claude Code project where you stopped","s":"Get Claude to recap your last decisions and open threads when you return to a repo.","w":"A developer who works on a repo in short sessions and loses the thread between chats.","o":"At the start of a new chat, /catchup tells you where you stopped, using memory saved from earlier chats.","c":"Software and DevOps","r":"Avijit07x/claude-db","rt":"Claude DB","rs":"avijit07x-claude-db","u":"/use-cases/avijit07x-claude-db/resume-claude-code-project-after-break/","b":true,"f":false,"sc":1.0},{"id":"avijit07x-claude-db--map-codebase-for-symbol-lookup","t":"Map a codebase so Claude finds callers in one call","s":"Index an existing project so Claude can see what defines, calls or imports a symbol.","w":"A developer or reviewer who inherits a TypeScript, Python, Go, Rust, Java, Kotlin or JavaScript codebase and needs to trace where a function is used.","o":"Claude answers who defines, calls or imports a symbol in a single lookup, with the map built from your existing code.","c":"Software and DevOps","r":"Avijit07x/claude-db","rt":"Claude DB","rs":"avijit07x-claude-db","u":"/use-cases/avijit07x-claude-db/map-codebase-for-symbol-lookup/","b":false,"f":false,"sc":0.9},{"id":"avijit07x-claude-db--hand-off-work-to-next-chat","t":"Leave a short handoff note for the next chat","s":"Save a brief status note so the next Claude Code chat or a teammate can continue.","w":"A developer who stops mid-task and wants a teammate or a fresh chat to pick up the work without a long recap.","o":"A short note saved through /handoff that the next chat or teammate can read at the start of their session.","c":"Software and DevOps","r":"Avijit07x/claude-db","rt":"Claude DB","rs":"avijit07x-claude-db","u":"/use-cases/avijit07x-claude-db/hand-off-work-to-next-chat/","b":false,"f":false,"sc":0.8},{"id":"avijit07x-claude-db--share-memory-across-machines-with-postgres","t":"Share Claude Code memory across machines on Postgres","s":"Move Claude DB from local SQLite to a shared Postgres or MongoDB database.","w":"A developer or small team who uses Claude Code on more than one machine and wants one memory store.","o":"Memory is kept in a Postgres or MongoDB database you run, so every machine using Claude DB reads the same store.","c":"Software and DevOps","r":"Avijit07x/claude-db","rt":"Claude DB","rs":"avijit07x-claude-db","u":"/use-cases/avijit07x-claude-db/share-memory-across-machines-with-postgres/","b":false,"f":false,"sc":0.7},{"id":"avinash-jetwani-jevmem--stop-claude-repeating-past-decisions","t":"Stop Claude Code from repeating past decisions and dead ends","s":"Save decisions, rules and failed approaches from Claude Code chats and reuse them next session.","w":"A developer working on a project across many Claude Code sessions who keeps re-explaining the stack, the rules and the approaches that already failed.","o":"Decisions, rules and failed approaches are written as lines in JEVMEM.md, and the relevant lines are sent back to Claude at the start of later prompts, with a guard that asks before a command that might break a saved rule.","c":"Software and DevOps","r":"Avinash-jetwani/jevmem","rt":"Jevmem","rs":"avinash-jetwani-jevmem","u":"/use-cases/avinash-jetwani-jevmem/stop-claude-repeating-past-decisions/","b":true,"f":false,"sc":1.0},{"id":"avinash-jetwani-jevmem--turn-existing-claude-md-into-jevmem","t":"Move an existing CLAUDE.md into JEVMEM.md lines","s":"Preview and apply the rules from a hand-written CLAUDE.md as Jevmem memory lines.","w":"A developer who already keeps a CLAUDE.md by hand and wants its rules kept up to date automatically.","o":"The rules from CLAUDE.md are listed first, then added to JEVMEM.md, so future rules are saved as you work.","c":"Software and DevOps","r":"Avinash-jetwani/jevmem","rt":"Jevmem","rs":"avinash-jetwani-jevmem","u":"/use-cases/avinash-jetwani-jevmem/turn-existing-claude-md-into-jevmem/","b":false,"f":false,"sc":0.9},{"id":"avinash-jetwani-jevmem--share-project-memory-with-team-through-git","t":"Share project decisions with your team through git","s":"Commit JEVMEM.md so every teammate's agent gets the same saved decisions and rules.","w":"A tech lead or team member whose colleagues each run Claude Code on the same repo and keep getting different answers.","o":"JEVMEM.md is versioned in the repo, and each teammate's Claude Code session reads the same saved lines after a pull.","c":"Software and DevOps","r":"Avinash-jetwani/jevmem","rt":"Jevmem","rs":"avinash-jetwani-jevmem","u":"/use-cases/avinash-jetwani-jevmem/share-project-memory-with-team-through-git/","b":false,"f":false,"sc":0.8},{"id":"avinash-jetwani-jevmem--same-project-memory-in-cursor-and-codex","t":"Use one project memory across Cursor and Codex","s":"Point Cursor or Codex at the same JEVMEM.md so the agent reads the same saved lines.","w":"A developer who switches between Claude Code, Cursor and Codex on the same project and wants each agent to know the same decisions.","o":"Cursor saves finished agent turns automatically and Codex saves while watch runs, with both reading the shared JEVMEM.md over MCP when asked.","c":"Software and DevOps","r":"Avinash-jetwani/jevmem","rt":"Jevmem","rs":"avinash-jetwani-jevmem","u":"/use-cases/avinash-jetwani-jevmem/same-project-memory-in-cursor-and-codex/","b":false,"f":false,"sc":0.7},{"id":"awlevin-typesafe-computer-use--dry-run-a-goal-before-letting-it-click","t":"Dry-run a goal to see the next step before any clicks","s":"Preview what the agent would do for one plain-English goal without touching your mouse or keyboard.","w":"A Mac user who wants to test whether the agent understands a task before giving it control of the screen.","o":"You see one step's decision and the payload it would act on, and you decide whether to run with --act.","c":"Personal productivity","r":"awlevin/typesafe-computer-use","rt":"Typesafe Computer Use","rs":"awlevin-typesafe-computer-use","u":"/use-cases/awlevin-typesafe-computer-use/dry-run-a-goal-before-letting-it-click/","b":true,"f":false,"sc":1.0},{"id":"awlevin-typesafe-computer-use--automate-a-multi-step-browser-task","t":"Run a multi-step browser task on your Mac","s":"Give the agent a goal in plain English and let it click through a site for up to a set number of steps.","w":"A Mac user with a repetitive click-through task in Chrome, such as reaching a page after several menus.","o":"The agent works toward the goal, stops on done, low confidence, a stall, or the step limit, and prints an answer when the writer is used.","c":"Personal productivity","r":"awlevin/typesafe-computer-use","rt":"Typesafe Computer Use","rs":"awlevin-typesafe-computer-use","u":"/use-cases/awlevin-typesafe-computer-use/automate-a-multi-step-browser-task/","b":false,"f":false,"sc":0.9},{"id":"awlevin-typesafe-computer-use--debug-a-failed-run-offline","t":"Find out why a run failed and replay it offline","s":"Inspect one screen with clicker-inspect, then replay a saved run folder without a live screen.","w":"A developer or power user whose agent run stalled or chose the wrong action and who needs to see what it read.","o":"You see the annotated screen and payload for one capture, and you can step through a saved run folder to find the failing decision.","c":"Personal productivity","r":"awlevin/typesafe-computer-use","rt":"Typesafe Computer Use","rs":"awlevin-typesafe-computer-use","u":"/use-cases/awlevin-typesafe-computer-use/debug-a-failed-run-offline/","b":false,"f":false,"sc":0.8},{"id":"awlevin-typesafe-computer-use--benchmark-jev-on-osworld-tasks","t":"Run jev on OSWorld desktop tasks to compare results","s":"Set up OSWorld beside jev and run one desktop task to see how the agent performs on a benchmark.","w":"A researcher or engineer who wants to measure a computer-use agent on a standard set of real desktop tasks.","o":"You get a result for one OSWorld task run by jev, alongside OSWorld's own GPT agent on that task.","c":"Personal productivity","r":"awlevin/typesafe-computer-use","rt":"Typesafe Computer Use","rs":"awlevin-typesafe-computer-use","u":"/use-cases/awlevin-typesafe-computer-use/benchmark-jev-on-osworld-tasks/","b":false,"f":false,"sc":0.7},{"id":"axiomcodeai-axiomcodegraph--trace-call-path-before-editing","t":"Trace the exact call path between two functions","s":"Show every hop from a caller to a target function, with source lines, before you change code.","w":"A developer who has to change a function and needs to know how a caller reaches it, especially through interfaces or other files.","o":"A numbered list of places along the call chain, each with the surrounding code and the line that matters, so you can see the full route before editing.","c":"Software and DevOps","r":"AxiomCodeAI/axiomcodegraph","rt":"Axiomcodegraph","rs":"axiomcodeai-axiomcodegraph","u":"/use-cases/axiomcodeai-axiomcodegraph/trace-call-path-before-editing/","b":true,"f":false,"sc":1.0},{"id":"axiomcodeai-axiomcodegraph--find-what-a-change-breaks","t":"Find what breaks before changing a function","s":"Ask an agent which files and tests a change to one function can affect.","w":"A developer or tech lead reviewing a planned change who wants the scope of its downstream effects before the agent edits anything.","o":"A list of files that must change, the entry points that reach the function, and the test files that reach it, with each printed edge checked against the graph.","c":"Software and DevOps","r":"AxiomCodeAI/axiomcodegraph","rt":"Axiomcodegraph","rs":"axiomcodeai-axiomcodegraph","u":"/use-cases/axiomcodeai-axiomcodegraph/find-what-a-change-breaks/","b":false,"f":false,"sc":0.9},{"id":"axiomcodeai-axiomcodegraph--agent-explores-codebase-without-grep","t":"Let an agent explore a new codebase without grep","s":"Give an AI agent a graph of the code so it queries structure instead of searching text.","w":"A developer who hands an unfamiliar repository to an AI coding agent and wants fewer wasted searches and tokens.","o":"An agent that reads the graph through the skill and tools, asking for call paths and impact directly, with fewer search steps spent exploring the code.","c":"Software and DevOps","r":"AxiomCodeAI/axiomcodegraph","rt":"Axiomcodegraph","rs":"axiomcodeai-axiomcodegraph","u":"/use-cases/axiomcodeai-axiomcodegraph/agent-explores-codebase-without-grep/","b":false,"f":false,"sc":0.8},{"id":"axiomcodeai-axiomcodegraph--connect-any-mcp-client","t":"Connect any MCP client to the code graph","s":"Add one config entry so an MCP-capable agent can query the graph.","w":"A developer using an MCP client that is not one of the named plugin agents and who wants the graph inside it.","o":"An MCP client that starts the axiomcode server and can answer code questions from the same graph the CLI uses.","c":"Software and DevOps","r":"AxiomCodeAI/axiomcodegraph","rt":"Axiomcodegraph","rs":"axiomcodeai-axiomcodegraph","u":"/use-cases/axiomcodeai-axiomcodegraph/connect-any-mcp-client/","b":false,"f":false,"sc":0.7},{"id":"azrtydxb-procoder--gate-agent-commits-before-they-land","t":"Gate agent commits so bad changes never land","s":"Run the commit gate on agent output to catch formatting, conflict markers, junk files, and secrets.","w":"A developer whose AI agent writes code in a git repository and who wants a check before each commit.","o":"Each run lists the blocking findings and the fixed formatting, so the agent corrects the change before committing.","c":"Software and DevOps","r":"azrtydxb/procoder","rt":"Procoder","rs":"azrtydxb-procoder","u":"/use-cases/azrtydxb-procoder/gate-agent-commits-before-they-land/","b":true,"f":false,"sc":1.0},{"id":"azrtydxb-procoder--stop-agent-closing-unfinished-todos","t":"Stop an agent from closing unfinished tasks","s":"Make todo close refuse until criteria are checked, evidence is recorded, and the gate is clean.","w":"A developer using an agent for standalone tasks who keeps finding work marked done that was not finished.","o":"A task closes only after every acceptance criterion is checked, evidence is recorded, and the gate is clean.","c":"Software and DevOps","r":"azrtydxb/procoder","rt":"Procoder","rs":"azrtydxb-procoder","u":"/use-cases/azrtydxb-procoder/stop-agent-closing-unfinished-todos/","b":false,"f":false,"sc":0.9},{"id":"azrtydxb-procoder--run-release-checks-before-tagging","t":"Run release checks before a version tag","s":"Use Procoder release to catch version drift, a missing changelog entry, and a red test suite before tagging.","w":"A maintainer preparing a release of a repository that an agent has been editing.","o":"All release failures arrive in one list, and on success the git tag command is printed for you to run.","c":"Software and DevOps","r":"azrtydxb/procoder","rt":"Procoder","rs":"azrtydxb-procoder","u":"/use-cases/azrtydxb-procoder/run-release-checks-before-tagging/","b":false,"f":false,"sc":0.8},{"id":"azrtydxb-procoder--audit-existing-codebase-with-scorecard","t":"Audit an existing codebase with a triaged scorecard","s":"Onboard a legacy repository and get a triaged scorecard of its quality before an agent edits it.","w":"An engineer taking over an existing codebase who wants to know its quality before handing work to an agent.","o":"A triaged scorecard across Procoder's domains, which the engineer can use to decide what the agent should fix first.","c":"Software and DevOps","r":"azrtydxb/procoder","rt":"Procoder","rs":"azrtydxb-procoder","u":"/use-cases/azrtydxb-procoder/audit-existing-codebase-with-scorecard/","b":false,"f":false,"sc":0.7},{"id":"baruquerodrigues-llm-legislativo--study-from-scratch-transformer-code","t":"Study a from-scratch causal Transformer in PyTorch","s":"Read and test an explicit GPT-style decoder built without pretrained weights or the Hugging Face Trainer.","w":"An ML student or engineer who wants to learn how a causal decoder is built and trained, and does not want a black-box trainer.","o":"A clear reading of the attention, weight tying, and gradient accumulation code, with the repo's unit tests as a check on understanding.","c":"Research","r":"BaruqueRodrigues/llm-legislativo","rt":"LLM Legislativo","rs":"baruquerodrigues-llm-legislativo","u":"/use-cases/baruquerodrigues-llm-legislativo/study-from-scratch-transformer-code/","b":true,"f":false,"sc":1.0},{"id":"baruquerodrigues-llm-legislativo--load-and-generate-with-legislative-model","t":"Load the Brazilian legislative model and generate text","s":"Download the published safetensors model and tokenizer from Hugging Face and run its inference code.","w":"A researcher or developer who wants to test how a small model trained only on Brazilian legislative text writes, without training anything.","o":"Generated Portuguese legislative-style text from the released model, produced with the repo's own inference code.","c":"Research","r":"BaruqueRodrigues/llm-legislativo","rt":"LLM Legislativo","rs":"baruquerodrigues-llm-legislativo","u":"/use-cases/baruquerodrigues-llm-legislativo/load-and-generate-with-legislative-model/","b":false,"f":false,"sc":0.9},{"id":"baruquerodrigues-llm-legislativo--reuse-curated-legislative-corpus","t":"Build a Portuguese legislative text dataset","s":"Load the curated Parquet release with leakage-free train, validation, and test splits for NLP work.","w":"A data engineer or NLP researcher who needs Brazilian legislative text with splits that do not leak related documents across sets.","o":"A train, validation, and test dataset built from the published Parquet files, split by family_id.","c":"Research","r":"BaruqueRodrigues/llm-legislativo","rt":"LLM Legislativo","rs":"baruquerodrigues-llm-legislativo","u":"/use-cases/baruquerodrigues-llm-legislativo/reuse-curated-legislative-corpus/","b":false,"f":false,"sc":0.8},{"id":"baruquerodrigues-llm-legislativo--reproduce-byte-nll-evaluation","t":"Reproduce the byte_nll_v1 evaluation numbers","s":"Rerun the byte-level NLL protocol on the test split and compare against the reported results.","w":"A researcher checking whether the published perplexity and nats per byte figures hold on the same test split.","o":"Your own byte_nll_v1 numbers for the test split, set next to the README values of 0,7297 nats per byte and 1,0528 bits per byte.","c":"Research","r":"BaruqueRodrigues/llm-legislativo","rt":"LLM Legislativo","rs":"baruquerodrigues-llm-legislativo","u":"/use-cases/baruquerodrigues-llm-legislativo/reproduce-byte-nll-evaluation/","b":false,"f":false,"sc":0.7},{"id":"bearisbug-quilt--prototype-app-from-description","t":"Turn an app idea into a clickable multi-screen prototype","s":"Describe an app and get linked HTML screens you can click through and export as one offline file.","w":"A founder or product builder with an app idea who needs a clickable mockup before writing any frontend code.","o":"A set of consistent HTML screens on an infinite canvas, linked into a playable prototype that can be exported as a single offline HTML file.","c":"Software and DevOps","r":"Bearisbug/Quilt","rt":"Quilt","rs":"bearisbug-quilt","u":"/use-cases/bearisbug-quilt/prototype-app-from-description/","b":true,"f":false,"sc":1.0},{"id":"bearisbug-quilt--let-coding-agent-edit-canvas-over-mcp","t":"Let your coding agent read and edit design screens","s":"Connect Claude Code to Quilt over MCP so it can inspect and patch screens without losing others' edits.","w":"A developer using a coding agent who wants the agent to revise existing design screens directly instead of copying HTML by hand.","o":"The agent reads a compact outline, edits one part of a screen, and writes a new revision that is safe against stale bases.","c":"Software and DevOps","r":"Bearisbug/Quilt","rt":"Quilt","rs":"bearisbug-quilt","u":"/use-cases/bearisbug-quilt/let-coding-agent-edit-canvas-over-mcp/","b":false,"f":false,"sc":0.9},{"id":"bearisbug-quilt--build-shared-design-system-and-components","t":"Set one brand palette and reuse shared navigation across screens","s":"Define tokens once and edit a shared tab bar or sidebar to update every screen that uses it.","w":"A designer or developer who keeps the same navigation and colors across many generated screens and wants one place to change them.","o":"A design system with a brand palette and a shared component that re-bakes every screen that references it, with no model calls.","c":"Software and DevOps","r":"Bearisbug/Quilt","rt":"Quilt","rs":"bearisbug-quilt","u":"/use-cases/bearisbug-quilt/build-shared-design-system-and-components/","b":false,"f":false,"sc":0.8},{"id":"beatapi-beatdesign--edit-local-clips-into-mp4","t":"Edit local clips into an MP4 without an API key","s":"Import local video, audio, and images, arrange them on a timeline, and export an MP4 in the browser.","w":"A short-form creator with existing footage who needs to cut a clip together on a local machine and does not want to upload media to a provider.","o":"A finished H.264/AAC MP4 exported from the browser, with all media kept in the local workspace.","c":"Content","r":"BeatAPI/BeatDesign","rt":"Beat Design","rs":"beatapi-beatdesign","u":"/use-cases/beatapi-beatdesign/edit-local-clips-into-mp4/","b":true,"f":false,"sc":1.0},{"id":"beatapi-beatdesign--let-agent-edit-timeline-in-project","t":"Let an MCP agent edit the same timeline you see","s":"Connect a coding agent over local MCP so it updates Editor timelines, overlays, and captions in your open project.","w":"A developer or editor who already uses Claude Code, Codex, or Cursor and wants the agent to do repetitive timeline work while they review in the browser.","o":"The agent makes timeline changes through Beat Design's project services, and the changes appear in the open browser workspace for review.","c":"Content","r":"BeatAPI/BeatDesign","rt":"Beat Design","rs":"beatapi-beatdesign","u":"/use-cases/beatapi-beatdesign/let-agent-edit-timeline-in-project/","b":false,"f":false,"sc":0.9},{"id":"beatapi-beatdesign--generate-images-on-canvas-with-beatapi","t":"Generate and branch images and video on a Canvas","s":"Build a node-based image or video workflow on the infinite Canvas using your own BeatAPI key.","w":"A creative lead testing visual ideas who wants to compare several generations and reuse outputs in one project.","o":"A Canvas with prompts, generated results, and branches you can compare, with each result saved as a reusable project Asset.","c":"Content","r":"BeatAPI/BeatDesign","rt":"Beat Design","rs":"beatapi-beatdesign","u":"/use-cases/beatapi-beatdesign/generate-images-on-canvas-with-beatapi/","b":false,"f":false,"sc":0.8},{"id":"bestagentkits-motion-video-skill--make-beat-synced-launch-video","t":"Make a beat-synced launch video from a script","s":"An agent turns a release script into a 1920×1080 video with voice-over, captions and music.","w":"A product marketer or indie creator who needs a short launch video and has a script but no editing time.","o":"A rendered 1920×1080 30 fps video whose scene cuts land on the music beats and whose reveals land on spoken words.","c":"Content","r":"bestagentkits/motion-video-skill","rt":"Motion Video Skill","rs":"bestagentkits-motion-video-skill","u":"/use-cases/bestagentkits-motion-video-skill/make-beat-synced-launch-video/","b":true,"f":false,"sc":1.0},{"id":"bestagentkits-motion-video-skill--restyle-release-video-second-edition","t":"Make a second style edition of a release video","s":"Re-render an existing release video in the glass keynote style without touching the first edition.","w":"A creator who already made a comic-style release video and wants a calmer premium cut of the same release.","o":"A new project directory with a glass keynote edition, while the original comic edition stays intact.","c":"Content","r":"bestagentkits/motion-video-skill","rt":"Motion Video Skill","rs":"bestagentkits-motion-video-skill","u":"/use-cases/bestagentkits-motion-video-skill/restyle-release-video-second-edition/","b":false,"f":false,"sc":0.9},{"id":"bestagentkits-motion-video-skill--run-manual-motion-pipeline-from-templates","t":"Scaffold a motion video project by hand from templates","s":"Copy the bundled templates into a project folder and follow the pipeline step by step.","w":"A developer who wants direct control over each pipeline step instead of letting an agent drive everything.","o":"A project folder with the scripts, data and HTML skeleton in place, ready for the pipeline steps.","c":"Content","r":"bestagentkits/motion-video-skill","rt":"Motion Video Skill","rs":"bestagentkits-motion-video-skill","u":"/use-cases/bestagentkits-motion-video-skill/run-manual-motion-pipeline-from-templates/","b":false,"f":false,"sc":0.8},{"id":"bestagentkits-motion-video-skill--verify-sync-and-mix-of-motion-video","t":"Check beat sync and mix balance of a motion video","s":"Run the bundled Python checks on a project to find splice drift and a music-to-speech imbalance.","w":"A video editor or developer who has a motion video project and needs proof the music and speech levels are right before publishing.","o":"Reports showing splice lag per segment, music level under speech versus the gaps, and the beat grid used.","c":"Content","r":"bestagentkits/motion-video-skill","rt":"Motion Video Skill","rs":"bestagentkits-motion-video-skill","u":"/use-cases/bestagentkits-motion-video-skill/verify-sync-and-mix-of-motion-video/","b":false,"f":false,"sc":0.7},{"id":"beyondtahir-beyondwords--plan-first-kdp-book-from-income-goal","t":"Plan a first KDP book from an income goal","s":"Turn a monthly profit target into a researched niche, book idea and small first experiment.","w":"A new self-publisher who wants to earn from Kindle books but does not know which niche or format to start with.","o":"A goal summary, five researched niche choices, one selected book idea, a reader promise and a costed first experiment.","c":"Content","r":"beyondtahir/beyondwords","rt":"Beyondwords","rs":"beyondtahir-beyondwords","u":"/use-cases/beyondtahir-beyondwords/plan-first-kdp-book-from-income-goal/","b":true,"f":false,"sc":1.0},{"id":"beyondtahir-beyondwords--produce-ebook-and-print-files-for-kdp","t":"Produce ebook and print files for a KDP title","s":"Create EPUB, print PDF and editable DOCX outputs for a Kindle or paperback edition.","w":"An author or publisher with a finished or near-finished manuscript who needs files ready for KDP or Lulu upload.","o":"Supported EPUB, print PDF and DOCX files for a chosen format, with the print PDF matched to the selected trim and a dimension check.","c":"Content","r":"beyondtahir/beyondwords","rt":"Beyondwords","rs":"beyondtahir-beyondwords","u":"/use-cases/beyondtahir-beyondwords/produce-ebook-and-print-files-for-kdp/","b":false,"f":false,"sc":0.9},{"id":"beyondtahir-beyondwords--run-bounded-sponsored-products-ad-test","t":"Run a bounded Sponsored Products ad test","s":"Create a limited Amazon ad experiment and analyze its reports under authorized API access.","w":"A KDP publisher with a live book who wants to test paid reader outreach without open-ended spending.","o":"A bounded Sponsored Products campaign plan, a created campaign if access is authorized, and a report analysis with next-step options.","c":"Content","r":"beyondtahir/beyondwords","rt":"Beyondwords","rs":"beyondtahir-beyondwords","u":"/use-cases/beyondtahir-beyondwords/run-bounded-sponsored-products-ad-test/","b":false,"f":false,"sc":0.8},{"id":"beyondtahir-beyondwords--package-book-production-services-for-clients","t":"Package book-production services for clients","s":"Turn the same toolkit into agreed deliverables for freelance book and design clients.","w":"A freelancer who wants to offer book writing, editing, cover design or formatting services on Upwork or to direct clients.","o":"A scoped service package with research briefs, revisions, cover directions and EPUB or PDF deliverables for a named client.","c":"Content","r":"beyondtahir/beyondwords","rt":"Beyondwords","rs":"beyondtahir-beyondwords","u":"/use-cases/beyondtahir-beyondwords/package-book-production-services-for-clients/","b":false,"f":false,"sc":0.7},{"id":"bgts-ai-org-bgts-context-engine--rank-code-symbols-for-a-bug-question","t":"Find the symbols behind a bug question before editing","s":"Ask a plain bug question and get the ranked code symbols that answer it.","w":"A developer or coding agent starting work on an unfamiliar repository, with a bug report that describes behaviour rather than file names.","o":"A ranked, budgeted list of the symbols that participate in the behaviour, with a coverage report showing how much of the answer to trust.","c":"Software and DevOps","r":"bgts-ai-org/bgts-context-engine","rt":"BGTS Context Engine","rs":"bgts-ai-org-bgts-context-engine","u":"/use-cases/bgts-ai-org-bgts-context-engine/rank-code-symbols-for-a-bug-question/","b":true,"f":false,"sc":1.0},{"id":"bgts-ai-org-bgts-context-engine--give-mcp-agent-ranked-context-over-mcp","t":"Let a coding agent pull ranked context over MCP","s":"Connect an MCP-capable coding agent to the code graph so it asks before it searches.","w":"A team running an MCP-capable coding agent on a large repository that spends many tool calls grepping for the files a task touches.","o":"The agent starts from a ranked answer served over stdio and adds to it only when it needs more, so it makes fewer tool calls and turns.","c":"Software and DevOps","r":"bgts-ai-org/bgts-context-engine","rt":"BGTS Context Engine","rs":"bgts-ai-org-bgts-context-engine","u":"/use-cases/bgts-ai-org-bgts-context-engine/give-mcp-agent-ranked-context-over-mcp/","b":false,"f":false,"sc":0.9},{"id":"bgts-ai-org-bgts-context-engine--replay-a-retrieval-call-to-audit-an-agent","t":"Replay a retrieval call to audit a bad agent change","s":"Re-run the exact context an agent received and check which stage surfaced the wrong symbol.","w":"A tech lead or reviewer who needs to explain why an agent made a bad change and wants to see exactly what it was told.","o":"The same task text against the same commit returns the same ranking, so the failing stage can be found and fixed.","c":"Software and DevOps","r":"bgts-ai-org/bgts-context-engine","rt":"BGTS Context Engine","rs":"bgts-ai-org-bgts-context-engine","u":"/use-cases/bgts-ai-org-bgts-context-engine/replay-a-retrieval-call-to-audit-an-agent/","b":false,"f":false,"sc":0.8},{"id":"bgts-ai-org-bgts-context-engine--trace-react-native-calls-into-native-code","t":"Trace React Native calls into native Swift, Kotlin or Objective-C","s":"Find the native method behind a NativeModules call in a React Native or Expo app.","w":"A developer on a React Native or Expo app who needs to find the native implementation behind a TypeScript call.","o":"The context answer links the NativeModules call in TypeScript to the native method it reaches.","c":"Software and DevOps","r":"bgts-ai-org/bgts-context-engine","rt":"BGTS Context Engine","rs":"bgts-ai-org-bgts-context-engine","u":"/use-cases/bgts-ai-org-bgts-context-engine/trace-react-native-calls-into-native-code/","b":false,"f":false,"sc":0.7},{"id":"bilibili-index-translate--translate-screenshot-without-ocr","t":"Translate a screenshot or photo without OCR","s":"Get the translated text from an image in one command, with no separate OCR step.","w":"A researcher, student, or support agent who has a screenshot or photo in a foreign language and needs the text quickly.","o":"A translated version of the text shown in the image, produced directly from the picture.","c":"Content","r":"bilibili/Index-Translate","rt":"Index Translate","rs":"bilibili-index-translate","u":"/use-cases/bilibili-index-translate/translate-screenshot-without-ocr/","b":true,"f":false,"sc":1.0},{"id":"bilibili-index-translate--translate-text-from-command-line","t":"Translate a text string from the command line","s":"Send a sentence to the free API and get a translation back in one command.","w":"A developer or writer who needs a quick translation while working in a terminal and has no local GPU.","o":"A translated sentence printed in the terminal, produced by the free hosted model.","c":"Content","r":"bilibili/Index-Translate","rt":"Index Translate","rs":"bilibili-index-translate","u":"/use-cases/bilibili-index-translate/translate-text-from-command-line/","b":false,"f":false,"sc":0.9},{"id":"bilibili-index-translate--translate-in-browser-with-local-bridge","t":"Use the API inside a browser translation extension","s":"Run a local bridge so Immersive Translate can translate web pages through the free API.","w":"A reader who browses foreign-language pages and uses a browser extension such as Immersive Translate.","o":"Web pages translated in the browser, with requests routed through a local address on your machine.","c":"Content","r":"bilibili/Index-Translate","rt":"Index Translate","rs":"bilibili-index-translate","u":"/use-cases/bilibili-index-translate/translate-in-browser-with-local-bridge/","b":false,"f":false,"sc":0.8},{"id":"bilibili-index-translate--make-subtitles-from-speech","t":"Turn speech into translated subtitles","s":"Use Index-Echo S2TT to produce subtitles from speech in zh to en, ja, or es.","w":"A video editor or creator who has spoken audio in Chinese and needs subtitles in English, Japanese, or Spanish.","o":"Subtitles translated from the speech in one pipeline, for the supported language pairs.","c":"Content","r":"bilibili/Index-Translate","rt":"Index Translate","rs":"bilibili-index-translate","u":"/use-cases/bilibili-index-translate/make-subtitles-from-speech/","b":false,"f":false,"sc":0.7},{"id":"bincequ-roboharness--reproduce-behavior-task-mean","t":"Reproduce a BEHAVIOR task mean Q-score","s":"Run the five fixed BEHAVIOR instances for one task and compare the mean with the reference value.","w":"A robotics researcher checking a published embodied-agent result on their own GPU machine before building on it.","o":"A validation report in .local/reports/ that shows whether the task mean matches the reference within the stated tolerance.","c":"Research","r":"BinceQu/RoboHarness","rt":"Robo Harness","rs":"bincequ-roboharness","u":"/use-cases/bincequ-roboharness/reproduce-behavior-task-mean/","b":true,"f":false,"sc":1.0},{"id":"bincequ-roboharness--watch-single-instance-rollout","t":"Watch one agent rollout in a browser","s":"Run a single BEHAVIOR instance and open the live interface through an SSH tunnel.","w":"A researcher debugging why an LLM agent fails a household task, working on a GPU server they reach over SSH.","o":"A separate run directory with the prompt, agent output, error log and trajectory for instance 301, viewed live in the browser.","c":"Research","r":"BinceQu/RoboHarness","rt":"Robo Harness","rs":"bincequ-roboharness","u":"/use-cases/bincequ-roboharness/watch-single-instance-rollout/","b":false,"f":false,"sc":0.9},{"id":"bincequ-roboharness--run-harness-on-own-model-endpoint","t":"Point the harness at your own model endpoint","s":"Connect the Claude Code harness to a self-hosted Anthropic-compatible model server.","w":"An ML engineer who serves an open model on their own hardware and wants to test it as the control agent for robot tasks.","o":"A verified connection to the model server, a saved session configuration, and a dry-run plan that shows the correct model URL and model ID.","c":"Research","r":"BinceQu/RoboHarness","rt":"Robo Harness","rs":"bincequ-roboharness","u":"/use-cases/bincequ-roboharness/run-harness-on-own-model-endpoint/","b":false,"f":false,"sc":0.8},{"id":"bingeljell-image-to-3dlab--rigged-animated-character-from-picture","t":"Turn a picture into a rigged, animated game character","s":"Go from one picture or sentence to a textured humanoid with a skeleton and a chosen move, exported as GLB.","w":"An indie game developer on a Mac or NVIDIA PC who needs a playable humanoid placeholder or final character fast.","o":"An animated GLB file of your character, with the skeleton and a move picked from 21 presets, ready for Godot, Unity, Unreal, Blender or three.js.","c":"Games and hobbies","r":"Bingeljell/image-to-3dlab","rt":"Image to 3dlab","rs":"bingeljell-image-to-3dlab","u":"/use-cases/bingeljell-image-to-3dlab/rigged-animated-character-from-picture/","b":true,"f":false,"sc":1.0},{"id":"bingeljell-image-to-3dlab--nine-game-props-from-one-prompt","t":"Make nine game-ready props from one prompt","s":"Generate one sheet of props and split it into separate named 3D props with LODs and compressed textures.","w":"A 3D artist or solo game developer who needs a set of background props, such as barrels or crates, without modelling each one.","o":"Nine separate upright props, each with three levels of detail and compressed textures, ready to drop into a game engine.","c":"Games and hobbies","r":"Bingeljell/image-to-3dlab","rt":"Image to 3dlab","rs":"bingeljell-image-to-3dlab","u":"/use-cases/bingeljell-image-to-3dlab/nine-game-props-from-one-prompt/","b":false,"f":false,"sc":0.9},{"id":"bingeljell-image-to-3dlab--keep-text-and-logos-sharp-on-low-poly","t":"Keep logos and text sharp on a low-poly model","s":"Use Pixel Match to copy the real pixels of your picture back onto a Pixal3D model cut to about 5k faces.","w":"A 3D artist making a branded or story-driven character whose chest logo, lettering or face must stay readable.","o":"A low-poly model where text such as a chest label still reads correctly, with the file kept at a light game size by Finish.","c":"Games and hobbies","r":"Bingeljell/image-to-3dlab","rt":"Image to 3dlab","rs":"bingeljell-image-to-3dlab","u":"/use-cases/bingeljell-image-to-3dlab/keep-text-and-logos-sharp-on-low-poly/","b":false,"f":false,"sc":0.8},{"id":"bingeljell-image-to-3dlab--drive-3d-pipeline-from-claude-code-or-codex","t":"Let Claude Code or Codex make and tweak 3D assets","s":"Connect AssetFurnace as an MCP tool so your coding agent makes, checks and adjusts 3D assets locally.","w":"A developer who already works in Claude Code or Codex and wants an agent to produce game assets on their own machine.","o":"An agent session that generates a character or model, checks the run, tries another setting and opens the result in the studio.","c":"Games and hobbies","r":"Bingeljell/image-to-3dlab","rt":"Image to 3dlab","rs":"bingeljell-image-to-3dlab","u":"/use-cases/bingeljell-image-to-3dlab/drive-3d-pipeline-from-claude-code-or-codex/","b":false,"f":false,"sc":0.7},{"id":"blendbunjaku-optimaizr--find-wasted-claude-code-tokens","t":"Find where Claude Code tokens are wasted","s":"Run one report on your local logs to see savings ranked by how sure they are, in dollars.","w":"A developer on a Claude Pro or Max plan whose usage limits run out early and who wants to know why.","o":"A ranked list of savings from your own logs, split into clear waste, likely and up to, with spend broken down by model, project and kind of work.","c":"Software and DevOps","r":"blendbunjaku/optimaizr","rt":"Optimaizr","rs":"blendbunjaku-optimaizr","u":"/use-cases/blendbunjaku-optimaizr/find-wasted-claude-code-tokens/","b":true,"f":false,"sc":1.0},{"id":"blendbunjaku-optimaizr--hold-expensive-claude-code-messages","t":"Hold expensive Claude Code messages before they go","s":"Guard holds a message to an idle long conversation once, with its cost, and a cache countdown shows time left.","w":"A Claude Code user who returns to a long conversation after a break and gets a surprise bill from the first message.","o":"Expensive messages are held once with their price, and you decide whether to send them, clear the conversation or switch to a cheaper model.","c":"Software and DevOps","r":"blendbunjaku/optimaizr","rt":"Optimaizr","rs":"blendbunjaku-optimaizr","u":"/use-cases/blendbunjaku-optimaizr/hold-expensive-claude-code-messages/","b":false,"f":false,"sc":0.9},{"id":"blendbunjaku-optimaizr--add-token-tracking-to-own-api-app","t":"Track token use in your own Anthropic or OpenAI app","s":"Wrap your existing API client in one line so optimAIzr can read your app's calls.","w":"A developer building an app on the Anthropic or OpenAI API who wants to see which calls spend the most tokens.","o":"Your app's API calls are wrapped so that the same optimAIzr report covers them alongside your other usage.","c":"Software and DevOps","r":"blendbunjaku/optimaizr","rt":"Optimaizr","rs":"blendbunjaku-optimaizr","u":"/use-cases/blendbunjaku-optimaizr/add-token-tracking-to-own-api-app/","b":false,"f":false,"sc":0.8},{"id":"blendbunjaku-optimaizr--check-context-compaction-results","t":"Check whether compacting at 200K actually saved money","s":"Apply the change, wait several days, then compare cost per prompt and each trade-off to the days before.","w":"A Claude Code or Codex user who wants proof that a context-size change cut cost before keeping it.","o":"A before and after table where every worse row is marked as a trade-off, plus a one-command way to undo the change.","c":"Software and DevOps","r":"blendbunjaku/optimaizr","rt":"Optimaizr","rs":"blendbunjaku-optimaizr","u":"/use-cases/blendbunjaku-optimaizr/check-context-compaction-results/","b":false,"f":false,"sc":0.7},{"id":"blendi-remade-dioramas--build-cinematic-3d-landing-page","t":"Build a cinematic 3D landing page from a brief","s":"Turn a one-page brief into a scroll-driven 3D product site using the Dioramas engine.","w":"A front-end developer or designer who needs a visually striking 3D landing page for a single product and has a short creative brief.","o":"A working local 3D landing page that follows the same structure as the 20 example sites, with one signature interaction.","c":"Software and DevOps","r":"blendi-remade/dioramas","rt":"Dioramas","rs":"blendi-remade-dioramas","u":"/use-cases/blendi-remade-dioramas/build-cinematic-3d-landing-page/","b":true,"f":false,"sc":1.0},{"id":"blendi-remade-dioramas--generate-hero-3d-models-from-prompts","t":"Generate hero 3D models from text prompts","s":"Create product plates and optimized GLB models with Nano Banana 2 and Meshy 7.1 on fal.","w":"A designer or developer who needs a custom 3D hero object for a page and does not have a 3D modelling workflow.","o":"A set of generated images and an optimized GLB file in public/models/, ready for a Dioramas page.","c":"Software and DevOps","r":"blendi-remade/dioramas","rt":"Dioramas","rs":"blendi-remade-dioramas","u":"/use-cases/blendi-remade-dioramas/generate-hero-3d-models-from-prompts/","b":false,"f":false,"sc":0.9},{"id":"blendi-remade-dioramas--study-interactive-3d-site-patterns","t":"Study 20 interactive 3D site patterns for a design brief","s":"Run the gallery locally and review how each example handles scroll and interaction.","w":"A product designer or creative lead who wants proven interaction ideas for a 3D web concept before committing to a build.","o":"A short list of reusable interaction patterns, each tied to a working example and its brief in docs/briefs/.","c":"Software and DevOps","r":"blendi-remade/dioramas","rt":"Dioramas","rs":"blendi-remade-dioramas","u":"/use-cases/blendi-remade-dioramas/study-interactive-3d-site-patterns/","b":false,"f":false,"sc":0.8},{"id":"boadij-pi-herdsman--delegate-background-investigation-to-scout-agent","t":"Delegate a background code investigation to an Agent","s":"Hand a bounded read-only question to a background Agent while the Lead session stays free.","w":"A developer in a Pi session who needs a codebase question answered (for example how authentication works) without stopping their current work.","o":"A scout Agent runs asynchronously, the Lead conversation stays usable, and the developer can check the Agent status in the /agents surface.","c":"Software and DevOps","r":"boadij/pi-herdsman","rt":"Pi Herdsman","rs":"boadij-pi-herdsman","u":"/use-cases/boadij-pi-herdsman/delegate-background-investigation-to-scout-agent/","b":true,"f":false,"sc":1.0},{"id":"boadij-pi-herdsman--coordinate-parallel-branch-work-with-manager","t":"Split a project into parallel branch work under a Manager","s":"Use a Manager to coordinate several Leads, each working on its own durable Git branch.","w":"A team lead or developer with independent features to build in one repo who wants them worked on in parallel.","o":"A Manager assigns Leads to branch-based work that persists across Manager turnover, and each Lead runs its own Agent tree.","c":"Software and DevOps","r":"boadij/pi-herdsman","rt":"Pi Herdsman","rs":"boadij-pi-herdsman","u":"/use-cases/boadij-pi-herdsman/coordinate-parallel-branch-work-with-manager/","b":false,"f":false,"sc":0.9},{"id":"boadij-pi-herdsman--check-token-usage-and-cost-per-session","t":"Check token usage and cost for a session and its Agents","s":"Read Pi-native token usage and cost for the current session and its owned Agent sessions.","w":"A developer running several delegated Agents who wants to know how much a task used before starting the next one.","o":"The Session stats view shows usage for the current session and its owned Agents, and for assigned Leads when a Manager is active.","c":"Software and DevOps","r":"boadij/pi-herdsman","rt":"Pi Herdsman","rs":"boadij-pi-herdsman","u":"/use-cases/boadij-pi-herdsman/check-token-usage-and-cost-per-session/","b":false,"f":false,"sc":0.8},{"id":"boadij-pi-herdsman--customize-agents-with-own-models-and-tools","t":"Define custom Agents with your own models and tools","s":"Write Agent definitions that use your own models, tools, skills, and workflow.","w":"A developer with a fixed review or test workflow who wants the delegated Agents to follow it.","o":"Custom Agent definitions that delegate with your chosen models, tools, skills, and extensions.","c":"Software and DevOps","r":"boadij/pi-herdsman","rt":"Pi Herdsman","rs":"boadij-pi-herdsman","u":"/use-cases/boadij-pi-herdsman/customize-agents-with-own-models-and-tools/","b":false,"f":false,"sc":0.7},{"id":"boardui-boardui--deploy-ai-chat-on-own-key","t":"Deploy a working AI chat app with your own model key","s":"Click one deploy button, paste one API key, and get a live AI chat site from this repo.","w":"A non-developer or founder who wants a hosted AI chat page for testing or a demo, without writing code.","o":"A deployed chat site at your own URL that answers with the model behind the key you supplied.","c":"Software and DevOps","r":"BoardUI/boardui","rt":"Boardui","rs":"boardui-boardui","u":"/use-cases/boardui-boardui/deploy-ai-chat-on-own-key/","b":true,"f":false,"sc":1.0},{"id":"boardui-boardui--run-boardui-chat-locally","t":"Run the BoardUI chat app on your machine","s":"Install dependencies, add your key to a local env file, and start the chat on localhost.","w":"A frontend developer who wants to read and edit the chat app source before deploying it.","o":"A local chat at the dev server address that streams replies from your model key.","c":"Software and DevOps","r":"BoardUI/boardui","rt":"Boardui","rs":"boardui-boardui","u":"/use-cases/boardui-boardui/run-boardui-chat-locally/","b":false,"f":false,"sc":0.9},{"id":"boardui-boardui--add-boardui-components-to-nextjs-app","t":"Copy BoardUI components into an existing Next.js app","s":"Use the CLI to list, add, and install single components as editable source files.","w":"A developer with an existing Next.js project who needs a data table or stat cards without adopting a whole design system.","o":"Chosen BoardUI components copied into your project's component folders, ready to edit.","c":"Software and DevOps","r":"BoardUI/boardui","rt":"Boardui","rs":"boardui-boardui","u":"/use-cases/boardui-boardui/add-boardui-components-to-nextjs-app/","b":false,"f":false,"sc":0.8},{"id":"boardui-boardui--have-coding-agent-build-with-boardui","t":"Let a coding agent build screens from BoardUI through MCP","s":"Connect the BoardUI MCP server so your agent can browse the catalog and install components.","w":"A developer who works in Claude Code or Cursor and wants the agent to build dashboard or agent UI with the design system.","o":"An agent that installs the components you name and keeps the code on BoardUI tokens and type scale.","c":"Software and DevOps","r":"BoardUI/boardui","rt":"Boardui","rs":"boardui-boardui","u":"/use-cases/boardui-boardui/have-coding-agent-build-with-boardui/","b":false,"f":false,"sc":0.7},{"id":"boardui-boardui--switch-app-to-arabic-or-hebrew","t":"Switch the BoardUI app to Arabic or Hebrew layout","s":"Configure DirectionProvider and the document locale for a right-to-left interface.","w":"A developer building a product for Arabic or Hebrew speaking users who needs mirrored layouts and keyboard navigation.","o":"An app whose layout, navigation, and overlays follow right-to-left direction, with the provider set in the root layout.","c":"Software and DevOps","r":"BoardUI/boardui","rt":"Boardui","rs":"boardui-boardui","u":"/use-cases/boardui-boardui/switch-app-to-arabic-or-hebrew/","b":false,"f":false,"sc":0.6},{"id":"bojieli-greenbubbles--turn-chats-into-cited-personal-notes","t":"Turn chosen WeChat chats into cited personal notes","s":"Have a coding agent write a private wiki from your chats, with each fact tied to its source message.","w":"A person with months of WeChat conversations who wants a searchable record of their own life and uses a coding agent already.","o":"A set of short Markdown articles, one per part of your life, where each fact cites the original message. Later runs add only new messages, and Git records each change.","c":"Personal productivity","r":"bojieli/greenbubbles","rt":"Greenbubbles","rs":"bojieli-greenbubbles","u":"/use-cases/bojieli-greenbubbles/turn-chats-into-cited-personal-notes/","b":true,"f":false,"sc":1.0},{"id":"bojieli-greenbubbles--search-one-chat-for-a-keyword","t":"Find a past message in one WeChat chat by keyword","s":"Search the text of a single conversation from the command line without scrolling through WeChat.","w":"A person who remembers a detail from an old chat, such as an address, a date, or a promise, and wants it fast.","o":"A JSON Lines list of matching messages from that chat, with sender, local time, and text, plus a cursor if more results exist.","c":"Personal productivity","r":"bojieli/greenbubbles","rt":"Greenbubbles","rs":"bojieli-greenbubbles","u":"/use-cases/bojieli-greenbubbles/search-one-chat-for-a-keyword/","b":false,"f":false,"sc":0.9},{"id":"bojieli-greenbubbles--pick-the-chats-worth-summarizing","t":"Rank your WeChat chats to choose which ones to review","s":"List your most active conversations, with one-on-one chats first, before deciding what to summarize.","w":"A person with hundreds of WeChat chats who wants to focus any note-taking or review on the conversations they use most.","o":"A ranked list of your chats by how many messages you sent, with one-on-one chats listed first, which you can use to pick targets for a summary.","c":"Personal productivity","r":"bojieli/greenbubbles","rt":"Greenbubbles","rs":"bojieli-greenbubbles","u":"/use-cases/bojieli-greenbubbles/pick-the-chats-worth-summarizing/","b":false,"f":false,"sc":0.8},{"id":"bojieli-greenbubbles--make-an-encrypted-history-backup","t":"Make an encrypted backup of your WeChat history","s":"Create a copy of your chat history protected by a 24-word recovery phrase, readable later without WeChat.","w":"A person who wants a durable copy of years of chat history before changing phones or after a WeChat update.","o":"An encrypted snapshot of your history that you can open later, as long as you keep the 24-word recovery phrase.","c":"Personal productivity","r":"bojieli/greenbubbles","rt":"Greenbubbles","rs":"bojieli-greenbubbles","u":"/use-cases/bojieli-greenbubbles/make-an-encrypted-history-backup/","b":false,"f":false,"sc":0.7},{"id":"bomwiki-partmode--model-a-part-in-local-partmode","t":"Model a parametric part in a local PartMode browser","s":"Run PartMode on your own machine and build a constrained, editable 3D part in the browser.","w":"A mechanical designer or hobbyist who needs CAD without installing desktop software and does not want an account.","o":"A running local PartMode instance where the user has modeled a parametric part with constrained sketches and feature history.","c":"Work and operations","r":"BOMWiki/partmode","rt":"Partmode","rs":"bomwiki-partmode","u":"/use-cases/bomwiki-partmode/model-a-part-in-local-partmode/","b":true,"f":false,"sc":1.0},{"id":"bomwiki-partmode--let-an-agent-edit-an-open-project","t":"Let an approved MCP agent revise an open CAD project","s":"Connect Codex to PartMode so the agent works on your open project after you approve it in the browser.","w":"An engineer who wants an AI coding agent to propose and commit CAD changes while staying in control of approval.","o":"A browser-approved agent session where the agent inspects the current state, previews a change, and commits it against the matching revision.","c":"Work and operations","r":"BOMWiki/partmode","rt":"Partmode","rs":"bomwiki-partmode","u":"/use-cases/bomwiki-partmode/let-an-agent-edit-an-open-project/","b":false,"f":false,"sc":0.9},{"id":"bomwiki-partmode--run-unattended-cad-on-a-headless-server","t":"Run unattended CAD edits on a durable headless project","s":"Create an explicit headless edit key so an agent can revise a server-stored project without a browser.","w":"A developer automating a repeatable parametric part family who needs an agent to commit changes with no person watching.","o":"A committed headless document that persists across session expiry and restarts, plus a STEP export produced by the headless path.","c":"Work and operations","r":"BOMWiki/partmode","rt":"Partmode","rs":"bomwiki-partmode","u":"/use-cases/bomwiki-partmode/run-unattended-cad-on-a-headless-server/","b":false,"f":false,"sc":0.8},{"id":"bomwiki-partmode--contribute-a-cad-fix-with-the-release-checks","t":"Ship a PartMode CAD fix that passes the contributor gate","s":"Run the focused gate and the affected smoke checks before submitting a behavior change.","w":"An open-source contributor who has been assigned an issue on a CAD feature, assembly, drawing, or agent path.","o":"A pull request backed by a passing `npm run ci:gate` and the named smoke checks, with the settled document result reported.","c":"Work and operations","r":"BOMWiki/partmode","rt":"Partmode","rs":"bomwiki-partmode","u":"/use-cases/bomwiki-partmode/contribute-a-cad-fix-with-the-release-checks/","b":false,"f":false,"sc":0.7},{"id":"bootloops-ai-bootloops--validate-fresh-clone","t":"Validate a fresh BootLoops clone before trusting it","s":"Run the validation command to confirm the toolkit packages pass their own batteries on your machine.","w":"A researcher or engineer who just cloned BootLoops and needs proof the install works before relying on any result.","o":"A status line for each of the 50 packages under tools/, with the packages that need missing external data named.","c":"Research","r":"BootLoops-ai/bootloops","rt":"Bootloops","rs":"bootloops-ai-bootloops","u":"/use-cases/bootloops-ai-bootloops/validate-fresh-clone/","b":true,"f":false,"sc":1.0},{"id":"bootloops-ai-bootloops--reproduce-landau-one-loop-box","t":"Reproduce the one-loop box with the Landau Alphabet engine","s":"Run the Landau Alphabet test to reproduce the solver's reference results for a one-loop box integral.","w":"A physicist working on loop integrals who wants a first real computation to check the toolkit against known reference values.","o":"The solver's reference results for the one-loop box, reproduced in about a minute and a half after setup.","c":"Research","r":"BootLoops-ai/bootloops","rt":"Bootloops","rs":"bootloops-ai-bootloops","u":"/use-cases/bootloops-ai-bootloops/reproduce-landau-one-loop-box/","b":false,"f":false,"sc":0.9},{"id":"bootloops-ai-bootloops--agent-plan-for-precision-problem","t":"Have an agent map a precision problem to the right tools","s":"Point an agent at the tools index so it proposes a plan for your problem and waits for your approval.","w":"A scientist with an integral from a paper, a dataset, or a published number they want checked, and no sense yet of which instrument applies.","o":"An agent-written plan naming which instruments apply, or stating that none do, which you approve before anything runs.","c":"Research","r":"BootLoops-ai/bootloops","rt":"Bootloops","rs":"bootloops-ai-bootloops","u":"/use-cases/bootloops-ai-bootloops/agent-plan-for-precision-problem/","b":false,"f":false,"sc":0.8},{"id":"bootloops-ai-bootloops--audit-prose-with-skills","t":"Audit a draft's prose and bibliography with the skills","s":"Install the skills repository so an agent can check claims, quoted numbers, and bibliography entries.","w":"A researcher preparing a paper, report, or result page who needs every quoted number traced and every citation verified before release.","o":"An agent-run review of your draft that flags unsupported claims, untraceable numbers, and bibliography problems, using the skills protocols.","c":"Research","r":"BootLoops-ai/bootloops","rt":"Bootloops","rs":"bootloops-ai-bootloops","u":"/use-cases/bootloops-ai-bootloops/audit-prose-with-skills/","b":false,"f":false,"sc":0.7},{"id":"botbus-io-botbus-protocol--approve-coding-agent-requests-from-phone","t":"Approve Codex and Claude Code requests from your phone","s":"Pair your computer with your phone so you can approve commands and answer agent questions away from your desk.","w":"A developer who starts a long Codex or Claude Code task on their Mac and leaves the room while it keeps running.","o":"You see the pending request on your phone or Apple Watch, approve, deny or reply, and the agent continues on your computer.","c":"Software and DevOps","r":"botbus-io/botbus-protocol","rt":"Botbus Protocol","rs":"botbus-io-botbus-protocol","u":"/use-cases/botbus-io-botbus-protocol/approve-coding-agent-requests-from-phone/","b":true,"f":false,"sc":1.0},{"id":"botbus-io-botbus-protocol--review-agent-output-on-phone","t":"Review agent screenshots, previews and changes on your phone","s":"Open what an agent built, including dev-server pages and working changes, without going back to your desk.","w":"A developer or reviewer who wants to check a web app or document an agent produced while away from the computer.","o":"You receive screenshots, videos, documents and links on your phone, open dev-server previews, and review the working changes.","c":"Software and DevOps","r":"botbus-io/botbus-protocol","rt":"Botbus Protocol","rs":"botbus-io-botbus-protocol","u":"/use-cases/botbus-io-botbus-protocol/review-agent-output-on-phone/","b":false,"f":false,"sc":0.9},{"id":"botbus-io-botbus-protocol--run-agent-host-on-linux-and-pair","t":"Pair a Linux machine running agents with your phone","s":"Install BotBus on a Linux computer and pair it so agents on that box can be followed from your phone.","w":"A developer who runs coding agents on a Linux workstation or server and wants the same phone control as a Mac user.","o":"Your Linux computer is paired, and its agent tasks appear on the phone grouped by computer and project.","c":"Software and DevOps","r":"botbus-io/botbus-protocol","rt":"Botbus Protocol","rs":"botbus-io-botbus-protocol","u":"/use-cases/botbus-io-botbus-protocol/run-agent-host-on-linux-and-pair/","b":false,"f":false,"sc":0.8},{"id":"botbus-io-botbus-protocol--check-client-against-public-fixtures","t":"Test a BotBus client against the public wire fixtures","s":"Run the Swift and TypeScript checks and the sealed fixtures to confirm a client decodes the protocol correctly.","w":"A developer building an alternative client or connector who needs proof that their decoder matches the BotBus wire contract.","o":"You get a passing test run against the public fixtures, and you can see exactly which wire types and envelopes your code handles.","c":"Software and DevOps","r":"botbus-io/botbus-protocol","rt":"Botbus Protocol","rs":"botbus-io-botbus-protocol","u":"/use-cases/botbus-io-botbus-protocol/check-client-against-public-fixtures/","b":false,"f":false,"sc":0.7},{"id":"breakstageaxe61-genspark-claw--deep-research-with-cited-report","t":"Run cited deep research and turn it into a report","s":"Install super-research and spark-report so your agent researches a question and writes a cited page.","w":"An analyst or founder who needs a sourced answer on a topic and runs OpenClaw or Hermes as a personal agent.","o":"Your agent returns a fully cited research report with an executive summary, tables, and next steps.","c":"Personal productivity","r":"breakstageaxe61/genspark-claw","rt":"Genspark Claw","rs":"breakstageaxe61-genspark-claw","u":"/use-cases/breakstageaxe61-genspark-claw/deep-research-with-cited-report/","b":true,"f":false,"sc":1.0},{"id":"breakstageaxe61-genspark-claw--research-to-slide-deck-outline","t":"Turn research into a slide deck outline","s":"Convert a research topic into a narrative slide outline with speaker notes ready for AI Slides.","w":"A presenter or team lead with a meeting or pitch next week and a messy pile of notes or research.","o":"A slide-by-slide outline with one idea per slide and sourced speaker notes, ready to paste into Genspark AI Slides.","c":"Personal productivity","r":"breakstageaxe61/genspark-claw","rt":"Genspark Claw","rs":"breakstageaxe61-genspark-claw","u":"/use-cases/breakstageaxe61-genspark-claw/research-to-slide-deck-outline/","b":false,"f":false,"sc":0.9},{"id":"breakstageaxe61-genspark-claw--prepare-ai-phone-call","t":"Prepare an AI phone call with a script and guardrails","s":"Use call-prep to research a callee, set an objective and fallback, and draft a branching call script.","w":"A busy person who needs to book, confirm, or ask something by phone and wants the call planned before it is made.","o":"A call plan with objective, fallback, branching script, guardrails, and a structure for the post-call summary.","c":"Personal productivity","r":"breakstageaxe61/genspark-claw","rt":"Genspark Claw","rs":"breakstageaxe61-genspark-claw","u":"/use-cases/breakstageaxe61-genspark-claw/prepare-ai-phone-call/","b":false,"f":false,"sc":0.8},{"id":"breakstageaxe61-genspark-claw--browser-automation-that-survives-redesigns","t":"Automate browser steps that survive page redesigns","s":"Use claw-browser-anchor to target stable DOM selectors and ARIA roles instead of screen coordinates.","w":"A person who runs repetitive web tasks through an agent and keeps seeing scripts break after small site layout changes.","o":"Browser steps anchored to DOM selectors and ARIA roles, with verify-after-act and drift recovery.","c":"Personal productivity","r":"breakstageaxe61/genspark-claw","rt":"Genspark Claw","rs":"breakstageaxe61-genspark-claw","u":"/use-cases/breakstageaxe61-genspark-claw/browser-automation-that-survives-redesigns/","b":false,"f":false,"sc":0.7},{"id":"brig-sh-brig--run-claude-code-in-sandbox","t":"Run Claude Code on one project inside a sandbox","s":"Start Claude Code in a microVM that can only see the project folder you name.","w":"A developer who wants Claude Code to edit a project, but does not want it to reach the rest of their disk or keychain.","o":"Claude Code runs in its own sandbox against one project folder, and you can stop it or delete the sandbox when you finish.","c":"Software and DevOps","r":"brig-sh/brig","rt":"Brig","rs":"brig-sh-brig","u":"/use-cases/brig-sh-brig/run-claude-code-in-sandbox/","b":true,"f":false,"sc":1.0},{"id":"brig-sh-brig--test-unfamiliar-code-in-throwaway-sandbox","t":"Try unfamiliar code in a disposable sandbox","s":"Open a root shell in a throwaway sandbox, then delete it when the test is done.","w":"A developer who wants to run an unfamiliar script, package or tool before trusting it on their own machine.","o":"The code runs in a sandbox with its own kernel and home directory, and deleting the sandbox removes its guest home.","c":"Software and DevOps","r":"brig-sh/brig","rt":"Brig","rs":"brig-sh-brig","u":"/use-cases/brig-sh-brig/test-unfamiliar-code-in-throwaway-sandbox/","b":false,"f":false,"sc":0.9},{"id":"brig-sh-brig--audit-credentials-before-agent-run","t":"Check what a sandbox forwards before an agent runs","s":"List the credentials a run forwards by name, and restrict egress if needed.","w":"A security-minded developer or team lead who must approve which secrets and network paths an agent can reach.","o":"You see the forwarded credential names for a run and understand the network mode before approving the agent.","c":"Software and DevOps","r":"brig-sh/brig","rt":"Brig","rs":"brig-sh-brig","u":"/use-cases/brig-sh-brig/audit-credentials-before-agent-run/","b":false,"f":false,"sc":0.8},{"id":"browser-use-macos-harness--let-coding-agent-drive-mac-app","t":"Let a coding agent operate a running Mac app","s":"Give an agent read and click access to a Mac app window, one shell command per step.","w":"A developer using Claude Code or Codex who hits a task that only an app's own UI can do, such as a settings panel with no API.","o":"The agent reads a window as numbered text, clicks the element it needs, and reads the window again to confirm the result.","c":"Software and DevOps","r":"browser-use/macos-harness","rt":"macOS Harness","rs":"browser-use-macos-harness","u":"/use-cases/browser-use-macos-harness/let-coding-agent-drive-mac-app/","b":true,"f":false,"sc":1.0},{"id":"browser-use-macos-harness--fill-desktop-app-form-fields","t":"Fill fields in a desktop app that has no API","s":"Set field values and type text into a Mac app window using numbered elements from a read.","w":"An operations or admin worker who enters the same values into a desktop app every week and has no API to use.","o":"The agent sets each named field to its value and checks the window afterward, so the worker only reviews the result.","c":"Software and DevOps","r":"browser-use/macos-harness","rt":"macOS Harness","rs":"browser-use-macos-harness","u":"/use-cases/browser-use-macos-harness/fill-desktop-app-form-fields/","b":false,"f":false,"sc":0.9},{"id":"browser-use-macos-harness--check-app-state-after-each-action","t":"Check what an app window shows after each step","s":"Read a window, act once, then read again to see only what changed.","w":"A QA tester or support engineer who needs to confirm how a Mac app responds to a sequence of actions.","o":"A short log of each action and the changed window text after it, so the tester can see what the app did.","c":"Software and DevOps","r":"browser-use/macos-harness","rt":"macOS Harness","rs":"browser-use-macos-harness","u":"/use-cases/browser-use-macos-harness/check-app-state-after-each-action/","b":false,"f":false,"sc":0.8},{"id":"bybit-exchange-svg-diagram--draw-lint-clean-svg-diagram","t":"Draw a flowchart or architecture diagram as lint-clean SVG","s":"Have your agent hand-place an SVG diagram in the house style and confirm it with svg-lint.","w":"A developer writing a README or docs page who needs a diagram that matches a consistent style and renders on GitHub.","o":"A plain SVG file with every coordinate chosen and annotated, reported by svg-lint as 0 errors and 0 warnings.","c":"Software and DevOps","r":"bybit-exchange/svg-diagram","rt":"SVG Diagram","rs":"bybit-exchange-svg-diagram","u":"/use-cases/bybit-exchange-svg-diagram/draw-lint-clean-svg-diagram/","b":true,"f":false,"sc":1.0},{"id":"bybit-exchange-svg-diagram--lint-svg-and-read-json-findings","t":"Lint an existing SVG and read findings as JSON","s":"Run svg-lint on a diagram and get each violation with its check id and repair line.","w":"An engineer or agent reviewing a diagram in a pull request who needs to know exactly what breaks the house style.","o":"A list of findings with check ids and repair lines in JSON, plus a clear pass or fail based on 0 errors and 0 warnings.","c":"Software and DevOps","r":"bybit-exchange/svg-diagram","rt":"SVG Diagram","rs":"bybit-exchange-svg-diagram","u":"/use-cases/bybit-exchange-svg-diagram/lint-svg-and-read-json-findings/","b":false,"f":false,"sc":0.9},{"id":"bybit-exchange-svg-diagram--draw-cjk-labelled-sequence-diagram","t":"Draw a sequence or data-flow diagram with CJK labels","s":"Get an agent to size Chinese, Japanese or Korean labels correctly so text stays inside its boxes.","w":"A technical writer producing a document with CJK labels who needs a sequence or data-flow diagram that does not overflow.","o":"An SVG sequence or data-flow diagram whose CJK labels are sized from the CJK width column and pass the lint checks.","c":"Software and DevOps","r":"bybit-exchange/svg-diagram","rt":"SVG Diagram","rs":"bybit-exchange-svg-diagram","u":"/use-cases/bybit-exchange-svg-diagram/draw-cjk-labelled-sequence-diagram/","b":false,"f":false,"sc":0.8},{"id":"cablate-ctx-handoff-mod--hand-off-full-context-to-fresh-chat","t":"Hand off a full Claude Code session to a fresh chat","s":"Automatically write a summary, clear a nearly full conversation and continue in a new one with the work intact.","w":"A developer in a long Claude Code session on a large-context model who keeps hitting the context limit mid-task.","o":"At the threshold, a summary is written, the conversation is cleared and a fresh one continues, with anything typed in the meantime carried over.","c":"Software and DevOps","r":"cablate/ctx-handoff-mod","rt":"CTX Handoff Mod","rs":"cablate-ctx-handoff-mod","u":"/use-cases/cablate-ctx-handoff-mod/hand-off-full-context-to-fresh-chat/","b":true,"f":false,"sc":1.0},{"id":"cablate-ctx-handoff-mod--keep-cache-warm-while-away","t":"Keep a long chat's cache warm while you step away","s":"Send small keep-alive requests during idle time, then resume the saved handoff or the same chat on return.","w":"A developer who leaves a large Claude Code conversation for an hour or more and dreads the full-price reread on return.","o":"The cache is kept warm for up to about 4 hours, and on return you choose to start fresh from the saved summary or stay where you were.","c":"Software and DevOps","r":"cablate/ctx-handoff-mod","rt":"CTX Handoff Mod","rs":"cablate-ctx-handoff-mod","u":"/use-cases/cablate-ctx-handoff-mod/keep-cache-warm-while-away/","b":false,"f":false,"sc":0.9},{"id":"cablate-ctx-handoff-mod--turn-repeated-instructions-into-project-notes","t":"Turn repeated instructions into project notes","s":"Save the preferences, corrections and facts you keep repeating into a notes file loaded into every new chat.","w":"A developer who keeps re-teaching Claude the same project conventions across new conversations.","o":"Preferences, corrections and facts are kept in one Markdown notes file per project, and an instruction repeated three times becomes a line in your repo.","c":"Software and DevOps","r":"cablate/ctx-handoff-mod","rt":"CTX Handoff Mod","rs":"cablate-ctx-handoff-mod","u":"/use-cases/cablate-ctx-handoff-mod/turn-repeated-instructions-into-project-notes/","b":false,"f":false,"sc":0.8},{"id":"cablate-ctx-handoff-mod--approve-guards-for-recurring-claude-mistakes","t":"Approve guards for mistakes Claude keeps repeating","s":"Review drafted tool-call checks that remind or block Claude, and apply only the ones you approve.","w":"A developer whose Claude Code sessions keep retrying failing commands or saying done without testing.","o":"Claude gets a one-line nudge right away, and ctx-handoff drafts guards that apply only after you say yes.","c":"Software and DevOps","r":"cablate/ctx-handoff-mod","rt":"CTX Handoff Mod","rs":"cablate-ctx-handoff-mod","u":"/use-cases/cablate-ctx-handoff-mod/approve-guards-for-recurring-claude-mistakes/","b":false,"f":false,"sc":0.7},{"id":"calesthio-openmontage--build-real-footage-documentary-montage","t":"Build a real-footage documentary montage for free","s":"Have an agent assemble a real-footage montage from free archives and stock with music and no narration.","w":"A filmmaker or content creator who needs a moody B-roll piece and wants to avoid stock licensing fees.","o":"A rendered 75-second montage built from free open archives and stock footage, with music and the requested tone.","c":"Content","r":"calesthio/OpenMontage","rt":"Open Montage","rs":"calesthio-openmontage","u":"/use-cases/calesthio-openmontage/build-real-footage-documentary-montage/","b":true,"f":false,"sc":1.0},{"id":"calesthio-openmontage--plan-video-from-reference-short","t":"Turn a reference Short into a grounded production plan","s":"Paste a Short you like and get concepts, a tool path, and a cost estimate before generation starts.","w":"A social media creator who wants to copy the pacing and structure of a viral clip for a new topic.","o":"Two or three concepts that state what is kept from the reference, what changes, the cost at the target length, and a sample to review.","c":"Content","r":"calesthio/OpenMontage","rt":"Open Montage","rs":"calesthio-openmontage","u":"/use-cases/calesthio-openmontage/plan-video-from-reference-short/","b":false,"f":false,"sc":0.9},{"id":"calesthio-openmontage--make-zero-key-animated-explainer","t":"Make an animated explainer with no paid API keys","s":"Generate a narrated animated explainer using free Piper narration and Remotion composition.","w":"A teacher or developer who wants a short explainer video and has no budget for paid AI services.","o":"A rendered 60-second animated explainer with offline narration, built from the free tools in the default setup.","c":"Content","r":"calesthio/OpenMontage","rt":"Open Montage","rs":"calesthio-openmontage","u":"/use-cases/calesthio-openmontage/make-zero-key-animated-explainer/","b":false,"f":false,"sc":0.8},{"id":"calesthio-openmontage--approve-visuals-with-backlot-storyboard","t":"Approve scenes on a live storyboard before rendering","s":"Review takes, prompts, cost, and quality scores in Backlot before the final render starts.","w":"A producer who needs to check every scene and spend before paying for a full render.","o":"Scene-by-scene approval on a contact sheet, with each provider decision and dollar spent visible before the render.","c":"Content","r":"calesthio/OpenMontage","rt":"Open Montage","rs":"calesthio-openmontage","u":"/use-cases/calesthio-openmontage/approve-visuals-with-backlot-storyboard/","b":false,"f":false,"sc":0.7},{"id":"calesthio-openmontage--connect-paid-video-providers","t":"Add paid video providers to expand generation options","s":"Add API keys to .env so the agent can use hosted image and video models for higher-end scenes.","w":"A studio or creator who needs generated motion clips beyond free stock and has accounts with a provider.","o":"A configured .env with the chosen provider keys, and a confirmed tool list the agent can use.","c":"Content","r":"calesthio/OpenMontage","rt":"Open Montage","rs":"calesthio-openmontage","u":"/use-cases/calesthio-openmontage/connect-paid-video-providers/","b":false,"f":false,"sc":0.6},{"id":"callstackincubator-codex-mobile-dev-plugin--run-expo-app-in-simulator-beside-chat","t":"Run an Expo app in a simulator beside your chat","s":"Install Mobile Dev, pick a simulator, and have Codex build and run your app in view.","w":"A mobile developer working on an Expo or React Native app in Codex who wants to see the app running while asking Codex for changes.","o":"The app builds and runs on a simulator shown next to the Codex chat, and you can keep iterating from the same conversation.","c":"Software and DevOps","r":"callstackincubator/codex-mobile-dev-plugin","rt":"Codex Mobile Dev Plugin","rs":"callstackincubator-codex-mobile-dev-plugin","u":"/use-cases/callstackincubator-codex-mobile-dev-plugin/run-expo-app-in-simulator-beside-chat/","b":true,"f":false,"sc":1.0},{"id":"callstackincubator-codex-mobile-dev-plugin--debug-app-errors-from-combined-logs","t":"Debug an app error from combined native and JS logs","s":"Read iOS, Android, and Metro logs together and send a failing stack trace to Codex.","w":"A developer whose app shows a crash or runtime error and who needs the native and JavaScript side of the failure in one place.","o":"Codex receives the error and its stack trace from the logs and proposes a fix grounded in the actual failure.","c":"Software and DevOps","r":"callstackincubator/codex-mobile-dev-plugin","rt":"Codex Mobile Dev Plugin","rs":"callstackincubator-codex-mobile-dev-plugin","u":"/use-cases/callstackincubator-codex-mobile-dev-plugin/debug-app-errors-from-combined-logs/","b":false,"f":false,"sc":0.9},{"id":"callstackincubator-codex-mobile-dev-plugin--annotate-ui-element-for-codex-fix","t":"Point Codex at a UI element to fix it","s":"Select an element on the device and attach an instruction with component details.","w":"A developer or designer who sees a layout or behavior problem on screen and wants Codex to fix the exact component.","o":"Codex receives the selected element with its instruction and, when available, React Native component and source details, and edits the right code.","c":"Software and DevOps","r":"callstackincubator/codex-mobile-dev-plugin","rt":"Codex Mobile Dev Plugin","rs":"callstackincubator-codex-mobile-dev-plugin","u":"/use-cases/callstackincubator-codex-mobile-dev-plugin/annotate-ui-element-for-codex-fix/","b":false,"f":false,"sc":0.8},{"id":"callstackincubator-codex-mobile-dev-plugin--record-and-compare-app-performance","t":"Record CPU, memory, and FPS and compare two runs","s":"Capture an interaction on a device and ask Codex to compare it with an earlier run.","w":"A developer who suspects a screen got slower or janky after a change and needs measured numbers before and after.","o":"You get recorded CPU, memory, and Display FPS data for an interaction, plus a comparison of two runs in chat.","c":"Software and DevOps","r":"callstackincubator/codex-mobile-dev-plugin","rt":"Codex Mobile Dev Plugin","rs":"callstackincubator-codex-mobile-dev-plugin","u":"/use-cases/callstackincubator-codex-mobile-dev-plugin/record-and-compare-app-performance/","b":false,"f":false,"sc":0.7},{"id":"calmrocks-ai-engineer-notebooks--build-rag-qa-with-golden-set","t":"Build a RAG question-answering prototype with a golden set","s":"Build retrieval-augmented answers from raw API calls, then score them against a golden set.","w":"A backend engineer assigned a first document Q&A feature who needs to show it works before it ships.","o":"A working retrieve, augment, generate loop with a golden set of questions and a measured pass rate.","c":"Software and DevOps","r":"calmrocks/ai-engineer-notebooks","rt":"AI Engineer Notebooks","rs":"calmrocks-ai-engineer-notebooks","u":"/use-cases/calmrocks-ai-engineer-notebooks/build-rag-qa-with-golden-set/","b":true,"f":false,"sc":1.0},{"id":"calmrocks-ai-engineer-notebooks--gate-prompt-changes-with-regression-evals","t":"Catch quality regressions before a prompt or model change ships","s":"Run an eval suite on every prompt or model change and compare results to the baseline.","w":"An AI engineer or tech lead who keeps changing prompts or swapping models and cannot tell whether quality went up or down.","o":"A repeatable eval run that compares a candidate prompt or model to the current one and flags regressions.","c":"Software and DevOps","r":"calmrocks/ai-engineer-notebooks","rt":"AI Engineer Notebooks","rs":"calmrocks-ai-engineer-notebooks","u":"/use-cases/calmrocks-ai-engineer-notebooks/gate-prompt-changes-with-regression-evals/","b":false,"f":false,"sc":0.9},{"id":"calmrocks-ai-engineer-notebooks--test-agent-against-prompt-injection","t":"Test an agent against prompt injection before it touches real data","s":"Run direct and indirect injection attacks on a tool-using agent, then add defenses and retest.","w":"A security-minded engineer who has been asked to sign off on an LLM feature that reads external content and calls tools.","o":"A list of working attacks against the agent, the defenses that stopped them, and the attacks that still got through.","c":"Software and DevOps","r":"calmrocks/ai-engineer-notebooks","rt":"AI Engineer Notebooks","rs":"calmrocks-ai-engineer-notebooks","u":"/use-cases/calmrocks-ai-engineer-notebooks/test-agent-against-prompt-injection/","b":false,"f":false,"sc":0.8},{"id":"calmrocks-ai-engineer-notebooks--decide-pipeline-or-agent-with-cost-data","t":"Decide between a fixed pipeline and an agent using cost and latency data","s":"Compare a fixed pipeline with an agent loop on cost, latency, and quality before you pick one.","w":"A solutions engineer or architect who has to recommend an architecture for a customer task and must justify the cost.","o":"A side-by-side comparison of a pipeline and an agent on the same task, with a reasoned recommendation.","c":"Software and DevOps","r":"calmrocks/ai-engineer-notebooks","rt":"AI Engineer Notebooks","rs":"calmrocks-ai-engineer-notebooks","u":"/use-cases/calmrocks-ai-engineer-notebooks/decide-pipeline-or-agent-with-cost-data/","b":false,"f":false,"sc":0.7},{"id":"calmrocks-ai-engineer-notebooks--add-structured-output-and-tool-calls","t":"Get reliable JSON and tool calls from a model in a backend service","s":"Make a model return valid structured output and handle tool-call errors in a service.","w":"A backend engineer adding an LLM step to an existing service that needs typed data back from the model.","o":"A tested integration that parses structured output, calls tools, and handles the error paths.","c":"Software and DevOps","r":"calmrocks/ai-engineer-notebooks","rt":"AI Engineer Notebooks","rs":"calmrocks-ai-engineer-notebooks","u":"/use-cases/calmrocks-ai-engineer-notebooks/add-structured-output-and-tool-calls/","b":false,"f":false,"sc":0.6},{"id":"canivel-dynolab--run-claude-code-on-local-model","t":"Run Claude Code or Codex on a model you own","s":"Launch Claude Code or Codex so the model answers on your Mac instead of a vendor server.","w":"A developer who has downloaded an open model and wants a coding agent that runs locally on their Mac.","o":"A Claude Code or Codex session served by a model on your Mac, with web search available as the README describes.","c":"Research","r":"canivel/dynolab","rt":"Dynolab","rs":"canivel-dynolab","u":"/use-cases/canivel-dynolab/run-claude-code-on-local-model/","b":true,"f":false,"sc":1.0},{"id":"canivel-dynolab--test-agent-team-under-a-rule","t":"Test whether an agent breaks a rule to reach a goal","s":"Set up a team sandbox test and read the Observer report on who broke what.","w":"A safety researcher who wants to check how a model-driven agent behaves when its only route to a goal is forbidden.","o":"An agent sandbox test with a hidden Observer report that records rule breaks, requests and whether the final report matches the logs.","c":"Research","r":"canivel/dynolab","rt":"Dynolab","rs":"canivel-dynolab","u":"/use-cases/canivel-dynolab/test-agent-team-under-a-rule/","b":false,"f":false,"sc":0.9},{"id":"canivel-dynolab--reproduce-identifier-fidelity-probe","t":"Reproduce the identifier-fidelity probe experiment","s":"Rerun the saved Qwen3.8 probe and compare it with the token-count baseline.","w":"An interpretability researcher who wants to check a published probe result on their own Mac.","o":"A local rerun of the saved layer-32 probe with held-out results and input-only controls, set against the README's reported figures.","c":"Research","r":"canivel/dynolab","rt":"Dynolab","rs":"canivel-dynolab","u":"/use-cases/canivel-dynolab/reproduce-identifier-fidelity-probe/","b":false,"f":false,"sc":0.8},{"id":"canivel-dynolab--keep-a-local-research-notebook","t":"Keep a local notebook of a research question","s":"Store prompts, results and observations for one question in Lab → Studies.","w":"A researcher who runs many model tests and loses track of which results belong to which question.","o":"A saved study with your question, prompts, results, observations and revisions, with incomplete runs marked.","c":"Research","r":"canivel/dynolab","rt":"Dynolab","rs":"canivel-dynolab","u":"/use-cases/canivel-dynolab/keep-a-local-research-notebook/","b":false,"f":false,"sc":0.7},{"id":"canivel-dynolab--script-experiments-with-the-python-sdk","t":"Script repeat experiments with the Python SDK","s":"Run saved experiments from code and collect results as jobs and artifacts.","w":"A developer who needs to rerun the same interpretability experiment across many prompts or settings.","o":"A script that submits experiments through the SDK and saves their results as artifacts you can reopen.","c":"Research","r":"canivel/dynolab","rt":"Dynolab","rs":"canivel-dynolab","u":"/use-cases/canivel-dynolab/script-experiments-with-the-python-sdk/","b":false,"f":false,"sc":0.6},{"id":"carasibana-comfyui-h3-facerefine--refine-small-faces-in-h3-video","t":"Refine small faces in a MiniMax H3 video","s":"Track each face per frame, crop to it, re-generate it with H3, and stitch it back into the clip.","w":"A video creator whose MiniMax H3 clip has smeared faces because the head fills only a small part of the frame.","o":"A composited video where the small face is re-generated from a normalized crop and the rest of the frame keeps its original pixels.","c":"Content","r":"Carasibana/ComfyUI-H3-FaceRefine","rt":"Comfy UI H3 Face Refine","rs":"carasibana-comfyui-h3-facerefine","u":"/use-cases/carasibana-comfyui-h3-facerefine/refine-small-faces-in-h3-video/","b":true,"f":false,"sc":1.0},{"id":"carasibana-comfyui-h3-facerefine--pick-the-right-face-in-multi-person-clip","t":"Pick the right face in a multi-person video","s":"Choose the subject per shot by eye so the tracker stays on the right person across hard cuts.","w":"An editor with a clip showing several people, where the tracker might follow someone other than the intended subject.","o":"A subject chosen once per shot before the graph runs, so the crop follows the intended person through the whole clip.","c":"Content","r":"Carasibana/ComfyUI-H3-FaceRefine","rt":"Comfy UI H3 Face Refine","rs":"carasibana-comfyui-h3-facerefine","u":"/use-cases/carasibana-comfyui-h3-facerefine/pick-the-right-face-in-multi-person-clip/","b":false,"f":false,"sc":0.9},{"id":"carasibana-comfyui-h3-facerefine--check-face-crop-before-full-render","t":"Check the face crop before a full H3 render","s":"Use preview output to confirm the crop sits still on the subject before spending a full H3 render.","w":"A VFX artist or creator who wants to avoid wasting a long H3 render on a crop that wobbles or jumps to another person.","o":"A short check that shows whether the box holds still on the subject and which frames the subject was lost, before the full run.","c":"Content","r":"Carasibana/ComfyUI-H3-FaceRefine","rt":"Comfy UI H3 Face Refine","rs":"carasibana-comfyui-h3-facerefine","u":"/use-cases/carasibana-comfyui-h3-facerefine/check-face-crop-before-full-render/","b":false,"f":false,"sc":0.8},{"id":"carloslfu-slotstream--private-offline-chat-on-mac","t":"Chat with a large model offline on your Mac","s":"Install Slotstream and get a first offline reply from a 125B model on a 16 to 64 GB Mac.","w":"A Mac owner who wants a capable AI assistant without a cloud account and whose Mac has less memory than the model normally needs.","o":"A downloaded model that answers questions on the Mac with no Python setup and no cloud account after the one-time download.","c":"Software and DevOps","r":"carloslfu/slotstream","rt":"Slotstream","rs":"carloslfu-slotstream","u":"/use-cases/carloslfu-slotstream/private-offline-chat-on-mac/","b":true,"f":false,"sc":1.0},{"id":"carloslfu-slotstream--run-claude-code-on-local-model","t":"Code with Claude Code on a local model","s":"Start Claude Code connected to the Slotstream local model with one command.","w":"A developer who uses Claude Code and wants coding help that runs on their own Mac instead of a hosted model.","o":"Claude Code running against the local Qwen3.8-Flash-Next model, with the Slotstream server started in the background.","c":"Software and DevOps","r":"carloslfu/slotstream","rt":"Slotstream","rs":"carloslfu-slotstream","u":"/use-cases/carloslfu-slotstream/run-claude-code-on-local-model/","b":false,"f":false,"sc":0.9},{"id":"carloslfu-slotstream--run-codex-on-local-model","t":"Use Codex with a local model on your Mac","s":"Launch Codex against the Slotstream model so code tasks stay on your machine.","w":"A developer who uses Codex and wants code tasks handled on a private local model.","o":"Codex connected to the local model through one launch command, with the server started automatically if none is running.","c":"Software and DevOps","r":"carloslfu/slotstream","rt":"Slotstream","rs":"carloslfu-slotstream","u":"/use-cases/carloslfu-slotstream/run-codex-on-local-model/","b":false,"f":false,"sc":0.8},{"id":"carloslfu-slotstream--connect-own-app-to-local-api","t":"Connect your own app to a local model API","s":"Run the Slotstream server and point an Ollama or OpenAI client at it.","w":"A developer building an app or script that calls an LLM and wants a local endpoint with no external API key.","o":"A local server on the Mac that answers requests from Ollama-style or OpenAI-style clients.","c":"Software and DevOps","r":"carloslfu/slotstream","rt":"Slotstream","rs":"carloslfu-slotstream","u":"/use-cases/carloslfu-slotstream/connect-own-app-to-local-api/","b":false,"f":false,"sc":0.7},{"id":"cbrock84-headcount--review-design-before-build","t":"Review a design for threats before building it","s":"Load the security threat-modeling skill to find assets, entry points, and trust boundaries in a planned design.","w":"An engineer or tech lead with a design doc for a new feature who wants security issues found before code is written.","o":"A threat model for the design that names the assets worth attacking, the entry points, the trust boundaries, and the controls that address them.","c":"Work and operations","r":"cbrock84/headcount","rt":"Headcount","rs":"cbrock84-headcount","u":"/use-cases/cbrock84-headcount/review-design-before-build/","b":true,"f":false,"sc":1.0},{"id":"cbrock84-headcount--check-hire-affordability","t":"Check whether a planned hire is affordable","s":"Use the finance unit-economics skill to test a hire against your revenue and cost figures.","w":"A founder or operator deciding whether the company can carry a new salary.","o":"An assessment of whether the hire fits the business numbers you provide, based on the unit-economics skill.","c":"Work and operations","r":"cbrock84/headcount","rt":"Headcount","rs":"cbrock84-headcount","u":"/use-cases/cbrock84-headcount/check-hire-affordability/","b":false,"f":false,"sc":0.9},{"id":"cbrock84-headcount--diagnose-landing-page-conversion","t":"Diagnose why a landing page is not converting","s":"Load the demand-generation landing-page CRO skill to find the likely causes of low conversion.","w":"A marketer or founder whose landing page gets visits but few sign-ups.","o":"A diagnosis of the conversion problem on the page you share, with the specific changes the skill suggests.","c":"Work and operations","r":"cbrock84/headcount","rt":"Headcount","rs":"cbrock84-headcount","u":"/use-cases/cbrock84-headcount/diagnose-landing-page-conversion/","b":false,"f":false,"sc":0.8},{"id":"cbrock84-headcount--pressure-test-a-decision","t":"Pressure-test a business decision before committing","s":"Use the CEO advisor skill to surface the assumption a plan rests on and the case against it.","w":"A founder or executive about to commit to a plan, hire, or product bet.","o":"The key assumption, the strongest case against the decision, and what would have to be true for it to work.","c":"Work and operations","r":"cbrock84/headcount","rt":"Headcount","rs":"cbrock84-headcount","u":"/use-cases/cbrock84-headcount/pressure-test-a-decision/","b":false,"f":false,"sc":0.7},{"id":"cdcailf-cjkfold--check-pdf-text-for-lookalikes","t":"Check PDF-extracted Chinese text for look-alike glyphs","s":"Find Kangxi and radical look-alike characters in extracted text and fail an ingest run on them.","w":"A developer whose PDF ingest pipeline returns missed keyword matches on Chinese documents and needs to find out why.","o":"A report that lists each look-alike with its line, column and ordinary replacement, plus an exit code a pipeline can act on.","c":"Software and DevOps","r":"cdcailf/cjkfold","rt":"Cjkfold","rs":"cdcailf-cjkfold","u":"/use-cases/cdcailf-cjkfold/check-pdf-text-for-lookalikes/","b":true,"f":false,"sc":1.0},{"id":"cdcailf-cjkfold--fold-rag-corpus-and-queries","t":"Fold a RAG corpus and its queries so Chinese terms match","s":"Apply folding on the way into the index and on the way out, then restore verbatim matches with rerank.","w":"An engineer running a retrieval pipeline over Chinese PDFs whose vector search ranks unrelated short documents above the one that contains the query verbatim.","o":"A pipeline where the corpus and the query are folded the same way, and the verbatim matches are moved back to the top of the results.","c":"Software and DevOps","r":"cdcailf/cjkfold","rt":"Cjkfold","rs":"cdcailf-cjkfold","u":"/use-cases/cdcailf-cjkfold/fold-rag-corpus-and-queries/","b":false,"f":false,"sc":0.9},{"id":"cdcailf-cjkfold--scan-corpus-for-invisible-characters","t":"Audit a folder of extracted text for hidden characters","s":"Scan a whole folder for look-alikes, compatibility characters and invisible characters in one report.","w":"A data engineer who has inherited a folder of extracted text and needs to know what kinds of hidden problems it contains.","o":"A per-file report that groups findings by class and says what can be fixed by folding, by NFKC, by stripping or only by hand.","c":"Software and DevOps","r":"cdcailf/cjkfold","rt":"Cjkfold","rs":"cdcailf-cjkfold","u":"/use-cases/cdcailf-cjkfold/scan-corpus-for-invisible-characters/","b":false,"f":false,"sc":0.8},{"id":"cdcailf-cjkfold--fold-extracted-text-in-place","t":"Rewrite extracted text files with look-alikes folded","s":"Replace look-alike glyphs in your text files directly, after confirming what will change.","w":"A developer or analyst with a set of extracted Chinese text files who wants clean copies ready for search or comparison.","o":"Text files where the look-alike glyphs are replaced by the characters they imitate, with a report of what changed.","c":"Software and DevOps","r":"cdcailf/cjkfold","rt":"Cjkfold","rs":"cdcailf-cjkfold","u":"/use-cases/cdcailf-cjkfold/fold-extracted-text-in-place/","b":false,"f":false,"sc":0.7},{"id":"ceyyy427-finathink--run-offline-research-sample-and-open-report","t":"Run the offline research sample and open its workbench","s":"Start the local app on bundled fixtures and inspect the staged research workbench without any external services.","w":"A new user or developer who wants to see how a full research run is recorded before using their own data.","o":"A running local app serving the /workbench page, showing staged analyst, research, quant, risk and paper decision records from the sample fixtures.","c":"Money","r":"ceyyy427/finathink","rt":"Finathink","rs":"ceyyy427-finathink","u":"/use-cases/ceyyy427-finathink/run-offline-research-sample-and-open-report/","b":true,"f":false,"sc":1.0},{"id":"ceyyy427-finathink--connect-own-data-api-with-point-in-time-checks","t":"Normalize your own data API into point-in-time batches","s":"Save a data connection, map its fields, run a trial pull and check PIT status and fingerprints before research uses it.","w":"A researcher with an existing market data API who wants its data checked for point-in-time correctness before running any analysis.","o":"A normalized DataBatch with recorded data fingerprint, field quality, source notes and point-in-time status, with credential values kept out of research records.","c":"Money","r":"ceyyy427/finathink","rt":"Finathink","rs":"ceyyy427-finathink","u":"/use-cases/ceyyy427-finathink/connect-own-data-api-with-point-in-time-checks/","b":false,"f":false,"sc":0.9},{"id":"ceyyy427-finathink--audit-why-paper-decision-card-is-blocked","t":"Trace why a paper decision card cannot be executed","s":"Follow the risk, portfolio and quant gates to see which stage kept a paper decision card in a non-executable state.","w":"A strategy reviewer or AI agent that has received a paper decision card and must explain whether it is actionable.","o":"A written audit that names each failed or passed stage (PIT, liquidity, concentration, drawdown, stress, quant) and states the decision card status.","c":"Money","r":"ceyyy427/finathink","rt":"Finathink","rs":"ceyyy427-finathink","u":"/use-cases/ceyyy427-finathink/audit-why-paper-decision-card-is-blocked/","b":false,"f":false,"sc":0.8},{"id":"charlesfeng0314-jev-sees--answer-color-question-per-object-in-photo","t":"Ask JEV a color question about each object in a photo","s":"Detect objects in one image and get a per-object color answer from a fixed list of options.","w":"A developer or analyst with a single photo who needs to label an attribute, such as the color of each vehicle, and wants structured rows back.","o":"A terminal table with one row per detected object showing the object ID, the chosen color, and a confidence value.","c":"Research","r":"CharlesFeng0314/JEV_sees","rt":"JEV Sees","rs":"charlesfeng0314-jev-sees","u":"/use-cases/charlesfeng0314-jev-sees/answer-color-question-per-object-in-photo/","b":true,"f":false,"sc":1.0},{"id":"charlesfeng0314-jev-sees--track-pedestrian-risk-across-traffic-clip","t":"Score each tracked pedestrian's accident probability in a clip","s":"Get a per-frame probability for every tracked pedestrian in a short traffic video segment.","w":"A traffic safety analyst reviewing a dashcam or street camera clip who needs to see which pedestrians are judged as involved in a car accident in the current frame.","o":"A table of frame indexes, video times, object IDs, and probabilities for each pedestrian in the chosen segment.","c":"Research","r":"CharlesFeng0314/JEV_sees","rt":"JEV Sees","rs":"charlesfeng0314-jev-sees","u":"/use-cases/charlesfeng0314-jev-sees/track-pedestrian-risk-across-traffic-clip/","b":false,"f":false,"sc":0.9},{"id":"charlesfeng0314-jev-sees--label-animal-motion-state-in-video","t":"Label each tracked animal's motion state in a video","s":"Assign stationary, walking, running, or uncertain to every tracked animal in a clip.","w":"A wildlife researcher or pet owner with a camera recording who wants a timeline of how an animal is moving.","o":"A list of frames with object IDs, labels, and a motion choice with confidence for each sampled frame.","c":"Research","r":"CharlesFeng0314/JEV_sees","rt":"JEV Sees","rs":"charlesfeng0314-jev-sees","u":"/use-cases/charlesfeng0314-jev-sees/label-animal-motion-state-in-video/","b":false,"f":false,"sc":0.8},{"id":"charlesfeng0314-jev-sees--grade-package-obstruction-in-warehouse-photo","t":"Grade how obstructed each package is in a photo","s":"Score every detected package in a warehouse image against a rubric you define.","w":"A warehouse operations lead who reviews shelf or dock photos and needs a consistent obstruction grade for each package.","o":"A structured export of one score per package, with the rubric text the application supplied.","c":"Research","r":"CharlesFeng0314/JEV_sees","rt":"JEV Sees","rs":"charlesfeng0314-jev-sees","u":"/use-cases/charlesfeng0314-jev-sees/grade-package-obstruction-in-warehouse-photo/","b":false,"f":false,"sc":0.7},{"id":"charlesfeng0314-jev-sees--ask-jev-about-rgbd-camera-objects-live","t":"Ask JEV questions about objects from a live RGB-D camera","s":"Feed RGB and depth frames into a loop and ask JEV about detected objects with 3D positions.","w":"A robotics developer whose camera publishes RGB and depth frames and who needs answers about objects that include metric positions.","o":"A running camera loop that prints JEV answers for each observed object, with distances when camera intrinsics are provided.","c":"Research","r":"CharlesFeng0314/JEV_sees","rt":"JEV Sees","rs":"charlesfeng0314-jev-sees","u":"/use-cases/charlesfeng0314-jev-sees/ask-jev-about-rgbd-camera-objects-live/","b":false,"f":false,"sc":0.6},{"id":"chelinho139-wow-ai--chat-with-coding-agent-in-game","t":"Ask your coding agent questions from inside WoW","s":"Run the bridge, then send a task from the game and get pinged when the agent replies.","w":"A WoW: Forever player who already uses Claude Code or Codex and wants answers without alt-tabbing while questing.","o":"Your agent replies inside the game window, with the whisper sound and a live progress view while it works.","c":"Games and hobbies","r":"chelinho139/wow-ai","rt":"Wow AI","rs":"chelinho139-wow-ai","u":"/use-cases/chelinho139-wow-ai/chat-with-coding-agent-in-game/","b":true,"f":false,"sc":1.0},{"id":"chelinho139-wow-ai--draw-quest-route-on-world-map","t":"Get a numbered quest route drawn on your world map","s":"Ask the agent for a route and follow the navigator arrow from stop to stop.","w":"A questing player with a long list of stops who wants the order and locations shown on the map instead of planned by hand.","o":"The world map shows numbered stops and marks, and a navigator arrow walks you from one stop to the next.","c":"Games and hobbies","r":"chelinho139/wow-ai","rt":"Wow AI","rs":"chelinho139-wow-ai","u":"/use-cases/chelinho139-wow-ai/draw-quest-route-on-world-map/","b":false,"f":false,"sc":0.9},{"id":"chelinho139-wow-ai--make-macro-from-chat-reply","t":"Turn a chat request into a macro on your action bar","s":"Ask for a macro, click Create macro, and drop it on an action bar from the cursor.","w":"A player who wants a custom macro but does not want to write the syntax by hand.","o":"The macro is saved to your game and placed on your cursor, ready to drop on an action bar, and you can undo it.","c":"Games and hobbies","r":"chelinho139/wow-ai","rt":"Wow AI","rs":"chelinho139-wow-ai","u":"/use-cases/chelinho139-wow-ai/make-macro-from-chat-reply/","b":false,"f":false,"sc":0.8},{"id":"chelinho139-wow-ai--find-herb-and-ore-spawns-on-map","t":"See herb and ore spawns on your world map","s":"Use two slash commands to show gathering nodes filtered by your skill.","w":"A gathering player who wants to find herb or ore nodes without checking each zone by hand.","o":"Herb or ore spawns appear on your world map, filtered to your gathering skill.","c":"Games and hobbies","r":"chelinho139/wow-ai","rt":"Wow AI","rs":"chelinho139-wow-ai","u":"/use-cases/chelinho139-wow-ai/find-herb-and-ore-spawns-on-map/","b":false,"f":false,"sc":0.7},{"id":"chenxiachan-textfold--read-a-paper-in-five-levels","t":"Read a long paper from overview to full text","s":"Paste an arXiv or PubMed Central link and read the paper one level at a time.","w":"A researcher or student who has a long paper to understand quickly and needs to decide which parts deserve a close read.","o":"A folded view of the paper as a map of its sections, which you zoom into to reach the exact sentences you need.","c":"Research","r":"chenxiachan/textfold","rt":"Textfold","rs":"chenxiachan-textfold","u":"/use-cases/chenxiachan-textfold/read-a-paper-in-five-levels/","b":true,"f":false,"sc":1.0},{"id":"chenxiachan-textfold--let-an-agent-read-a-document-by-level","t":"Let an agent read a document map first, then one section","s":"Give an agent a command that returns a document one level at a time, coarsest first.","w":"A developer or analyst whose agent or script has to process long documents without filling its context window with the whole text.","o":"The agent reads the section map first, then pulls only the sections it needs at a chosen level.","c":"Research","r":"chenxiachan/textfold","rt":"Textfold","rs":"chenxiachan-textfold","u":"/use-cases/chenxiachan-textfold/let-an-agent-read-a-document-by-level/","b":false,"f":false,"sc":0.9},{"id":"chenxiachan-textfold--fold-claude-code-replies","t":"Fold long Claude Code replies to a level you can scan","s":"Install the TextFold mod so every Claude Code reply shows five levels, from one sentence to full text.","w":"A developer who gets long Claude Code replies and wants to read the answer first and expand only what matters.","o":"Each reply can be shown at the level you press, from the one-sentence gist to every word Claude wrote.","c":"Research","r":"chenxiachan/textfold","rt":"Textfold","rs":"chenxiachan-textfold","u":"/use-cases/chenxiachan-textfold/fold-claude-code-replies/","b":false,"f":false,"sc":0.8},{"id":"chenxiachan-textfold--save-a-folded-page-to-share","t":"Export a folded paper as one page that opens without a server","s":"Export a paper's levels as a single HTML file to share or keep offline.","w":"A reader who wants to pass a summarized paper to a colleague or keep a copy that opens in any browser.","o":"One HTML file with the levels, your chosen notes, and optionally the original PDF beside the text.","c":"Research","r":"chenxiachan/textfold","rt":"Textfold","rs":"chenxiachan-textfold","u":"/use-cases/chenxiachan-textfold/save-a-folded-page-to-share/","b":false,"f":false,"sc":0.7},{"id":"chenxiachan-textfold--read-a-zotero-library-in-levels","t":"Open your Zotero library items as folded text","s":"Connect TextFold to the Zotero 7 app and read any library item in five levels.","w":"A researcher who keeps papers in Zotero and wants to read them in levels without moving files around.","o":"Your Zotero collections open in TextFold, and any item reads in levels with the title, authors, and citekey you entered in Zotero.","c":"Research","r":"chenxiachan/textfold","rt":"Textfold","rs":"chenxiachan-textfold","u":"/use-cases/chenxiachan-textfold/read-a-zotero-library-in-levels/","b":false,"f":false,"sc":0.6},{"id":"chienbm98-foxprofile--isolate-multiple-accounts-per-profile","t":"Keep several accounts in separate browser identities","s":"Give each account its own fingerprint, cookies, proxy and timezone so sessions never mix.","w":"A social media or ecommerce operator who manages several accounts on one machine and needs each to look like its own device.","o":"Each account runs in its own profile with a stored device fingerprint, its own cookies and history, and a chosen proxy and locale.","c":"Work and operations","r":"chienbm98/foxprofile","rt":"Foxprofile","rs":"chienbm98-foxprofile","u":"/use-cases/chienbm98-foxprofile/isolate-multiple-accounts-per-profile/","b":true,"f":false,"sc":1.0},{"id":"chienbm98-foxprofile--let-ai-agent-browse-logged-in-profile","t":"Let an AI agent browse a logged-in profile","s":"Connect Claude Code to FoxProfile over MCP so the agent can open pages, click and take screenshots.","w":"A developer or analyst who wants an AI coding assistant to check a site inside a prepared browser profile instead of a fresh session.","o":"The agent launches a named profile, browses with its saved cookies, and returns a screenshot or page text.","c":"Work and operations","r":"chienbm98/foxprofile","rt":"Foxprofile","rs":"chienbm98-foxprofile","u":"/use-cases/chienbm98-foxprofile/let-ai-agent-browse-logged-in-profile/","b":false,"f":false,"sc":0.9},{"id":"chienbm98-foxprofile--run-profiles-on-vps-with-remote-screen","t":"Run profiles on a VPS and view their screens remotely","s":"Host FoxProfile in server mode and use the web panel to log in or solve captchas on hidden browsers.","w":"An operator who needs profiles running around the clock on a server, and who must step in by hand when a login or captcha appears.","o":"Profiles run hidden on the VPS, and the operator views a profile's screen in the web panel and clicks or types into it.","c":"Work and operations","r":"chienbm98/foxprofile","rt":"Foxprofile","rs":"chienbm98-foxprofile","u":"/use-cases/chienbm98-foxprofile/run-profiles-on-vps-with-remote-screen/","b":false,"f":false,"sc":0.8},{"id":"chienbm98-foxprofile--check-exit-ip-and-geo-before-testing","t":"Check exit IP, timezone and locale before a site test","s":"Confirm a proxy's country, timezone and datacenter status before a geo-specific test.","w":"A QA tester or web developer who must show a site as it appears to visitors in one country.","o":"A profile with a checked exit IP, a pinned timezone and a fixed locale, ready for a consistent test run.","c":"Work and operations","r":"chienbm98/foxprofile","rt":"Foxprofile","rs":"chienbm98-foxprofile","u":"/use-cases/chienbm98-foxprofile/check-exit-ip-and-geo-before-testing/","b":false,"f":false,"sc":0.7},{"id":"chienbm98-foxprofile--move-profiles-and-export-cookies","t":"Move profiles between machines and export cookies","s":"Export a profile as a ZIP and its cookies as cookies.txt for tools like yt-dlp or curl.","w":"A user moving a set of profiles to a new computer, or a developer who needs a session's cookies for a download script.","o":"A ZIP file holding the profile, with its fingerprint, that imports on another machine, plus a Netscape cookies.txt file for a download tool.","c":"Work and operations","r":"chienbm98/foxprofile","rt":"Foxprofile","rs":"chienbm98-foxprofile","u":"/use-cases/chienbm98-foxprofile/move-profiles-and-export-cookies/","b":false,"f":false,"sc":0.6},{"id":"chipfighter-context-attachment-manager--keep-long-codex-image-task-running","t":"Keep a long Codex image task going by unchecking old images","s":"Uncheck past images in the Context Assets panel so later requests stay small and the task keeps running.","w":"A designer or hobbyist generating many images with GPT in one long Codex task, whose requests start failing as the history grows.","o":"Unwanted images become short placeholders from the next message on, and the task and conversation stay the same.","c":"Software and DevOps","r":"chipfighter/context-attachment-manager","rt":"Context Attachment Manager","rs":"chipfighter-context-attachment-manager","u":"/use-cases/chipfighter-context-attachment-manager/keep-long-codex-image-task-running/","b":true,"f":false,"sc":1.0},{"id":"chipfighter-context-attachment-manager--trim-claude-code-session-images-in-claude-desktop","t":"Cut Claude Code session size in Claude Desktop by leaving out past images","s":"Install the plugin from the command line, start a new Code tab session, and uncheck old images to shrink each request.","w":"A user of the Code tab in Claude Desktop who works on a long session with many screenshots or generated images and sees slow or stalled replies.","o":"Images you uncheck are replaced with placeholders in later requests, and the session continues without starting over.","c":"Software and DevOps","r":"chipfighter/context-attachment-manager","rt":"Context Attachment Manager","rs":"chipfighter-context-attachment-manager","u":"/use-cases/chipfighter-context-attachment-manager/trim-claude-code-session-images-in-claude-desktop/","b":false,"f":false,"sc":0.9},{"id":"chipfighter-context-attachment-manager--let-model-fetch-only-needed-codex-images","t":"Let the model fetch only the images it needs with Auto-select","s":"Keep Auto-select on so earlier images are left out by default and the model asks for the ones it needs by ID.","w":"A Codex user in a long image task who wants smaller requests without picking each image by hand every turn.","o":"The model replies with need IMG-xxx when it needs an image, and you can click the ID in the bar at the top of the panel to bring it back for that turn.","c":"Software and DevOps","r":"chipfighter/context-attachment-manager","rt":"Context Attachment Manager","rs":"chipfighter-context-attachment-manager","u":"/use-cases/chipfighter-context-attachment-manager/let-model-fetch-only-needed-codex-images/","b":false,"f":false,"sc":0.8},{"id":"chipfighter-context-attachment-manager--find-past-image-by-what-you-remember","t":"Find a past image by what it shows or what you said about it","s":"Search the panel by description or your earlier comment, then check the right image before sending.","w":"A creator reviewing a long image session who remembers a shot by its look or by a remark like too dark, but not by its position in the history.","o":"The matching image appears in the panel, you check it, and the model gets the right reference in the next message.","c":"Software and DevOps","r":"chipfighter/context-attachment-manager","rt":"Context Attachment Manager","rs":"chipfighter-context-attachment-manager","u":"/use-cases/chipfighter-context-attachment-manager/find-past-image-by-what-you-remember/","b":false,"f":false,"sc":0.7},{"id":"chokwinlee-deepseek-harness-desktop--run-harness-desktop-without-node","t":"Run DeepSeek Harness in a desktop window","s":"Install the desktop app and start a Harness coding session with no Node.js or terminal setup.","w":"A developer or technical user on macOS or Windows who wants to try DeepSeek Harness locally and does not want to install Node.js or run dsh web in a terminal.","o":"A working Harness session in a desktop window, with the local runtime started and stopped by the app.","c":"Software and DevOps","r":"chokwinlee/deepseek-harness-desktop","rt":"DeepSeek Harness Desktop","rs":"chokwinlee-deepseek-harness-desktop","u":"/use-cases/chokwinlee-deepseek-harness-desktop/run-harness-desktop-without-node/","b":true,"f":false,"sc":1.0},{"id":"chokwinlee-deepseek-harness-desktop--continue-harness-sessions-from-iphone","t":"Continue Harness sessions from an iPhone on Wi-Fi","s":"Pair DSH Remote with your computer on trusted Wi-Fi to check projects, steer tasks, and handle approvals.","w":"A developer who starts a task on a computer at home or in the office and wants to follow it, reply to approvals, or start sessions from an iPhone on the same trusted Wi-Fi.","o":"Projects, running sessions, and approvals are visible and controllable from the iPhone, while all execution stays on the computer.","c":"Software and DevOps","r":"chokwinlee/deepseek-harness-desktop","rt":"DeepSeek Harness Desktop","rs":"chokwinlee-deepseek-harness-desktop","u":"/use-cases/chokwinlee-deepseek-harness-desktop/continue-harness-sessions-from-iphone/","b":false,"f":false,"sc":0.9},{"id":"chokwinlee-deepseek-harness-desktop--check-harness-token-use-and-cost-on-mac","t":"Track Harness token use and estimated cost on macOS","s":"Read today and seven-day token totals and estimated cost from the title bar while you work.","w":"A macOS user running several Harness sessions who wants to know how many tokens and roughly how much money the work is using.","o":"A compact title-bar summary and a detail view showing input, output, cache, estimated cost, and live throughput for your sessions.","c":"Software and DevOps","r":"chokwinlee/deepseek-harness-desktop","rt":"DeepSeek Harness Desktop","rs":"chokwinlee-deepseek-harness-desktop","u":"/use-cases/chokwinlee-deepseek-harness-desktop/check-harness-token-use-and-cost-on-mac/","b":false,"f":false,"sc":0.8},{"id":"chokwinlee-deepseek-harness-desktop--install-harness-plugin-from-github-on-mac","t":"Install a third-party Harness plugin from GitHub","s":"Add a Harness plugin from a GitHub repo through Desktop, with automatic rollback if startup fails.","w":"A macOS developer who found a Harness plugin on GitHub and wants to add it without editing config files by hand.","o":"The plugin is installed and Harness restarts successfully, or the previous plugin configuration is restored automatically.","c":"Software and DevOps","r":"chokwinlee/deepseek-harness-desktop","rt":"DeepSeek Harness Desktop","rs":"chokwinlee-deepseek-harness-desktop","u":"/use-cases/chokwinlee-deepseek-harness-desktop/install-harness-plugin-from-github-on-mac/","b":false,"f":false,"sc":0.7},{"id":"christos-antono-npctalk--make-game-npcs-talk-back","t":"Make an NPC in your own game answer you in character","s":"Install the skills, stand up the voice server and get one NPC replying in a cloned voice.","w":"A solo modder with a single-player game they own, who wants one NPC to answer typed or spoken questions with a voice.","o":"One NPC in the game replies to the player in character, in a cloned voice, roughly a second after the player speaks.","c":"Games and hobbies","r":"christos-antono/NPCTalk","rt":"NPC Talk","rs":"christos-antono-npctalk","u":"/use-cases/christos-antono-npctalk/make-game-npcs-talk-back/","b":true,"f":false,"sc":1.0},{"id":"christos-antono-npctalk--clone-a-voice-from-your-recordings","t":"Clone a character voice from recordings you have rights to","s":"Turn your own recording into reference clips, upload them and measure how close the voice sounds.","w":"A modder making a character who needs a consistent cloned voice, using audio they have the rights to.","o":"A voice folder with reference clips and mood clips on the server, and a likeness measurement that shows whether a setting helped.","c":"Games and hobbies","r":"christos-antono/NPCTalk","rt":"NPC Talk","rs":"christos-antono-npctalk","u":"/use-cases/christos-antono-npctalk/clone-a-voice-from-your-recordings/","b":false,"f":false,"sc":0.9},{"id":"christos-antono-npctalk--record-npc-conversation-clips","t":"Record short gameplay clips of NPCs talking to each other","s":"Produce 5 to 10 second conversation clips with a fixed gameplay camera and lines rendered first.","w":"A modder preparing a showcase video of their NPC mod for a community post or a game dev channel.","o":"Short gameplay-style clips of an NPC conversation, ready to share, with lines rendered before filming.","c":"Games and hobbies","r":"christos-antono/NPCTalk","rt":"NPC Talk","rs":"christos-antono-npctalk","u":"/use-cases/christos-antono-npctalk/record-npc-conversation-clips/","b":false,"f":false,"sc":0.8},{"id":"cinderline-northcinder--compare-products-for-a-shopping-brief","t":"Compare products for a shopping brief","s":"Get ranked product choices with reasons, rejected offers, and sources from your AI app.","w":"A shopper with a specific need, such as black wool running shoes under $130, who wants a comparison instead of a single marketplace's picks.","o":"A short list of up to three useful choices, each with an explanation of its rank, the other finalists, rejected offers, and facts that could not be verified.","c":"Money","r":"cinderline/northcinder","rt":"Northcinder","rs":"cinderline-northcinder","u":"/use-cases/cinderline-northcinder/compare-products-for-a-shopping-brief/","b":true,"f":false,"sc":1.0},{"id":"cinderline-northcinder--vet-a-seller-before-buying","t":"Vet a seller before buying","s":"Run NorthCinder's seller research guide to check identity, sources, and unknowns.","w":"A buyer who is about to purchase from an unfamiliar merchant and wants to know whether the seller is who they claim to be and how trustworthy the seller's history looks.","o":"A research checklist followed for the exact seller, with conflicts and unknowns listed, and a result that stays provisional until you check it yourself.","c":"Money","r":"cinderline/northcinder","rt":"Northcinder","rs":"cinderline-northcinder","u":"/use-cases/cinderline-northcinder/vet-a-seller-before-buying/","b":false,"f":false,"sc":0.9},{"id":"cinderline-northcinder--approve-one-exact-purchase","t":"Approve one exact purchase at a set cap","s":"Buy a single chosen offer through a one-time signed approval or finish in your browser.","w":"A buyer who has picked a specific offer and wants an AI app to complete the purchase only within limits they set.","o":"A signed approval for one exact offer and one unit, with the merchant, variant, price, known total, and spending cap, used once, plus a local record of the checkout attempt.","c":"Money","r":"cinderline/northcinder","rt":"Northcinder","rs":"cinderline-northcinder","u":"/use-cases/cinderline-northcinder/approve-one-exact-purchase/","b":false,"f":false,"sc":0.8},{"id":"clavia-labs-tardigrade--scaffold-research-agent-from-quickstart","t":"Scaffold a research agent from the quickstart template","s":"Generate a working Tardigrade agent project and adapt its atoms to your own task.","w":"A TypeScript developer who wants a first working agent project without wiring the framework by hand.","o":"A generated project with an actor composed from atoms, ready to edit for a specific research task.","c":"Software and DevOps","r":"clavia-labs/tardigrade","rt":"Tardigrade","rs":"clavia-labs-tardigrade","u":"/use-cases/clavia-labs-tardigrade/scaffold-research-agent-from-quickstart/","b":true,"f":false,"sc":1.0},{"id":"clavia-labs-tardigrade--rebuild-agent-state-from-event-log","t":"Rebuild agent state by replaying an event log","s":"Keep an agent's history as an immutable log and derive its state from it.","w":"A developer building an agent that must recover its conversation state after a restart or on a new host.","o":"A durable atom that reduces an event log into trajectory state, with messages derived from it.","c":"Software and DevOps","r":"clavia-labs/tardigrade","rt":"Tardigrade","rs":"clavia-labs-tardigrade","u":"/use-cases/clavia-labs-tardigrade/rebuild-agent-state-from-event-log/","b":false,"f":false,"sc":0.9},{"id":"clavia-labs-tardigrade--deploy-actor-to-cloudflare-workers","t":"Deploy an actor to Cloudflare Workers","s":"Test an actor locally with wrangler, then deploy it to Cloudflare.","w":"A developer who wants a hosted agent that runs on Cloudflare with a directory of threads.","o":"A deployed Worker where ActorDO routes requests and each ThreadDO keeps its own database.","c":"Software and DevOps","r":"clavia-labs/tardigrade","rt":"Tardigrade","rs":"clavia-labs-tardigrade","u":"/use-cases/clavia-labs-tardigrade/deploy-actor-to-cloudflare-workers/","b":false,"f":false,"sc":0.8},{"id":"clavia-labs-tardigrade--self-host-actors-on-celld-fleet","t":"Self-host actors on a Celld fleet","s":"Deploy the same Worker entrypoint to your own Celld fleet with an S3 bucket.","w":"A platform engineer who must run agent actors on infrastructure they control instead of Cloudflare.","o":"Actors running on a self-hosted Celld fleet, using a storage bucket for their data.","c":"Software and DevOps","r":"clavia-labs/tardigrade","rt":"Tardigrade","rs":"clavia-labs-tardigrade","u":"/use-cases/clavia-labs-tardigrade/self-host-actors-on-celld-fleet/","b":false,"f":false,"sc":0.7},{"id":"clavia-labs-tardigrade--run-actor-in-bun-process","t":"Run an actor inside a plain Bun process","s":"Start an actor from the Bun example without deploying to a Worker host.","w":"A developer who wants to try or script an actor locally without a Cloudflare or Celld setup.","o":"An actor running in a Bun process with services wired from the example files.","c":"Software and DevOps","r":"clavia-labs/tardigrade","rt":"Tardigrade","rs":"clavia-labs-tardigrade","u":"/use-cases/clavia-labs-tardigrade/run-actor-in-bun-process/","b":false,"f":false,"sc":0.6},{"id":"cobanov-awesome-jev--rank-items-with-weighted-criteria","t":"Rank a shortlist by weighted criteria in CI","s":"Score each item on weighted dimensions from a YAML spec and gate builds on the result.","w":"An engineer or ops lead who needs a repeatable ranking of candidates inside shell scripts or CI pipelines.","o":"A weighted ranking produced from a YAML spec, with thresholds that fail a shell or CI step when not met.","c":"Software and DevOps","r":"cobanov/awesome-jev","rt":"Awesome Jev","rs":"cobanov-awesome-jev","u":"/use-cases/cobanov-awesome-jev/rank-items-with-weighted-criteria/","b":true,"f":false,"sc":1.0},{"id":"cobanov-awesome-jev--label-dataframe-rows-with-typed-questions","t":"Label DataFrame rows with closed-set Jev answers","s":"Ask Jev a closed-set question for each row, cache the answers, and join them back to the table.","w":"A data analyst with a spreadsheet or DataFrame of tickets, records, or messages that need consistent labels.","o":"A table with a new label column, plus cached answers that can be reused on later runs.","c":"Software and DevOps","r":"cobanov/awesome-jev","rt":"Awesome Jev","rs":"cobanov-awesome-jev","u":"/use-cases/cobanov-awesome-jev/label-dataframe-rows-with-typed-questions/","b":false,"f":false,"sc":0.9},{"id":"cobanov-awesome-jev--search-repo-files-by-meaning","t":"Find repository files by meaning, not keywords","s":"Score live repository files and code ranges with Jev probabilities, without an index.","w":"A developer entering an unfamiliar codebase who cannot guess the exact function or variable names.","o":"A ranked set of files and code ranges that match a plain-language description, read directly from the working tree.","c":"Software and DevOps","r":"cobanov/awesome-jev","rt":"Awesome Jev","rs":"cobanov-awesome-jev","u":"/use-cases/cobanov-awesome-jev/search-repo-files-by-meaning/","b":false,"f":false,"sc":0.8},{"id":"cobanov-awesome-jev--add-typed-routing-to-langchain-pipeline","t":"Add typed routing to a LangChain pipeline","s":"Insert a Jev classifier Runnable that routes requests and checks risky tool calls.","w":"A developer whose LangChain app sends every request to one model and needs cheap, bounded routing.","o":"A pipeline step that picks a route from a fixed set and gates tool calls before they run.","c":"Software and DevOps","r":"cobanov/awesome-jev","rt":"Awesome Jev","rs":"cobanov-awesome-jev","u":"/use-cases/cobanov-awesome-jev/add-typed-routing-to-langchain-pipeline/","b":false,"f":false,"sc":0.7},{"id":"cobanov-awesome-jev--rerank-retrieved-documents-with-jev","t":"Rerank retrieved documents with Jev Noul scores","s":"Send candidate documents as Noul questions in one request and sort by the returned scores.","w":"A developer building retrieval search who wants a reranker for candidate documents from a vector store.","o":"Candidates sorted by Jev relevance scores, with each document still tied to its original index.","c":"Software and DevOps","r":"cobanov/awesome-jev","rt":"Awesome Jev","rs":"cobanov-awesome-jev","u":"/use-cases/cobanov-awesome-jev/rerank-retrieved-documents-with-jev/","b":false,"f":false,"sc":0.6},{"id":"cobanov-ps5lm--run-private-model-server-on-ps5","t":"Run a private model server on your PS5","s":"Load a GGUF model on the PS5 GPU and use it from any device on your home network.","w":"A home user with a jailbroken PS5 who wants a private AI model for laptops and phones without a PC or cloud account.","o":"A GGUF model answers OpenAI- or Anthropic-style requests and the browser chat page from any device on the network, with no PC or account needed while it runs.","c":"Software and DevOps","r":"cobanov/PS5LM","rt":"PS5 LM","rs":"cobanov-ps5lm","u":"/use-cases/cobanov-ps5lm/run-private-model-server-on-ps5/","b":true,"f":false,"sc":1.0},{"id":"cobanov-ps5lm--use-ps5-model-with-claude-code","t":"Point Claude Code at your PS5 model","s":"Route Claude Code requests to the PS5 model server through its Anthropic-compatible endpoint.","w":"A developer who wants to use Claude Code with a local model on a jailbroken PS5 instead of a cloud API.","o":"Claude Code sends its requests to the PS5 at /v1/messages and receives replies from the loaded model.","c":"Software and DevOps","r":"cobanov/PS5LM","rt":"PS5 LM","rs":"cobanov-ps5lm","u":"/use-cases/cobanov-ps5lm/use-ps5-model-with-claude-code/","b":false,"f":false,"sc":0.9},{"id":"cobanov-ps5lm--classify-support-messages-with-decision-model","t":"Classify support messages with a decision model","s":"Send a message to the PS5 /v1/systemone API to get typed intent and yes-or-no answers.","w":"A support or operations person who wants fast, local intent and tone labels for incoming customer messages.","o":"The decision model returns a typed choice for intent and a yes-or-no answer for anger, in a fraction of a second, from the PS5 on your network.","c":"Software and DevOps","r":"cobanov/PS5LM","rt":"PS5 LM","rs":"cobanov-ps5lm","u":"/use-cases/cobanov-ps5lm/classify-support-messages-with-decision-model/","b":false,"f":false,"sc":0.8},{"id":"cobanov-ps5lm--benchmark-models-that-fit-ps5","t":"Find the largest model your PS5 can run","s":"Compare suggested models and watch console load to choose one that fits memory and speed.","w":"A hobbyist with a PS5 Slim who wants the best model that runs at a usable speed on the console.","o":"A model is chosen from the Suggested list using the measured token speeds, and the Console page confirms temperature and load during a run.","c":"Software and DevOps","r":"cobanov/PS5LM","rt":"PS5 LM","rs":"cobanov-ps5lm","u":"/use-cases/cobanov-ps5lm/benchmark-models-that-fit-ps5/","b":false,"f":false,"sc":0.7},{"id":"cocofhu-grasp--run-one-project-through-clarify-implement-review","t":"Run a coding task from one sentence to a reviewed change","s":"Start a task from one prompt and approve the spec and diff at a human gate.","w":"A solo developer switching between several projects who wants an agent to clarify, build, and test a feature before reviewing it.","o":"A run that clarifies scope, implements and tests the change, then pauses at a gate where the developer approves or rejects it from the inbox.","c":"Software and DevOps","r":"cocofhu/grasp","rt":"Grasp","rs":"cocofhu-grasp","u":"/use-cases/cocofhu-grasp/run-one-project-through-clarify-implement-review/","b":true,"f":false,"sc":1.0},{"id":"cocofhu-grasp--build-custom-fsm-workflow-with-rollback-paths","t":"Design a custom workflow with fail and rollback paths","s":"Edit the FSM canvas to add nodes, guards, and fail or rollback edges.","w":"A developer or team lead who wants a repeatable delivery pipeline that retries or rolls back when a step fails.","o":"A published workflow where each node has explicit success, fail, and rollback edges, with when guards controlling transitions.","c":"Software and 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wants the agent's approved change to reach the repository as a reviewable PR or MR without manual steps.","o":"A branch pushed by the sandboxed agent and a PR or MR opened after the human confirm step.","c":"Software and DevOps","r":"cocofhu/grasp","rt":"Grasp","rs":"cocofhu-grasp","u":"/use-cases/cocofhu-grasp/deliver-agent-branch-as-pull-request/","b":false,"f":false,"sc":0.7},{"id":"cocofhu-grasp--import-bundled-role-agents","t":"Import the bundled role agents into Agent Studio","s":"Pack the five role agents as ZIP files and import them into Agent Studio.","w":"A developer who wants ready-made PM, clarify, implement, test, and deliver roles instead of building agents from scratch.","o":"ZIP packages for the chosen roles, imported into Agent Studio with the backend set to the right agent.","c":"Software and DevOps","r":"cocofhu/grasp","rt":"Grasp","rs":"cocofhu-grasp","u":"/use-cases/cocofhu-grasp/import-bundled-role-agents/","b":false,"f":false,"sc":0.6},{"id":"coldteadotai-abide--enforce-project-rules-in-coding-agent","t":"Stop a coding agent from breaking your written project rules","s":"Hook Abide into your agent so each edit is checked against your instruction files and violations are repaired in the same turn.","w":"A developer whose team keeps rules in AGENTS.md or CLAUDE.md that linters cannot check, and whose coding agent keeps ignoring them.","o":"The agent is told which rule an edit broke, with the rule text and file, and fixes it before moving on.","c":"Software and DevOps","r":"coldteadotai/abide","rt":"Abide","rs":"coldteadotai-abide","u":"/use-cases/coldteadotai-abide/enforce-project-rules-in-coding-agent/","b":true,"f":false,"sc":1.0},{"id":"coldteadotai-abide--audit-existing-codebase-against-rules","t":"Find every existing rule violation in a codebase at once","s":"Judge current files as if they had just been written and get a report by rule and by file.","w":"A tech lead inheriting a repo whose instruction files were written after most of the code, who wants to know what already breaks.","o":"A table grouped by rule and a list grouped by file, showing where the codebase departs from its own instructions.","c":"Software and DevOps","r":"coldteadotai/abide","rt":"Abide","rs":"coldteadotai-abide","u":"/use-cases/coldteadotai-abide/audit-existing-codebase-against-rules/","b":false,"f":false,"sc":0.9},{"id":"coldteadotai-abide--tune-and-calibrate-noisy-rules","t":"Switch off or rewrite rules that never fire or fire wrongly","s":"Score each rule against your git history, disable the broken ones, and have the agent rewrite the rest.","w":"A developer who wrote a rubric from their instruction files and finds some rules either silent or noisy.","o":"Rules that never fire are switched off, and remaining rules are reworded so their verdicts are useful.","c":"Software and DevOps","r":"coldteadotai/abide","rt":"Abide","rs":"coldteadotai-abide","u":"/use-cases/coldteadotai-abide/tune-and-calibrate-noisy-rules/","b":false,"f":false,"sc":0.8},{"id":"coldteadotai-abide--share-agent-rules-with-team-checkout","t":"Give every teammate the same rule enforcement through the repo","s":"Install Abide into the project so the hooks travel with the checkout instead of each person's machine.","w":"A team lead whose members use different coding agents and need the same rules enforced for everyone.","o":"Teammates get the same project-level hooks and rubric through the repository, and the rubric is reviewed like any other file.","c":"Software and DevOps","r":"coldteadotai/abide","rt":"Abide","rs":"coldteadotai-abide","u":"/use-cases/coldteadotai-abide/share-agent-rules-with-team-checkout/","b":false,"f":false,"sc":0.7},{"id":"continuum-ai-corp-orcabonsai-27b-uncensored--compare-refusal-with-and-without-ablation","t":"Compare refusal behavior with and without ablation","s":"Run one prompt at alpha 0 and alpha 1 on the same weights to isolate the intervention's effect.","w":"An AI safety researcher who needs to measure how a refusal direction changes one fixed model's answers.","o":"Two replies to the same prompt from the same pack and process, so any difference comes from the runtime projection alone.","c":"Research","r":"Continuum-AI-Corp/OrcaBonsai-27B-Uncensored","rt":"Orca Bonsai 27B Uncensored","rs":"continuum-ai-corp-orcabonsai-27b-uncensored","u":"/use-cases/continuum-ai-corp-orcabonsai-27b-uncensored/compare-refusal-with-and-without-ablation/","b":true,"f":false,"sc":1.0},{"id":"continuum-ai-corp-orcabonsai-27b-uncensored--verify-ablation-wiring-before-evaluating","t":"Confirm the ablation hooks fire before evaluating","s":"Run the self-check to confirm 129 residual writers are wrapped and the refusal component drops.","w":"An ML engineer about to run evaluations on this pack who needs to know the intervention is actually applied.","o":"A confirmed count of 129 wrapped residual writers and a near-zero remaining refusal-direction component after intervention.","c":"Research","r":"Continuum-AI-Corp/OrcaBonsai-27B-Uncensored","rt":"Orca Bonsai 27B Uncensored","rs":"continuum-ai-corp-orcabonsai-27b-uncensored","u":"/use-cases/continuum-ai-corp-orcabonsai-27b-uncensored/verify-ablation-wiring-before-evaluating/","b":false,"f":false,"sc":0.9},{"id":"continuum-ai-corp-orcabonsai-27b-uncensored--sweep-alpha-to-map-partial-ablation","t":"Sweep alpha values to map partial ablation strength","s":"Run one prompt across several alpha values to see how strength changes the reply.","w":"A researcher studying how intervention strength affects refusals and answer quality on a fixed compressed model.","o":"A small table of replies at alpha 0, 0.5, 0.7, 0.9, and 1.0 for the same prompts, all on the same weights.","c":"Research","r":"Continuum-AI-Corp/OrcaBonsai-27B-Uncensored","rt":"Orca Bonsai 27B Uncensored","rs":"continuum-ai-corp-orcabonsai-27b-uncensored","u":"/use-cases/continuum-ai-corp-orcabonsai-27b-uncensored/sweep-alpha-to-map-partial-ablation/","b":false,"f":false,"sc":0.8},{"id":"continuum-ai-corp-orcareplay--find-the-step-that-broke-an-agent-run","t":"Find the exact step that broke an agent run","s":"Replay a failed coding agent run offline and see which tool call changed a file or skipped a failing check.","w":"A developer whose coding agent reported success, but the tests still fail or a file was changed wrongly.","o":"A step-by-step timeline and causal graph that shows which tool call changed which file and which check failed, with the replay blocked from calling any model.","c":"Software and DevOps","r":"Continuum-AI-Corp/OrcaReplay","rt":"Orca Replay","rs":"continuum-ai-corp-orcareplay","u":"/use-cases/continuum-ai-corp-orcareplay/find-the-step-that-broke-an-agent-run/","b":true,"f":false,"sc":1.0},{"id":"continuum-ai-corp-orcareplay--fork-run-to-compare-models-at-one-step","t":"Fork a run at one step and compare models","s":"Keep the first steps of a recorded run fixed, switch to another model from a chosen checkpoint, and compare results.","w":"A team lead or developer choosing which model to use for a coding task who wants a fair comparison.","o":"Replays that match the recording up to checkpoint 4, then continue on a different model, and a comparison table where the model is the only variable.","c":"Software and DevOps","r":"Continuum-AI-Corp/OrcaReplay","rt":"Orca Replay","rs":"continuum-ai-corp-orcareplay","u":"/use-cases/continuum-ai-corp-orcareplay/fork-run-to-compare-models-at-one-step/","b":false,"f":false,"sc":0.9},{"id":"continuum-ai-corp-orcareplay--try-orcareplay-without-an-agent-or-key","t":"Try Orca Replay 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under the model name, which you can compare across models.","c":"Software and DevOps","r":"Continuum-AI-Corp/OrcaReplay","rt":"Orca Replay","rs":"continuum-ai-corp-orcareplay","u":"/use-cases/continuum-ai-corp-orcareplay/capture-agent-system-prompt-by-model/","b":false,"f":false,"sc":0.7},{"id":"continuum-ai-corp-orcareplay--record-codex-cli-that-cannot-be-redirected","t":"Record a Codex CLI run that cannot be redirected","s":"Use opt-in TLS interception to capture a Codex CLI session that talks to its own backend.","w":"A developer using Codex CLI signed in with a ChatGPT subscription who needs a replayable record of a run.","o":"A trace of the run captured at the process and socket boundary, which you can then replay and inspect with the same commands as other runs.","c":"Software and DevOps","r":"Continuum-AI-Corp/OrcaReplay","rt":"Orca Replay","rs":"continuum-ai-corp-orcareplay","u":"/use-cases/continuum-ai-corp-orcareplay/record-codex-cli-that-cannot-be-redirected/","b":false,"f":false,"sc":0.6},{"id":"converge-ai-labs-agent-foundation--self-host-agent-service-with-compose","t":"Run your own agent service and try an agent","s":"Start a self-hosted agent service with Docker Compose and send a first message.","w":"A developer or platform owner who wants agents running on their own servers instead of a hosted vendor, starting from a machine with Docker installed.","o":"A running Service and Console with an administrator account, a connected model, and an agent that answers a first message.","c":"Software and DevOps","r":"converge-ai-labs/agent-foundation","rt":"Agent 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Harness UI and run its terminal agent inside a repository.","w":"A developer who wants to test models, tools, and Skills against their current project without building an application first.","o":"A terminal agent session in your repository, with a connected model and chosen execution permissions.","c":"Software and DevOps","r":"converge-ai-labs/agent-foundation","rt":"Agent Foundation","rs":"converge-ai-labs-agent-foundation","u":"/use-cases/converge-ai-labs-agent-foundation/try-agents-on-your-repo-in-terminal/","b":false,"f":false,"sc":0.8},{"id":"converge-ai-labs-agent-foundation--turn-agent-failures-into-reviewed-fixes","t":"Review agent failures and approve proposed fixes","s":"Inspect execution evidence in Findings and ask Composer for a reviewed change.","w":"An operator running agents in Service who needs to find why runs failed and decide what to change.","o":"A recorded diagnosis and a proposed Agent revision that you reviewed and approved before anything was published.","c":"Software and DevOps","r":"converge-ai-labs/agent-foundation","rt":"Agent Foundation","rs":"converge-ai-labs-agent-foundation","u":"/use-cases/converge-ai-labs-agent-foundation/turn-agent-failures-into-reviewed-fixes/","b":false,"f":false,"sc":0.7},{"id":"copilotkit-openbot--run-private-ai-coworker-on-laptop","t":"Run a private AI coworker on your own laptop","s":"Start Open Bot locally with Docker and Bun, then chat with a General Assistant that runs on your machine.","w":"A developer or IT lead evaluating an internal AI assistant who wants to see it run on a laptop before any company rollout.","o":"A working Open Bot stack on your machine with the General Assistant answering in the /bot route, running on infrastructure you control.","c":"Work and operations","r":"CopilotKit/OpenBot","rt":"Open 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through AG-UI and run it as a coworker with its own channel.","w":"A developer whose team already built an agent in LangGraph, Mastra, CrewAI, Pydantic AI, Google ADK, or by hand, and who wants it inside Open Bot's governance.","o":"Your agent appears as a Bot that can be chatted with, while Open Bot governs its actions and records them.","c":"Work and operations","r":"CopilotKit/OpenBot","rt":"Open Bot","rs":"copilotkit-openbot","u":"/use-cases/copilotkit-openbot/bring-own-ag-ui-agent-as-bot/","b":false,"f":false,"sc":0.8},{"id":"copilotkit-openbot--deploy-openbot-single-image-for-team","t":"Deploy Open Bot as one image for a small team","s":"Run the published Docker image with your .env and an embedded database, then lock down sign-in before sharing it.","w":"An IT or DevOps engineer who needs to host an internal AI assistant for colleagues on one machine without Kubernetes.","o":"A running Open Bot container on port 3001 with its data in a named volume, ready for sign-in to be configured before others use it.","c":"Work and operations","r":"CopilotKit/OpenBot","rt":"Open Bot","rs":"copilotkit-openbot","u":"/use-cases/copilotkit-openbot/deploy-openbot-single-image-for-team/","b":false,"f":false,"sc":0.7},{"id":"criptogus-hermesoffice--convert-pdf-to-editable-word-locally","t":"Convert a PDF into an editable Word file on your own machine","s":"Turn a PDF into a .docx locally with no upload, including scanned pages on macOS and Windows.","w":"An office worker or student who received a PDF that needs changes and does not want to upload it to a cloud converter.","o":"An editable .docx file produced entirely on your machine, ready to open in Hermes Office Docs.","c":"Work and operations","r":"criptogus/HermesOffice","rt":"Hermes Office","rs":"criptogus-hermesoffice","u":"/use-cases/criptogus-hermesoffice/convert-pdf-to-editable-word-locally/","b":true,"f":false,"sc":1.0},{"id":"criptogus-hermesoffice--ai-edit-word-doc-with-own-api-key","t":"Rewrite sections of a Word document with AI, using your own key","s":"Ask an AI agent to edit a .docx block by block, then review the diffs and snapshots before keeping them.","w":"A professional who needs to revise a report, proposal, or contract draft and wants to use their own AI provider account.","o":"A revised .docx where each AI edit is shown as a diff and can be reverted from a snapshot.","c":"Work and operations","r":"criptogus/HermesOffice","rt":"Hermes Office","rs":"criptogus-hermesoffice","u":"/use-cases/criptogus-hermesoffice/ai-edit-word-doc-with-own-api-key/","b":false,"f":false,"sc":0.9},{"id":"criptogus-hermesoffice--fix-text-in-existing-pdf-keep-fonts","t":"Correct text in a PDF while keeping the original fonts","s":"Retype a paragraph inside an existing PDF without covering it with an annotation.","w":"Someone who must correct a typo, date, or figure in a PDF form, contract, or report they cannot get the source file for.","o":"A corrected PDF where the text is rewritten in the page itself and the original fonts are kept.","c":"Work and operations","r":"criptogus/HermesOffice","rt":"Hermes Office","rs":"criptogus-hermesoffice","u":"/use-cases/criptogus-hermesoffice/fix-text-in-existing-pdf-keep-fonts/","b":false,"f":false,"sc":0.8},{"id":"criptogus-hermesoffice--build-hermesoffice-from-source","t":"Build Hermes Office from source for an unsupported platform","s":"Compile the suite yourself when no published build exists for Intel Mac, Windows, or Linux.","w":"A developer on Windows, Linux, or Intel Mac who wants a working copy of the suite and can read the repo.","o":"A locally built Hermes Office shell with the Docs, Sheets, Slides, PDF, and Markdown apps on your platform.","c":"Work and operations","r":"criptogus/HermesOffice","rt":"Hermes Office","rs":"criptogus-hermesoffice","u":"/use-cases/criptogus-hermesoffice/build-hermesoffice-from-source/","b":false,"f":false,"sc":0.7},{"id":"cristicretu-diri--watch-many-agents-from-one-sidebar","t":"Track which of many coding agents needs your input","s":"Run several agents at once and see which are working, waiting, or finished in one sidebar.","w":"A developer running five or more coding agents at once who keeps losing track of which terminal needs an answer.","o":"One sidebar shows which sessions are working, waiting, or finished, and you respond only to the ones that need you.","c":"Software and DevOps","r":"cristicretu/diri","rt":"Diri","rs":"cristicretu-diri","u":"/use-cases/cristicretu-diri/watch-many-agents-from-one-sidebar/","b":true,"f":false,"sc":1.0},{"id":"cristicretu-diri--isolate-parallel-tasks-in-worktrees","t":"Give each coding task its own Git worktree and branch","s":"Run parallel agent tasks in separate worktrees so their changes never collide.","w":"A developer splitting one codebase into several features or fixes that agents should work on at the same time.","o":"Each task runs in its own worktree and branch, so you can review and merge each one independently.","c":"Software and DevOps","r":"cristicretu/diri","rt":"Diri","rs":"cristicretu-diri","u":"/use-cases/cristicretu-diri/isolate-parallel-tasks-in-worktrees/","b":false,"f":false,"sc":0.9},{"id":"cristicretu-diri--let-an-agent-spawn-a-review-swarm","t":"Have one agent spawn and coordinate other agents","s":"Use the built-in MCP server so a lead agent can hand tasks to other agents and read their output.","w":"A developer who wants a lead agent to split a large job into parts and farm them out to helper agents.","o":"A lead agent spawns helper agents, assigns each a task, reads their output, and answers their questions.","c":"Software and DevOps","r":"cristicretu/diri","rt":"Diri","rs":"cristicretu-diri","u":"/use-cases/cristicretu-diri/let-an-agent-spawn-a-review-swarm/","b":false,"f":false,"sc":0.8},{"id":"cristicretu-diri--review-agent-changes-beside-their-session","t":"Review agent diffs and PR checks beside the session","s":"Inspect diffs, stage, commit, and follow PR checks next to the agent that wrote the code.","w":"A developer who needs to check and ship code written by several agents without switching between tools.","o":"You review each session's diff, commit it, and watch its pull request checks in the same place.","c":"Software and DevOps","r":"cristicretu/diri","rt":"Diri","rs":"cristicretu-diri","u":"/use-cases/cristicretu-diri/review-agent-changes-beside-their-session/","b":false,"f":false,"sc":0.7},{"id":"cristicretu-diri--run-agents-on-a-remote-ssh-host","t":"Run coding agents on an SSH host you control","s":"Start agent sessions on a remote machine you own, without tmux, sudo, or a hosted relay.","w":"A developer whose code or compute lives on a remote server and who wants agents to run there.","o":"Agents run on your SSH host while you monitor and review them from Diri.","c":"Software and DevOps","r":"cristicretu/diri","rt":"Diri","rs":"cristicretu-diri","u":"/use-cases/cristicretu-diri/run-agents-on-a-remote-ssh-host/","b":false,"f":false,"sc":0.6},{"id":"crow-hq-llm-wiki-v2--build-a-cited-wiki-from-documents","t":"Turn a pile of documents into a cited Markdown wiki","s":"Drop your files into a browser page and get a wiki of Markdown notes you can ask questions of.","w":"A person with many documents in mixed formats who needs answers from them and does not want to read everything again.","o":"A folder of Markdown notes that answers questions and cites the notes it used.","c":"Research","r":"crow-hq/llm-wiki-v2","rt":"LLM Wiki V2","rs":"crow-hq-llm-wiki-v2","u":"/use-cases/crow-hq-llm-wiki-v2/build-a-cited-wiki-from-documents/","b":true,"f":false,"sc":1.0},{"id":"crow-hq-llm-wiki-v2--run-a-private-wiki-with-ollama","t":"Build a wiki that runs on your own computer with Ollama","s":"Use a free local model through Ollama so documents and answers stay on your machine.","w":"A user who wants to keep documents local and avoid paying for an API key.","o":"A local wiki that answers questions using a model that runs on your computer.","c":"Research","r":"crow-hq/llm-wiki-v2","rt":"LLM Wiki V2","rs":"crow-hq-llm-wiki-v2","u":"/use-cases/crow-hq-llm-wiki-v2/run-a-private-wiki-with-ollama/","b":false,"f":false,"sc":0.9},{"id":"crow-hq-llm-wiki-v2--serve-a-wiki-over-http-with-docker","t":"Run the wiki as a server that other tools can call","s":"Start the wiki in Docker and add documents and ask questions through its HTTP API.","w":"A developer or team that wants a shared wiki service that scripts and agents can call over HTTP.","o":"A running wiki on port 8000 that accepts documents and questions through HTTP requests.","c":"Research","r":"crow-hq/llm-wiki-v2","rt":"LLM Wiki V2","rs":"crow-hq-llm-wiki-v2","u":"/use-cases/crow-hq-llm-wiki-v2/serve-a-wiki-over-http-with-docker/","b":false,"f":false,"sc":0.8},{"id":"crow-hq-llm-wiki-v2--file-documents-from-python-code","t":"Add documents to a wiki from a Python script","s":"Import the Wiki class and file text or files into a wiki from your own code.","w":"A developer who has a data pipeline or script that produces documents and wants them filed into a wiki automatically.","o":"A Python script that files each document as a note and returns the result, including the tokens spent.","c":"Research","r":"crow-hq/llm-wiki-v2","rt":"LLM Wiki V2","rs":"crow-hq-llm-wiki-v2","u":"/use-cases/crow-hq-llm-wiki-v2/file-documents-from-python-code/","b":false,"f":false,"sc":0.7},{"id":"crow-hq-llm-wiki-v2--audit-and-health-check-a-crow-wiki","t":"Find notes filed in the wrong folder and check wiki health","s":"Use the audit and health commands to review where CROW would move notes and which folders keep growing.","w":"A wiki maintainer running CROW mode who wants to review the folder layout before changing it.","o":"A list of notes the classifier would move and a summary of folders that need attention.","c":"Research","r":"crow-hq/llm-wiki-v2","rt":"LLM Wiki V2","rs":"crow-hq-llm-wiki-v2","u":"/use-cases/crow-hq-llm-wiki-v2/audit-and-health-check-a-crow-wiki/","b":false,"f":false,"sc":0.6},{"id":"cryer-star-cli--review-and-commit-repo-changes","t":"Review working-tree changes and draft a commit message","s":"Use /diff to read colored changes, then /commit to draft a Conventional Commits message.","w":"A developer with uncommitted edits in a git repository who wants a clear diff review and a commit message without writing it by hand.","o":"A reviewed diff and a Conventional Commits message ready to use in git.","c":"Software and DevOps","r":"cryer/star-cli","rt":"Star CLI","rs":"cryer-star-cli","u":"/use-cases/cryer-star-cli/review-and-commit-repo-changes/","b":true,"f":false,"sc":1.0},{"id":"cryer-star-cli--plan-changes-read-only-before-edits","t":"Plan a change read-only before any file is edited","s":"Run plan mode so the agent researches without writing and waits for your approval.","w":"A developer about to change code they do not know well, who wants to see the proposed plan before any file is touched.","o":"A written plan that you approve or reject before any edits happen.","c":"Software and DevOps","r":"cryer/star-cli","rt":"Star CLI","rs":"cryer-star-cli","u":"/use-cases/cryer-star-cli/plan-changes-read-only-before-edits/","b":false,"f":false,"sc":0.9},{"id":"cryer-star-cli--script-agent-print-mode-ndjson","t":"Call the agent from a shell script with print mode and JSON","s":"Run one prompt with star -p and --json, then parse the NDJSON output in a script.","w":"A developer automating a repeated text or code task who needs the agent to run unattended inside a script.","o":"A script that runs one prompt and reads machine-readable NDJSON lines.","c":"Software and DevOps","r":"cryer/star-cli","rt":"Star CLI","rs":"cryer-star-cli","u":"/use-cases/cryer-star-cli/script-agent-print-mode-ndjson/","b":false,"f":false,"sc":0.8},{"id":"cryer-star-cli--resume-and-export-agent-sessions","t":"Resume a past agent session and export it to Markdown","s":"Reopen a saved session with /resume or star -r, then save it as Markdown with /export.","w":"A developer who paused a multi-day coding task and needs to pick up the earlier context or share a written record.","o":"A resumed conversation and a Markdown file that records the session.","c":"Software and DevOps","r":"cryer/star-cli","rt":"Star CLI","rs":"cryer-star-cli","u":"/use-cases/cryer-star-cli/resume-and-export-agent-sessions/","b":false,"f":false,"sc":0.7},{"id":"csr1010-wappy-kit--personal-whatsapp-assistant-with-memory","t":"Run a personal WhatsApp assistant that remembers you","s":"A self-hosted agent on your own machine that keeps session context across days of chats.","w":"A developer who wants a private personal assistant on the WhatsApp app they already use every day.","o":"A WhatsApp agent running on your machine that keeps a session profile, so later messages still reflect earlier context.","c":"Personal productivity","r":"csr1010/wappy-kit","rt":"Wappy Kit","rs":"csr1010-wappy-kit","u":"/use-cases/csr1010-wappy-kit/personal-whatsapp-assistant-with-memory/","b":true,"f":false,"sc":1.0},{"id":"csr1010-wappy-kit--ask-whatsapp-about-gmail-and-calendar","t":"Ask WhatsApp about your Gmail and Calendar","s":"Text the bot in plain English to find emails or check your calendar, using your own Google account.","w":"A busy professional who wants quick answers about mail and meetings without opening the Gmail or Calendar apps.","o":"A WhatsApp agent that answers questions like what is on today's calendar, and searches your mail in plain language.","c":"Personal productivity","r":"csr1010/wappy-kit","rt":"Wappy Kit","rs":"csr1010-wappy-kit","u":"/use-cases/csr1010-wappy-kit/ask-whatsapp-about-gmail-and-calendar/","b":false,"f":false,"sc":0.9},{"id":"csr1010-wappy-kit--answer-questions-from-private-notes-over-whatsapp","t":"Answer questions from your own notes over WhatsApp","s":"Ingest your notes into a local knowledge base and ask about them from WhatsApp, fully offline.","w":"A researcher or student who keeps notes and documents and wants grounded answers without uploading them anywhere.","o":"A WhatsApp agent that answers from the documents you ingested and stays on your machine.","c":"Personal productivity","r":"csr1010/wappy-kit","rt":"Wappy Kit","rs":"csr1010-wappy-kit","u":"/use-cases/csr1010-wappy-kit/answer-questions-from-private-notes-over-whatsapp/","b":false,"f":false,"sc":0.8},{"id":"csr1010-wappy-kit--build-support-agent-on-your-ticketing-system","t":"Build a support agent that works your ticket system","s":"Wire your own ticketing tools into a WhatsApp agent so customers get fixes, not just an email form.","w":"A support lead at a small business whose customers message on WhatsApp and whose tickets live in a separate system.","o":"A WhatsApp agent that uses your own ticketing integration to look up and resolve requests.","c":"Personal productivity","r":"csr1010/wappy-kit","rt":"Wappy Kit","rs":"csr1010-wappy-kit","u":"/use-cases/csr1010-wappy-kit/build-support-agent-on-your-ticketing-system/","b":false,"f":false,"sc":0.7},{"id":"ctoldigital-axuse--verify-fact-on-web-page","t":"Find a fact on a web page and confirm its source","s":"An agent opens a page, locates a named link or value, and reports where it points.","w":"A journalist or researcher who needs to check a claim on a specific web page before publishing or citing it.","o":"The agent returns the matching element text and its destination, based on the accessibility snapshot rather than an image guess.","c":"Software and DevOps","r":"ctoldigital/axuse","rt":"Axuse","rs":"ctoldigital-axuse","u":"/use-cases/ctoldigital-axuse/verify-fact-on-web-page/","b":true,"f":false,"sc":1.0},{"id":"ctoldigital-axuse--fill-long-form-in-one-call","t":"Fill a long web form in one call and submit it","s":"An agent sets every field of a multi-step web form and clicks submit, with typed errors on failure.","w":"An operations or admin person who must enter the same details into a long web form for many records.","o":"The form is filled in one tool call and the agent gets a typed error with a retry hint if a field fails.","c":"Software and DevOps","r":"ctoldigital/axuse","rt":"Axuse","rs":"ctoldigital-axuse","u":"/use-cases/ctoldigital-axuse/fill-long-form-in-one-call/","b":false,"f":false,"sc":0.9},{"id":"ctoldigital-axuse--extract-matching-lines-from-long-page","t":"Pull matching lines from a long or endless web page","s":"An agent scrolls a feed until a term appears, then returns only the matching lines.","w":"A researcher or analyst who needs to find mentions of a term in a long feed, infinite list, or many pages.","o":"The agent returns only the lines that match the term, with the page text it found, instead of the whole page.","c":"Software and DevOps","r":"ctoldigital/axuse","rt":"Axuse","rs":"ctoldigital-axuse","u":"/use-cases/ctoldigital-axuse/extract-matching-lines-from-long-page/","b":false,"f":false,"sc":0.8},{"id":"ctoldigital-axuse--work-in-logged-in-daily-chrome","t":"Let an agent work inside your own logged-in Chrome","s":"An agent uses your daily Chrome or Edge session through the extension bridge.","w":"A knowledge worker who needs an agent to act inside sites they are already logged into, without signing in again.","o":"The agent runs actions in the user's existing browser session after a one-time extension setup and a verified connection.","c":"Software and DevOps","r":"ctoldigital/axuse","rt":"Axuse","rs":"ctoldigital-axuse","u":"/use-cases/ctoldigital-axuse/work-in-logged-in-daily-chrome/","b":false,"f":false,"sc":0.7},{"id":"cursor-plugins--scaffold-new-cursor-plugin","t":"Scaffold and validate a new Cursor plugin","s":"Start a new agent plugin from the create-plugin template and check it is valid before sharing.","w":"A developer who wants to package an internal workflow or tool as a Cursor plugin and has no plugin structure yet.","o":"A new plugin directory with a manifest that passes the create-plugin validation.","c":"Software and DevOps","r":"cursor/plugins","rt":"Plugins","rs":"cursor-plugins","u":"/use-cases/cursor-plugins/scaffold-new-cursor-plugin/","b":true,"f":false,"sc":1.0},{"id":"cursor-plugins--fan-large-task-across-cloud-agents","t":"Split a large task across parallel cloud agents","s":"Use the orchestrate plugin to run planners, workers, and verifiers on one big job at once.","w":"An engineering lead with a large refactor or migration that is too big for one agent session.","o":"A fan-out plan where parallel cloud agents complete sub-tasks and report back through structured handoffs.","c":"Software and DevOps","r":"cursor/plugins","rt":"Plugins","rs":"cursor-plugins","u":"/use-cases/cursor-plugins/fan-large-task-across-cloud-agents/","b":false,"f":false,"sc":0.9},{"id":"cursor-plugins--review-pr-diff-by-importance","t":"Review a pull request diff grouped by importance","s":"Render a PR diff as a review canvas so the most important changes are read first.","w":"A reviewer facing a large pull request who needs to decide where to spend review time.","o":"A review canvas with the diff grouped by importance, starting with the highest-impact changes.","c":"Software and DevOps","r":"cursor/plugins","rt":"Plugins","rs":"cursor-plugins","u":"/use-cases/cursor-plugins/review-pr-diff-by-importance/","b":false,"f":false,"sc":0.8},{"id":"cursor-plugins--plan-github-app-port-to-origin","t":"Plan the port of a GitHub App to the Origin API","s":"Use origin-apps to map an existing GitHub App onto the Origin API before writing code.","w":"A developer who maintains a GitHub App and wants to move it onto the Cursor Origin API.","o":"A written port plan that covers the Origin rules for credentials, scopes, webhooks, paging, and errors.","c":"Software and DevOps","r":"cursor/plugins","rt":"Plugins","rs":"cursor-plugins","u":"/use-cases/cursor-plugins/plan-github-app-port-to-origin/","b":false,"f":false,"sc":0.7},{"id":"cygnux-labs-tracekit--see-denied-call-and-tamper-check","t":"See a denied command and a tamper check in 5 seconds","s":"Run the built-in demo to watch a risky shell call get denied and a rewritten record fail verification.","w":"A developer or security lead evaluating whether agent tool calls can be gated and recorded before adopting an agent.","o":"You see a denied call, a held call that ran after approval, a verified run, and a failed verification after a copied record was edited.","c":"Security and science","r":"Cygnux-Labs/Tracekit","rt":"Tracekit","rs":"cygnux-labs-tracekit","u":"/use-cases/cygnux-labs-tracekit/see-denied-call-and-tamper-check/","b":true,"f":false,"sc":1.0},{"id":"cygnux-labs-tracekit--record-python-agent-run","t":"Record every tool call of a Python agent run","s":"Add two lines to a Python agent so each tool and model call is gated, signed, and checked after the run.","w":"A developer building or running a Python AI agent who needs a verifiable record of what it did.","o":"Each run is saved as a signed record, and `tracekit last` reports whether it verifies and where it is stored.","c":"Security and science","r":"Cygnux-Labs/Tracekit","rt":"Tracekit","rs":"cygnux-labs-tracekit","u":"/use-cases/cygnux-labs-tracekit/record-python-agent-run/","b":false,"f":false,"sc":0.9},{"id":"cygnux-labs-tracekit--verify-run-file-offline","t":"Check a run file offline against a key you pinned","s":"Verify a .tkb run file with only the verifier and a public key, and see a tampered copy fail.","w":"An auditor or security reviewer who receives a run file from a team and needs to check it without trusting that team's tools.","o":"You get exit 0 for the intact sample run and exit 1 for the tampered copy, using only the signer's public key.","c":"Security and science","r":"Cygnux-Labs/Tracekit","rt":"Tracekit","rs":"cygnux-labs-tracekit","u":"/use-cases/cygnux-labs-tracekit/verify-run-file-offline/","b":false,"f":false,"sc":0.8},{"id":"cygnux-labs-tracekit--compare-asked-said-and-done","t":"Compare what an agent was asked, said, and did","s":"Record a v2 coding-agent run and run analysis that compares the request, the model's account, and what ran.","w":"A team lead reviewing a coding agent session who suspects the agent's report does not match what actually happened.","o":"You get findings that flag mismatches between what was asked, what the model said, and what ran, kept separate from the integrity result.","c":"Security and science","r":"Cygnux-Labs/Tracekit","rt":"Tracekit","rs":"cygnux-labs-tracekit","u":"/use-cases/cygnux-labs-tracekit/compare-asked-said-and-done/","b":false,"f":false,"sc":0.7},{"id":"da7-tech-sureforge--plan-multi-step-change-before-building","t":"Plan a multi-step change before any code is written","s":"Make an agent research, ask, and plan a big change before it builds anything.","w":"A developer about to hand a substantial multi-step change to an AI agent who wants to check the plan first.","o":"A plan that maps each acceptance criterion to a step and a way to verify it, reviewed before any build starts.","c":"Software and DevOps","r":"Da7-Tech/SureForge","rt":"Sure Forge","rs":"da7-tech-sureforge","u":"/use-cases/da7-tech-sureforge/plan-multi-step-change-before-building/","b":true,"f":false,"sc":1.0},{"id":"da7-tech-sureforge--run-high-stakes-work-in-full-mode","t":"Run a high-stakes change in full mode with extra checks","s":"Use the skill's full mode for risky or hard-to-reverse work with more verification.","w":"An engineer or team lead preparing a risky or hard-to-reverse change who wants independent review at every gate.","o":"A run where each gate has agent and reviewer verification, and any missing reviewer is reported instead of faked.","c":"Software and DevOps","r":"Da7-Tech/SureForge","rt":"Sure Forge","rs":"da7-tech-sureforge","u":"/use-cases/da7-tech-sureforge/run-high-stakes-work-in-full-mode/","b":false,"f":false,"sc":0.9},{"id":"da7-tech-sureforge--check-installed-skill-matches-source","t":"Check that an installed Sure Forge copy matches the source","s":"Confirm that an installed copy of the skill is byte-identical to the repository version.","w":"A maintainer or team lead who installed Sure Forge into a shared project and wants to confirm the copy has not drifted.","o":"A verification result that shows whether the installed folder matches the source, plus unit test results.","c":"Software and DevOps","r":"Da7-Tech/SureForge","rt":"Sure Forge","rs":"da7-tech-sureforge","u":"/use-cases/da7-tech-sureforge/check-installed-skill-matches-source/","b":false,"f":false,"sc":0.8},{"id":"da7-tech-sureforge--get-a-delivery-report-of-what-was-checked","t":"Get a delivery report of what was checked and what was not","s":"Receive agent-written work with a clear list of verified, reused, and unchecked items.","w":"A person receiving work from an AI agent who needs to know what was actually tested before accepting it.","o":"A delivery report that lists what was verified, what was reused, and what was not checked, with any blocked checks named.","c":"Software and DevOps","r":"Da7-Tech/SureForge","rt":"Sure Forge","rs":"da7-tech-sureforge","u":"/use-cases/da7-tech-sureforge/get-a-delivery-report-of-what-was-checked/","b":false,"f":false,"sc":0.7},{"id":"dagoste-squadra--coordinate-ai-coding-windows-on-one-project","t":"Coordinate Claude, Codex and Cursor windows on one project","s":"Give several AI coding windows shared tasks, acknowledgements and a review step on one codebase.","w":"A developer running two or more Claude Code, Codex or Cursor windows on the same project who keeps losing track of which window did what.","o":"Each window works from a shared task list, confirms what it has picked up, and the dashboard shows progress, decisions and evidence in one place.","c":"Software and DevOps","r":"dagoSte/squadra","rt":"Squadra","rs":"dagoste-squadra","u":"/use-cases/dagoste-squadra/coordinate-ai-coding-windows-on-one-project/","b":true,"f":false,"sc":1.0},{"id":"dagoste-squadra--pick-the-next-ai-window-by-token-use","t":"Pick the next window for a task by token use and quota","s":"See what each AI window spent and which window or model should take the next task.","w":"A developer whose squad mixes Claude Code and Codex windows and who wants to stop guessing which window has room for the next piece of work.","o":"A ranked view of windows and models for a task, with the figures behind each suggestion. The tool assigns nothing; you decide.","c":"Software and DevOps","r":"dagoSte/squadra","rt":"Squadra","rs":"dagoste-squadra","u":"/use-cases/dagoste-squadra/pick-the-next-ai-window-by-token-use/","b":false,"f":false,"sc":0.9},{"id":"dagoste-squadra--prove-changes-with-parallel-tests","t":"Prove each change with parallel tests and a source-bound proof","s":"Run the test gate for a task, queue busy resources and attach proof tied to the frozen code.","w":"A developer or reviewer who needs evidence that a specific code state passed tests before a release or merge.","o":"Each task gets a proof bound to its source, and windows wait in line for the shared test gate in the order they asked.","c":"Software and DevOps","r":"dagoSte/squadra","rt":"Squadra","rs":"dagoste-squadra","u":"/use-cases/dagoste-squadra/prove-changes-with-parallel-tests/","b":false,"f":false,"sc":0.8},{"id":"dagoste-squadra--resume-long-task-in-fresh-window","t":"Resume a long task in a fresh window without a full log dump","s":"Prepare a bounded resume packet so an agent can continue a long task from its references.","w":"A developer whose AI window has grown too long to continue a task well and who wants to hand the work to a new window.","o":"A short, read-only packet with the task, its scope and proof references, so the new window picks up where the last one stopped.","c":"Software and DevOps","r":"dagoSte/squadra","rt":"Squadra","rs":"dagoste-squadra","u":"/use-cases/dagoste-squadra/resume-long-task-in-fresh-window/","b":false,"f":false,"sc":0.7},{"id":"danielxu0208-rsi-eval--preview-benchmark-tasks-before-running","t":"Preview benchmark tasks before spending model quota","s":"Check which tasks, candidate hash, and settings a run would use, with no Docker or model calls.","w":"A developer or researcher who wants to confirm a benchmark selection before committing to a paid or slow evaluation.","o":"A printed preview of resolved task references, candidate hash, and run settings, without starting any execution.","c":"Software and DevOps","r":"Danielxu0208/rsi_eval","rt":"Rsi Eval","rs":"danielxu0208-rsi-eval","u":"/use-cases/danielxu0208-rsi-eval/preview-benchmark-tasks-before-running/","b":true,"f":false,"sc":1.0},{"id":"danielxu0208-rsi-eval--run-codex-candidate-on-terminal-bench-task","t":"Run a Codex candidate on one Terminal-Bench task","s":"Score a candidate agent on a single Terminal-Bench 2.0 task and read the per-task result.","w":"A software engineer testing a coding agent setup who needs a real score on one task before running a larger suite.","o":"A result.json and resolved.json for the candidate, plus a reference oracle run to compare against.","c":"Software and DevOps","r":"Danielxu0208/rsi_eval","rt":"Rsi Eval","rs":"danielxu0208-rsi-eval","u":"/use-cases/danielxu0208-rsi-eval/run-codex-candidate-on-terminal-bench-task/","b":false,"f":false,"sc":0.9},{"id":"danielxu0208-rsi-eval--build-custom-rsi-loop-with-evaluate","t":"Build your own self-improvement loop around evaluate()","s":"Call evaluate() from your own loop to test each new candidate and feed scores into the next one.","w":"A researcher developing a recursive self-improvement method who wants to keep control of candidate generation, memory, and selection.","o":"A Python loop that generates a candidate, scores it on chosen tasks, and uses per-task feedback to produce the next candidate.","c":"Software and DevOps","r":"Danielxu0208/rsi_eval","rt":"Rsi Eval","rs":"danielxu0208-rsi-eval","u":"/use-cases/danielxu0208-rsi-eval/build-custom-rsi-loop-with-evaluate/","b":false,"f":false,"sc":0.8},{"id":"danielxu0208-rsi-eval--run-bundled-rsi-method-on-experiment","t":"Run a bundled RSI method on a prepared experiment","s":"Prepare, check, run, and independently test a Meta-Harness, RRSI, AHE, or HarnessX workflow.","w":"A researcher who wants a ready-made self-improvement workflow instead of writing one from scratch.","o":"An experiment directory with a frozen configuration, a method run, and an independent test of the selected artifact.","c":"Software and DevOps","r":"Danielxu0208/rsi_eval","rt":"Rsi Eval","rs":"danielxu0208-rsi-eval","u":"/use-cases/danielxu0208-rsi-eval/run-bundled-rsi-method-on-experiment/","b":false,"f":false,"sc":0.7},{"id":"danilo-znamerovszkij-draw-your-font--handwriting-photo-to-font-with-claude-code","t":"Turn a handwriting photo into a font with Claude Code","s":"Photograph your letters, let Claude find and label them, then iterate on the font by chatting.","w":"A designer or hobbyist with a notebook full of hand lettering who wants a usable font without learning font tools.","o":"An installable TTF, WOFF, or WOFF2 font built from one photo, previewed and refined through conversation.","c":"Content","r":"danilo-znamerovszkij/draw-your-font","rt":"Draw Your Font","rs":"danilo-znamerovszkij-draw-your-font","u":"/use-cases/danilo-znamerovszkij-draw-your-font/handwriting-photo-to-font-with-claude-code/","b":true,"f":false,"sc":1.0},{"id":"danilo-znamerovszkij-draw-your-font--build-font-from-photo-with-cli","t":"Build a font from a photo with the CLI, no AI","s":"Run one npx command on a freeform photo and get a font file you can install.","w":"A developer or hobbyist who knows the order they wrote the letters and wants a scripted, repeatable build.","o":"A font file such as MyHand.ttf that installs by double-click, built with pure npm and no system dependencies.","c":"Content","r":"danilo-znamerovszkij/draw-your-font","rt":"Draw Your Font","rs":"danilo-znamerovszkij-draw-your-font","u":"/use-cases/danilo-znamerovszkij-draw-your-font/build-font-from-photo-with-cli/","b":false,"f":false,"sc":0.9},{"id":"danilo-znamerovszkij-draw-your-font--print-template-for-cleaner-handwriting-font","t":"Print a template to get a cleaner handwriting font","s":"Fill a printable grid by hand, photograph the pages, and build a font with known letter order.","w":"A person who wants a higher-quality font than a freeform photo gives and can print on A4 paper.","o":"A font built from template pages, where the known grid order makes labeling reliable.","c":"Content","r":"danilo-znamerovszkij/draw-your-font","rt":"Draw Your Font","rs":"danilo-znamerovszkij-draw-your-font","u":"/use-cases/danilo-znamerovszkij-draw-your-font/print-template-for-cleaner-handwriting-font/","b":false,"f":false,"sc":0.8},{"id":"danilo-znamerovszkij-draw-your-font--web-font-css-from-handwriting","t":"Export a handwriting web font with CSS for a site","s":"Generate WOFF, WOFF2, and an @font-face snippet to use your handwriting on a website.","w":"A web designer or personal site owner who wants a custom handwritten headline or body font.","o":"Web-ready WOFF and WOFF2 files plus a CSS @font-face snippet for your site.","c":"Content","r":"danilo-znamerovszkij/draw-your-font","rt":"Draw Your Font","rs":"danilo-znamerovszkij-draw-your-font","u":"/use-cases/danilo-znamerovszkij-draw-your-font/web-font-css-from-handwriting/","b":false,"f":false,"sc":0.7},{"id":"daoyuanli2816-mini-verl--first-local-ppo-grpo-run","t":"Run a first PPO experiment on one GPU","s":"Install miniVERL, sample prompts and train a Qwen3-0.6B PPO run with a length reward.","w":"An ML engineer with one NVIDIA GPU who wants a working reinforcement learning run before adapting it to their own task.","o":"A local PPO run that writes reward logs to rewards.jsonl and saves a resumable run under the chosen run ID.","c":"Research","r":"DaoyuanLi2816/mini-verl","rt":"Mini Verl","rs":"daoyuanli2816-mini-verl","u":"/use-cases/daoyuanli2816-mini-verl/first-local-ppo-grpo-run/","b":true,"f":false,"sc":1.0},{"id":"daoyuanli2816-mini-verl--reuse-existing-verl-config","t":"Run an existing verl config on one GPU","s":"Point miniVERL at a verl config tree, switch to GRPO and check the run with a dry run.","w":"A team with a verl experiment that wants to test it on one consumer GPU without rewriting the config.","o":"A validated dry run of the verl config with GRPO and local GPU settings, ready for a real local run.","c":"Research","r":"DaoyuanLi2816/mini-verl","rt":"Mini Verl","rs":"daoyuanli2816-mini-verl","u":"/use-cases/daoyuanli2816-mini-verl/reuse-existing-verl-config/","b":false,"f":false,"sc":0.9},{"id":"daoyuanli2816-mini-verl--distill-teacher-into-student","t":"Distill a teacher model into a smaller student","s":"Train a student on its own rollouts using feedback from a teacher model with on-policy distillation.","w":"A researcher with one NVIDIA GPU who wants a smaller model to match a larger teacher on its own outputs.","o":"A student adapter trained on its own rollouts with teacher targets, with visible losses and teacher targets in the logs.","c":"Research","r":"DaoyuanLi2816/mini-verl","rt":"Mini Verl","rs":"daoyuanli2816-mini-verl","u":"/use-cases/daoyuanli2816-mini-verl/distill-teacher-into-student/","b":false,"f":false,"sc":0.8},{"id":"daoyuanli2816-mini-verl--resume-and-export-local-run","t":"Resume an interrupted run and export its outputs","s":"Pick up a stopped training run from its checkpoint and export the adapter and configs for hand-off.","w":"A user whose local training run was interrupted and who needs to finish it and share the results with a larger setup.","o":"A finished run with restored model, optimizer, data position and random state, plus exported adapters, datasets and a setup report.","c":"Research","r":"DaoyuanLi2816/mini-verl","rt":"Mini Verl","rs":"daoyuanli2816-mini-verl","u":"/use-cases/daoyuanli2816-mini-verl/resume-and-export-local-run/","b":false,"f":false,"sc":0.7},{"id":"datalab-to-indra--scanned-pdfs-to-searchable-markdown","t":"Turn a folder of scanned PDFs into markdown files","s":"Batch-convert scanned PDFs to one markdown file each, using all CPU cores.","w":"A researcher, paralegal, or office worker with a folder of scanned PDFs who needs editable text without a GPU or a cloud upload.","o":"One .md file per input PDF in a results folder, with headings, paragraphs, lists, and tables kept where the layout allows.","c":"Research","r":"datalab-to/indra","rt":"Indra","rs":"datalab-to-indra","u":"/use-cases/datalab-to-indra/scanned-pdfs-to-searchable-markdown/","b":true,"f":false,"sc":1.0},{"id":"datalab-to-indra--ocr-to-json-with-boxes-for-a-pipeline","t":"Get OCR lines and boxes as JSON for a data pipeline","s":"Extract each line with its box, confidence, and layout label as JSON.","w":"A developer or analyst building a document workflow that needs to know where each piece of text sits on the page.","o":"A JSON file per input with lines, boxes, layout blocks, confidences, and timings that a script can parse.","c":"Research","r":"datalab-to/indra","rt":"Indra","rs":"datalab-to-indra","u":"/use-cases/datalab-to-indra/ocr-to-json-with-boxes-for-a-pipeline/","b":false,"f":false,"sc":0.9},{"id":"datalab-to-indra--review-ocr-output-in-local-viewer","t":"Check OCR results on each page in a local viewer","s":"Drop in a scan and see lines, blocks, and reading order drawn over the page.","w":"A reviewer who must verify OCR accuracy on a few important pages before relying on the text, and who should not upload them to a web service.","o":"A browser view at localhost showing each page with its lines, layout blocks, confidences, and the markdown source.","c":"Research","r":"datalab-to/indra","rt":"Indra","rs":"datalab-to-indra","u":"/use-cases/datalab-to-indra/review-ocr-output-in-local-viewer/","b":false,"f":false,"sc":0.8},{"id":"datalab-to-indra--ocr-multilingual-and-handwritten-scans","t":"Read mixed-language and handwritten scans in one run","s":"OCR scans in many scripts and handwriting, with a CJK-only or RTL-only fallback when needed.","w":"A team processing archival or community documents in Chinese, Arabic, Hindi, or handwritten Latin text who needs one tool for all of them.","o":"Markdown or text output for pages in many scripts, with handwriting read where it appears in Latin script.","c":"Research","r":"datalab-to/indra","rt":"Indra","rs":"datalab-to-indra","u":"/use-cases/datalab-to-indra/ocr-multilingual-and-handwritten-scans/","b":false,"f":false,"sc":0.7},{"id":"datamllab-openebfm--pretrain-ebfm-at-token-budget","t":"Pretrain an EBFM model to a chosen token budget","s":"Prepare DCLM data and run a full pretraining job with a set token count.","w":"An ML researcher who wants to reproduce or extend EBFM pretraining on a GPU machine and needs a working end-to-end run.","o":"A pretraining run that writes checkpoints, a clean Hugging Face export, logs, and results under the standard outputs layout.","c":"Research","r":"datamllab/OpenEBFM","rt":"Open EBFM","rs":"datamllab-openebfm","u":"/use-cases/datamllab-openebfm/pretrain-ebfm-at-token-budget/","b":true,"f":false,"sc":1.0},{"id":"datamllab-openebfm--chat-with-published-sft-model","t":"Chat with the published EBFM SFT model in a browser","s":"Serve the EBFM-FineWeb-1B-CHAT model through a local web chat interface.","w":"A researcher or hobbyist with a GPU server who wants to try a published energy-based language model interactively.","o":"A running web chat at port 8000 that talks to the published SFT checkpoint.","c":"Research","r":"datamllab/OpenEBFM","rt":"Open EBFM","rs":"datamllab-openebfm","u":"/use-cases/datamllab-openebfm/chat-with-published-sft-model/","b":false,"f":false,"sc":0.9},{"id":"datamllab-openebfm--fine-tune-published-checkpoint-with-sft","t":"Fine-tune a published EBFM checkpoint with SFT","s":"Start supervised fine-tuning from a Hugging Face EBFM model using the SFT launcher.","w":"An ML practitioner who wants to adapt a published EBFM base model to a conversation or instruction dataset.","o":"A supervised fine-tuning run that starts from the chosen Hugging Face model and writes outputs to the standard layout.","c":"Research","r":"datamllab/OpenEBFM","rt":"Open EBFM","rs":"datamllab-openebfm","u":"/use-cases/datamllab-openebfm/fine-tune-published-checkpoint-with-sft/","b":false,"f":false,"sc":0.8},{"id":"datamllab-openebfm--evaluate-checkpoint-bpb-and-qa","t":"Measure BPB and QA scores for an EBFM checkpoint","s":"Run position-wise BPB and QA evaluation on a published model and collect results.","w":"A researcher comparing EBFM checkpoints who needs consistent benchmark numbers.","o":"Position-wise BPB and QA result files written under results/ for the chosen checkpoint.","c":"Research","r":"datamllab/OpenEBFM","rt":"Open EBFM","rs":"datamllab-openebfm","u":"/use-cases/datamllab-openebfm/evaluate-checkpoint-bpb-and-qa/","b":false,"f":false,"sc":0.7},{"id":"datawhalechina-zero-to-sglang--learn-llm-inference-concepts-without-gpu","t":"Learn LLM inference concepts without a GPU","s":"Read Part I to understand KV Cache, prefill vs. decode, and the benchmark metrics before touching code.","w":"A developer or analyst new to LLM serving who needs a conceptual foundation before working with inference engines and has no GPU available.","o":"A working mental model of inference bottlenecks, KV Cache, and how to read TTFT, TPOT, ITL, and Goodput.","c":"Research","r":"datawhalechina/zero-to-sglang","rt":"Zero to Sglang","rs":"datawhalechina-zero-to-sglang","u":"/use-cases/datawhalechina-zero-to-sglang/learn-llm-inference-concepts-without-gpu/","b":true,"f":false,"sc":1.0},{"id":"datawhalechina-zero-to-sglang--build-mini-sglang-from-scratch","t":"Build a mini inference engine step by step","s":"Follow Part II to add forward pass, KV Cache, HTTP serving, paging, and RadixAttention to a mini-sglang.","w":"An engineer who wants to understand inference engine internals by writing one, usually over several weeks alongside the course.","o":"A self-built mini-sglang with forward pass, KV Cache, concurrent HTTP requests, Paged KV Cache, and RadixAttention, plus an understanding of the real engine's structure.","c":"Research","r":"datawhalechina/zero-to-sglang","rt":"Zero to Sglang","rs":"datawhalechina-zero-to-sglang","u":"/use-cases/datawhalechina-zero-to-sglang/build-mini-sglang-from-scratch/","b":false,"f":false,"sc":0.9},{"id":"datawhalechina-zero-to-sglang--deploy-first-sglang-server-on-own-gpu","t":"Run Qwen3-0.6B on SGLang on your own GPU","s":"Follow Part 0.2 to set up the environment and serve a small Qwen3 model with SGLang.","w":"A developer with access to an NVIDIA GPU, local or cloud, who wants a first working SGLang server before studying internals.","o":"A running SGLang server serving Qwen3-0.6B that you can send a test request to.","c":"Research","r":"datawhalechina/zero-to-sglang","rt":"Zero to Sglang","rs":"datawhalechina-zero-to-sglang","u":"/use-cases/datawhalechina-zero-to-sglang/deploy-first-sglang-server-on-own-gpu/","b":false,"f":false,"sc":0.8},{"id":"datawhalechina-zero-to-sglang--trace-radixattention-from-course-to-real-source","t":"Map RadixAttention from the course to SGLang source","s":"Compare the Chapter 8 prefix caching walkthrough with Part III caching chapters and the real SGLang code.","w":"An engineer optimizing repeated-prompt workloads, such as shared system prompts, who wants to know how prefix caching is implemented in SGLang.","o":"A clear mapping from your mini-sglang RadixAttention code to the real SGLang implementation, plus an understanding of hierarchical cache tiers.","c":"Research","r":"datawhalechina/zero-to-sglang","rt":"Zero to 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so Claude Code and Codex run there, not on your laptop.","w":"A developer whose laptop is too slow or too busy for long agent sessions and who has a spare Ubuntu 24.04 machine.","o":"A single Cloudroom core service on your machine that runs agents in their own room and keeps their chat history.","c":"Software and DevOps","r":"davidondrej/cloudroom-core","rt":"Cloudroom Core","rs":"davidondrej-cloudroom-core","u":"/use-cases/davidondrej-cloudroom-core/run-coding-agents-on-your-own-server/","b":true,"f":false,"sc":1.0},{"id":"davidondrej-cloudroom-core--build-and-test-the-core-from-source","t":"Build and test the Cloudroom core from source","s":"Compile the Rust service in release mode and run its full test suite before you deploy it.","w":"A developer or DevOps engineer who wants to verify the core builds and passes tests on their own machine before running it.","o":"A release build of the core and a passing test run, both produced from the repo on your machine.","c":"Software and DevOps","r":"davidondrej/cloudroom-core","rt":"Cloudroom Core","rs":"davidondrej-cloudroom-core","u":"/use-cases/davidondrej-cloudroom-core/build-and-test-the-core-from-source/","b":false,"f":false,"sc":0.9},{"id":"davidondrej-cloudroom-core--back-up-agent-chat-history","t":"Back up saved agent chat history","s":"Copy the core's saved history to a backup location on a schedule you control.","w":"A team lead or ops owner who needs a record of what agents did on a server they are responsible for.","o":"A backup copy of the saved history that you can restore like any other folder.","c":"Software and DevOps","r":"davidondrej/cloudroom-core","rt":"Cloudroom Core","rs":"davidondrej-cloudroom-core","u":"/use-cases/davidondrej-cloudroom-core/back-up-agent-chat-history/","b":false,"f":false,"sc":0.8},{"id":"davidondrej-cloudroom-core--connect-desktop-app-to-own-core","t":"Connect the Cloudroom desktop app to your core","s":"Point the Mac desktop app at your own core using a URL and token, with no account.","w":"A Mac user who runs the core on a Linux machine and wants the desktop app to control agents there.","o":"The desktop app shows agents running on your own core, connected by URL and token.","c":"Software and DevOps","r":"davidondrej/cloudroom-core","rt":"Cloudroom Core","rs":"davidondrej-cloudroom-core","u":"/use-cases/davidondrej-cloudroom-core/connect-desktop-app-to-own-core/","b":false,"f":false,"sc":0.7},{"id":"davidondrej-cloudroom-gui--move-long-agent-task-to-cloud","t":"Move a running agent task to the cloud before you leave","s":"Hand a half-finished coding task from your Mac to a cloud agent without losing the chat.","w":"A developer whose coding agent is partway through a long task when they need to close the laptop or leave the desk.","o":"The same thread, model, and effort level keep running in the cloud, and the developer can move it back to the Mac later.","c":"Software and DevOps","r":"davidondrej/cloudroom-gui","rt":"Cloudroom Gui","rs":"davidondrej-cloudroom-gui","u":"/use-cases/davidondrej-cloudroom-gui/move-long-agent-task-to-cloud/","b":true,"f":false,"sc":1.0},{"id":"davidondrej-cloudroom-gui--run-parallel-cloud-agent-branches","t":"Try several fixes at once in isolated cloud branches","s":"Run separate cloud agent threads, each in its own sandbox and Git branch, and compare results.","w":"An engineer who wants to test two or three approaches to the same bug or feature and pick the best one.","o":"Each approach runs in its own sandbox and Git branch, so the engineer can review and compare the branches side by side.","c":"Software and DevOps","r":"davidondrej/cloudroom-gui","rt":"Cloudroom Gui","rs":"davidondrej-cloudroom-gui","u":"/use-cases/davidondrej-cloudroom-gui/run-parallel-cloud-agent-branches/","b":false,"f":false,"sc":0.9},{"id":"davidondrej-cloudroom-gui--let-cloud-agent-use-mac-files","t":"Let a cloud agent read files on your Mac with set limits","s":"Give a cloud agent access to your Mac at the level you choose: Off, Read-only, Ask first, or Full.","w":"A developer whose cloud agent needs a local file, config, or project folder that exists only on the Mac.","o":"The cloud agent can reach the Mac at the access level the developer picked, with no broader access than that.","c":"Software and DevOps","r":"davidondrej/cloudroom-gui","rt":"Cloudroom Gui","rs":"davidondrej-cloudroom-gui","u":"/use-cases/davidondrej-cloudroom-gui/let-cloud-agent-use-mac-files/","b":false,"f":false,"sc":0.8},{"id":"davidondrej-cloudroom-gui--switch-between-claude-accounts","t":"Switch between several Claude accounts in one click","s":"Use more than one Claude account in the same app without logging out and back in.","w":"A developer or small team with separate personal and work Claude subscriptions.","o":"The user moves between accounts in one click and keeps each thread on the account it started with.","c":"Software and DevOps","r":"davidondrej/cloudroom-gui","rt":"Cloudroom 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needed.","w":"An analytics engineer reviewing dashboard changes, or a team lead who wants board files checked the same way as code.","o":"A clear pass or fail on every board under charts/, with warnings treated as failures when strict mode is on.","c":"Data and analytics","r":"dbt-labs/dbt-charts","rt":"DBT Charts","rs":"dbt-labs-dbt-charts","u":"/use-cases/dbt-labs-dbt-charts/validate-board-yaml-before-merge/","b":false,"f":false,"sc":0.9},{"id":"dbt-labs-dbt-charts--trace-column-impact-on-boards","t":"Find which dashboards break when a column changes","s":"Use dct impact to list the boards that reference a column before you rename it.","w":"A data engineer about to rename or drop a warehouse column who needs to know which dashboards will be affected.","o":"A list of boards that reference the column, so the owners can update them in the same change.","c":"Data and analytics","r":"dbt-labs/dbt-charts","rt":"DBT Charts","rs":"dbt-labs-dbt-charts","u":"/use-cases/dbt-labs-dbt-charts/trace-column-impact-on-boards/","b":false,"f":false,"sc":0.8},{"id":"dbt-labs-dbt-charts--render-board-to-shareable-file","t":"Export a dashboard as HTML, PDF, or PNG","s":"Render a board to a static file that you can send to people who do not run the CLI.","w":"An analyst who must send a dashboard snapshot to a stakeholder or attach it to a report.","o":"A rendered file of the board in the chosen format, ready to share.","c":"Data and analytics","r":"dbt-labs/dbt-charts","rt":"DBT Charts","rs":"dbt-labs-dbt-charts","u":"/use-cases/dbt-labs-dbt-charts/render-board-to-shareable-file/","b":false,"f":false,"sc":0.7},{"id":"dbt-labs-dbt-charts--query-warehouse-from-terminal","t":"Run SQL against your warehouse from the terminal","s":"Use dct query to test a metric query, or run a named board query, before you build a chart.","w":"An analyst or engineer who wants to check a SQL query against the warehouse before it goes into a board.","o":"The query result printed in the terminal, which you can use to confirm the SQL before building the chart.","c":"Data and analytics","r":"dbt-labs/dbt-charts","rt":"DBT Charts","rs":"dbt-labs-dbt-charts","u":"/use-cases/dbt-labs-dbt-charts/query-warehouse-from-terminal/","b":false,"f":false,"sc":0.6},{"id":"decionis-agent-safe-pipeline--test-agent-boundary-before-install","t":"Test whether an agent can reach a payments API directly","s":"Compare direct, shadow and enforced requests before any real traffic goes through a gateway.","w":"A platform engineer deciding whether an AI agent with a valid API credential should be allowed to call a consequential endpoint.","o":"A table showing which adversarial requests reached the target directly, in shadow and under enforcement, with a verdict and an exit code.","c":"Security and science","r":"decionis/agent-safe-pipeline","rt":"Agent Safe 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role.","o":"A local FDE Gym site with the three open cases loaded, where you can open a case, read what the customer handed over, and start a run.","c":"Software and DevOps","r":"deeplethe/fde-gym","rt":"Fde Gym","rs":"deeplethe-fde-gym","u":"/use-cases/deeplethe-fde-gym/practise-customer-delivery-cases-locally/","b":true,"f":false,"sc":1.0},{"id":"deeplethe-fde-gym--run-a-private-training-site-for-a-team","t":"Run a private FDE Gym site for your team's engineers","s":"Host the judge for your own people, with an admin console for cases and members.","w":"A engineering lead or training owner at a company who wants new delivery engineers to practise customer work on cases the team controls.","o":"A team-run FDE Gym instance with an admin account, uploaded cases, and a leaderboard and submissions view for your members.","c":"Software and DevOps","r":"deeplethe/fde-gym","rt":"Fde 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site.","w":"An operator of a team FDE Gym site whose runs are queuing or whose cases need more capacity than one machine provides.","o":"Additional runners attached to the site, with a clear record of which machine runs which case work.","c":"Software and DevOps","r":"deeplethe/fde-gym","rt":"Fde Gym","rs":"deeplethe-fde-gym","u":"/use-cases/deeplethe-fde-gym/add-runner-machines-to-a-self-hosted-site/","b":false,"f":false,"sc":0.7},{"id":"deeplethe-solid-glass--apply-solid-glass-to-shadcn-project","t":"Apply the Solid Glass look to a shadcn/ui project","s":"Install one stylesheet so existing shadcn/ui components take on the Solid Glass material.","w":"A frontend developer with a shadcn/ui app who wants a refined, layered look without rewriting components.","o":"The project's existing shadcn/ui components render in the Solid Glass material in light and dark modes, with no component code changed.","c":"Software and DevOps","r":"deeplethe/solid-glass","rt":"Solid 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components, examples and blocks before adopting them.","w":"A designer or developer who wants to see the material, components and blocks before choosing to use them.","o":"A local copy of the site runs at localhost, showing components, examples and blocks in light or dark mode.","c":"Software and DevOps","r":"deeplethe/solid-glass","rt":"Solid Glass","rs":"deeplethe-solid-glass","u":"/use-cases/deeplethe-solid-glass/preview-solid-glass-locally/","b":false,"f":false,"sc":0.8},{"id":"deeplethe-solid-glass--tune-solid-glass-theme-with-create-page","t":"Tune the glass thickness, tint and radius with the Create page","s":"Adjust theme dials on the Create page and take the few lines of CSS into your project.","w":"A designer or frontend developer who wants the material to match a product's brand without writing CSS from scratch.","o":"A customised set of Solid Glass variables that matches the chosen dials, ready to paste into the project's stylesheet.","c":"Software and 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held a role in a past quarter and what was known then","s":"Ingest dated announcements and minutes, then ask who held a role in a period and what the base believed at the time.","w":"An HR, finance or research lead who must reconstruct a past handover or a later correction and needs to separate what was true from what was on record at the time.","o":"The user gets the holder for the requested period and, separately, what the base knew at that earlier time, with corrections linked to the entries they replaced.","c":"Work and operations","r":"deeplethe/utopia","rt":"Utopia","rs":"deeplethe-utopia","u":"/use-cases/deeplethe-utopia/trace-who-held-role-over-time/","b":false,"f":false,"sc":0.9},{"id":"deeplethe-utopia--let-agent-read-knowledge-base-over-mcp","t":"Connect a coding agent to a knowledge base over MCP","s":"Give Cursor a scoped MCP connection to a base so it can read dated facts and send proposed changes for review.","w":"An engineering or operations team member using Cursor who wants the agent to answer questions about a system's entities from the team's knowledge base.","o":"Cursor reads typed, dated answers with stable identifiers and evidence, and anything it wants to record is proposed for a person to approve first.","c":"Work and operations","r":"deeplethe/utopia","rt":"Utopia","rs":"deeplethe-utopia","u":"/use-cases/deeplethe-utopia/let-agent-read-knowledge-base-over-mcp/","b":false,"f":false,"sc":0.8},{"id":"deeplethe-utopia--push-timed-observations-into-graph","t":"Push timed observations from a system into a dated graph","s":"Send each observation with its timestamp so the base can answer where something was at a time and where it is now.","w":"A robotics, monitoring or security engineer whose system already records what it saw and when, and who needs history queries over those observations.","o":"The engineer can ask for the value at a past moment and the current value, each tied to the observation it rests on.","c":"Work and operations","r":"deeplethe/utopia","rt":"Utopia","rs":"deeplethe-utopia","u":"/use-cases/deeplethe-utopia/push-timed-observations-into-graph/","b":false,"f":false,"sc":0.7},{"id":"deepseek-ai-deepseek-harness--run-dsh-web-ui-locally","t":"Start the DeepSeek Harness Web UI with one command","s":"Launch the dsh Web UI on your own machine with a single npx command.","w":"A developer or operator who wants to try the agent harness locally without setting up a repository.","o":"The Web UI runs at http://127.0.0.1:3080 on your machine and you can open it in a browser.","c":"Software and DevOps","r":"deepseek-ai/deepseek-harness","rt":"DeepSeek Harness","rs":"deepseek-ai-deepseek-harness","u":"/use-cases/deepseek-ai-deepseek-harness/run-dsh-web-ui-locally/","b":true,"f":false,"sc":1.0},{"id":"deepseek-ai-deepseek-harness--run-dsh-from-source-checkout","t":"Build and run the harness from a git checkout","s":"Clone the repository, install dependencies, build the artifacts, and start the Web UI from source.","w":"A developer who wants to read, modify, or debug the harness code instead of using the published package.","o":"The Web UI runs from your own build of the repository.","c":"Software and DevOps","r":"deepseek-ai/deepseek-harness","rt":"DeepSeek Harness","rs":"deepseek-ai-deepseek-harness","u":"/use-cases/deepseek-ai-deepseek-harness/run-dsh-from-source-checkout/","b":false,"f":false,"sc":0.9},{"id":"deepseek-ai-deepseek-harness--contribute-changes-with-agent-rules","t":"Have a coding agent make a change under the repo's rules","s":"Point an agent at AGENTS.md and CONTRIBUTING.md so its edits follow project guidance.","w":"A maintainer or contributor who wants an AI coding agent to make a scoped change to the harness.","o":"The agent makes a change that follows AGENTS.md, and you can check it with the build and the dev watch command.","c":"Software and DevOps","r":"deepseek-ai/deepseek-harness","rt":"DeepSeek Harness","rs":"deepseek-ai-deepseek-harness","u":"/use-cases/deepseek-ai-deepseek-harness/contribute-changes-with-agent-rules/","b":false,"f":false,"sc":0.8},{"id":"deepseek-ai-deepseek-harness--build-plugin-for-dsh","t":"Write a plugin for the everything-is-a-plugin harness","s":"Build a plugin on the harness architecture and publish it with the dsh-plugin topic.","w":"A developer who wants to add a capability to DeepSeek Harness and share it with other users.","o":"A plugin repository that is discoverable through the dsh-plugin GitHub topic.","c":"Software and DevOps","r":"deepseek-ai/deepseek-harness","rt":"DeepSeek Harness","rs":"deepseek-ai-deepseek-harness","u":"/use-cases/deepseek-ai-deepseek-harness/build-plugin-for-dsh/","b":false,"f":false,"sc":0.7},{"id":"deerwork-ai-deer-workflow--generate-typescript-workflow-from-description","t":"Generate a runnable TypeScript workflow from plain English","s":"Describe a multi-step job in one sentence and get a runnable TypeScript workflow module.","w":"A developer or analyst who wants a multi-step AI pipeline, such as parallel research plus a written report, but does not want to hand-write the orchestration code.","o":"A workflow.ts file that holds the execution path in readable TypeScript, which you can run, inspect, and edit.","c":"Software and DevOps","r":"deerwork-ai/deer-workflow","rt":"Deer Workflow","rs":"deerwork-ai-deer-workflow","u":"/use-cases/deerwork-ai-deer-workflow/generate-typescript-workflow-from-description/","b":true,"f":false,"sc":1.0},{"id":"deerwork-ai-deer-workflow--run-workflow-in-ci-with-json-events","t":"Run a workflow in CI and parse its JSON event stream","s":"Execute a saved workflow in a build pipeline and read a stable JSONL event stream.","w":"A DevOps or platform engineer who needs an agent-driven workflow to run on a server or in a CI job without an interactive terminal.","o":"A non-interactive run that prints one JSON event per line, which a pipeline can capture, store, and act on.","c":"Software and DevOps","r":"deerwork-ai/deer-workflow","rt":"Deer Workflow","rs":"deerwork-ai-deer-workflow","u":"/use-cases/deerwork-ai-deer-workflow/run-workflow-in-ci-with-json-events/","b":false,"f":false,"sc":0.9},{"id":"deerwork-ai-deer-workflow--try-deep-research-example","t":"Run the Deep Research example to produce an HTML report","s":"Clone the repo and run a bundled example that researches angles in parallel and builds a report.","w":"A researcher or analyst who wants to see a finished multi-agent research workflow before writing their own.","o":"An interactive HTML report produced by a workflow that discovers angles, investigates them in parallel, and verifies claims.","c":"Software and DevOps","r":"deerwork-ai/deer-workflow","rt":"Deer Workflow","rs":"deerwork-ai-deer-workflow","u":"/use-cases/deerwork-ai-deer-workflow/try-deep-research-example/","b":false,"f":false,"sc":0.8},{"id":"deerwork-ai-deer-workflow--swap-agent-runtime-for-generation","t":"Generate a workflow with Claude Code or Pi instead of Codex","s":"Switch the Agent runtime used to generate a workflow without changing the rest of the process.","w":"A developer on a team that already uses Claude Code or Pi and does not want to add Codex just to generate workflows.","o":"A workflow.ts file generated by the Agent runtime the team already has installed.","c":"Software and DevOps","r":"deerwork-ai/deer-workflow","rt":"Deer Workflow","rs":"deerwork-ai-deer-workflow","u":"/use-cases/deerwork-ai-deer-workflow/swap-agent-runtime-for-generation/","b":false,"f":false,"sc":0.7},{"id":"deerwork-ai-deer-workflow--add-new-agent-integration","t":"Add an integration for a new coding agent","s":"Clone the repo, run the checks, and build a new Agent integration beside the built-in ones.","w":"An open-source contributor or platform engineer who wants Deer Workflow to work with a coding agent the project does not support yet.","o":"A tested pull request that adds an Agent integration beside ClaudeAgent and PiAgent.","c":"Software and DevOps","r":"deerwork-ai/deer-workflow","rt":"Deer Workflow","rs":"deerwork-ai-deer-workflow","u":"/use-cases/deerwork-ai-deer-workflow/add-new-agent-integration/","b":false,"f":false,"sc":0.6},{"id":"dengyier-openworkproof--verify-agent-work-offline","t":"Verify an agent work package offline without the vendor","s":"Check a signed Surface or Acceptance bundle with the owp CLI, no access to the original platform.","w":"A client, auditor, or reviewer who received a bundle from an AI service provider and needs to confirm the work chain without access to the provider's systems.","o":"A clear pass or fail result from the offline verifier for the Surface or Acceptance bundle, based only on the bundle contents.","c":"Software and DevOps","r":"dengyier/OpenWorkProof","rt":"Open Work Proof","rs":"dengyier-openworkproof","u":"/use-cases/dengyier-openworkproof/verify-agent-work-offline/","b":true,"f":false,"sc":1.0},{"id":"dengyier-openworkproof--see-human-decision-gates-in-action","t":"Run the Human Agency example to see reserved actions","s":"Run the minimal Human Agency Profile script to see which agent actions are allowed and which need a human.","w":"A developer or technical lead who wants to understand how a person keeps decision rights over an AI agent before adding the protocol to a workflow.","o":"Terminal output showing one delegated action as allowed and one reserved action blocked with AGENCY_HUMAN_DECISION_REQUIRED before execution.","c":"Software and DevOps","r":"dengyier/OpenWorkProof","rt":"Open Work Proof","rs":"dengyier-openworkproof","u":"/use-cases/dengyier-openworkproof/see-human-decision-gates-in-action/","b":false,"f":false,"sc":0.9},{"id":"dengyier-openworkproof--add-evidence-report-to-pull-requests","t":"Attach a four-question evidence report to pull requests","s":"Use the GitHub Action to report what was claimed, what evidence exists, what limits applied, and the conclusion.","w":"A team that already runs a pull request delivery process and receives code changes from AI agents, and wants a standard verification report on each change.","o":"A report on each pull request with the claim checked, the evidence seen, the constraints on execution, and a VERIFIED, REFUTED, or UNKNOWN conclusion.","c":"Software and DevOps","r":"dengyier/OpenWorkProof","rt":"Open Work Proof","rs":"dengyier-openworkproof","u":"/use-cases/dengyier-openworkproof/add-evidence-report-to-pull-requests/","b":false,"f":false,"sc":0.8},{"id":"dengyier-openworkproof--package-delivery-case-for-settlement-review","t":"Package an agent delivery case for payer review","s":"Initialize, inspect, verify, and export a Verified Agent Delivery case as a third-party review package.","w":"A service provider that delivers agent work to a client and needs to hand the payer a checkable record before any payment decision.","o":"An exported review package with a deterministic digest and integrity manifest, plus a status derived from the real evidence.","c":"Software and DevOps","r":"dengyier/OpenWorkProof","rt":"Open Work Proof","rs":"dengyier-openworkproof","u":"/use-cases/dengyier-openworkproof/package-delivery-case-for-settlement-review/","b":false,"f":false,"sc":0.7},{"id":"dengyier-openworkproof--prepare-external-human-acceptance-bundle","t":"Build an acceptance bundle for an outside human signer","s":"Generate an Acceptance Bundle from a ledger so an external Acceptor can sign without a private key entering the tool.","w":"A delivery lead who needs a client's authorized person to accept or reject agent work, with the acceptance kept separate from verification.","o":"An Acceptance Bundle directory built from the ledger and surface evidence, ready for an external acceptor to sign and for a third party to verify.","c":"Software and DevOps","r":"dengyier/OpenWorkProof","rt":"Open Work Proof","rs":"dengyier-openworkproof","u":"/use-cases/dengyier-openworkproof/prepare-external-human-acceptance-bundle/","b":false,"f":false,"sc":0.6},{"id":"denrakeiw-scumble--replace-part-of-photo-with-colour-matched-layer","t":"Replace part of a photo with an AI layer that matches","s":"Select an area, describe the change, and get a colour-matched layer you can mask, blend or undo.","w":"A photographer or social media editor who needs to remove an object or add something to one picture and has only an API key, no ComfyUI.","o":"The edit sits as its own layer over the selection, faded at the edge and colour-matched to the surrounding picture, and can be adjusted or flattened when finished.","c":"Content","r":"DenRakEiw/scumble","rt":"Scumble","rs":"denrakeiw-scumble","u":"/use-cases/denrakeiw-scumble/replace-part-of-photo-with-colour-matched-layer/","b":true,"f":false,"sc":1.0},{"id":"denrakeiw-scumble--place-boxes-and-references-into-new-image","t":"Generate a new picture from boxes and reference images","s":"Draw boxes on an empty canvas, describe each one, and have FLUX 3 Image build the scene.","w":"A content creator planning a composed image who wants to say where each element goes instead of writing one long prompt.","o":"A generated picture where each boxed area follows its description, with reference layers named @img1 and @img2 in the prompt and returned as layers.","c":"Content","r":"DenRakEiw/scumble","rt":"Scumble","rs":"denrakeiw-scumble","u":"/use-cases/denrakeiw-scumble/place-boxes-and-references-into-new-image/","b":false,"f":false,"sc":0.9},{"id":"denrakeiw-scumble--let-claude-code-edit-pictures-through-mcp","t":"Let Claude Code edit pictures in Scumble through MCP","s":"Connect Claude Code to Scumble's MCP server so an agent can select, generate, match and export.","w":"A developer or designer who already works in Claude Code and wants an agent to run repetitive image edits in the same window they can watch.","o":"Claude Code opens, selects, generates, matches and exports pictures through Scumble's MCP tools, with the same undo as manual work.","c":"Content","r":"DenRakEiw/scumble","rt":"Scumble","rs":"denrakeiw-scumble","u":"/use-cases/denrakeiw-scumble/let-claude-code-edit-pictures-through-mcp/","b":false,"f":false,"sc":0.8},{"id":"denrakeiw-scumble--export-layered-psd-from-local-comfyui","t":"Export a layered PSD from a local ComfyUI edit","s":"Run inpainting on your own ComfyUI and export the result as a PSD with layers and masks.","w":"A retoucher or studio artist with a local ComfyUI setup who needs layered files for a client's graphic design software.","o":"A PSD file with each AI edit as a separate layer and its masks kept, produced from a recipe that runs on your own machine.","c":"Content","r":"DenRakEiw/scumble","rt":"Scumble","rs":"denrakeiw-scumble","u":"/use-cases/denrakeiw-scumble/export-layered-psd-from-local-comfyui/","b":false,"f":false,"sc":0.7},{"id":"devagrawal09-jev-review--review-git-diff-before-commit","t":"Review uncommitted Git changes before committing","s":"Get a staged review of your current diff and read the findings in a local dashboard.","w":"A developer with uncommitted changes in a Git repository who wants a second pass on correctness, security, reliability, compatibility, and test coverage before committing.","o":"A saved review of the current diff, with findings listed in the dashboard at http://127.0.0.1:4317 as review prompts to check.","c":"Software and DevOps","r":"devagrawal09/jev-review","rt":"Jev Review","rs":"devagrawal09-jev-review","u":"/use-cases/devagrawal09-jev-review/review-git-diff-before-commit/","b":true,"f":false,"sc":1.0},{"id":"devagrawal09-jev-review--scan-codebase-for-review-risks","t":"Scan a whole package for review risks","s":"Run a complete codebase scan on a repository or package and browse the results in the dashboard.","w":"A maintainer or tech lead inheriting or auditing a package who needs a map of where the riskiest code sits.","o":"A saved complete codebase scan viewable in the dashboard, with large reports in collapsible sections to help choose where to read first.","c":"Software and DevOps","r":"devagrawal09/jev-review","rt":"Jev Review","rs":"devagrawal09-jev-review","u":"/use-cases/devagrawal09-jev-review/scan-codebase-for-review-risks/","b":false,"f":false,"sc":0.9},{"id":"devagrawal09-jev-review--pipe-review-json-to-coding-agent","t":"Feed a diff review as JSON to a coding agent","s":"Print the change review as JSON so an agent can triage the findings against the code.","w":"A developer using an AI coding agent who wants the agent to act on review findings rather than read them by hand.","o":"A JSON review of the current diff that the agent can use to decide which findings to fix, dismiss, or investigate.","c":"Software and DevOps","r":"devagrawal09/jev-review","rt":"Jev Review","rs":"devagrawal09-jev-review","u":"/use-cases/devagrawal09-jev-review/pipe-review-json-to-coding-agent/","b":false,"f":false,"sc":0.8},{"id":"devagrawal09-jev-review--extend-staged-review-workflow","t":"Adapt the staged review workflow for your team","s":"Change the review layers or policy in code and confirm the dependency checks still pass.","w":"A developer on a team that wants to change which judgments run or how findings are routed.","o":"A modified review workflow that still passes the project's typecheck, dependency-flow check, and dashboard syntax check.","c":"Software and DevOps","r":"devagrawal09/jev-review","rt":"Jev Review","rs":"devagrawal09-jev-review","u":"/use-cases/devagrawal09-jev-review/extend-staged-review-workflow/","b":false,"f":false,"sc":0.7},{"id":"devdock-ai-claude-unlimited--keep-claude-code-session-running-past-limit","t":"Keep a Claude Code session going past a usage limit","s":"Pool two or more accounts so a long coding session switches accounts instead of stopping.","w":"A developer in the middle of a long Claude Code task who keeps hitting the usage limit on one subscription.","o":"The session continues on the next account between requests, with the same context and terminal.","c":"Software and DevOps","r":"DevDock-AI/claude-unlimited","rt":"Claude Unlimited","rs":"devdock-ai-claude-unlimited","u":"/use-cases/devdock-ai-claude-unlimited/keep-claude-code-session-running-past-limit/","b":true,"f":false,"sc":1.0},{"id":"devdock-ai-claude-unlimited--spread-subagents-across-accounts","t":"Spread a Claude Code session's subagents across accounts","s":"Run the main agent and each subagent on different pooled accounts to share the load.","w":"A developer running parallel subagents in Claude Code who wants to avoid exhausting a single account.","o":"Each agent stays on its own account, so the load is shared and each prompt cache stays warm.","c":"Software and DevOps","r":"DevDock-AI/claude-unlimited","rt":"Claude Unlimited","rs":"devdock-ai-claude-unlimited","u":"/use-cases/devdock-ai-claude-unlimited/spread-subagents-across-accounts/","b":false,"f":false,"sc":0.9},{"id":"devdock-ai-claude-unlimited--track-ai-spend-by-model-and-project","t":"Track AI spend by model and project in one dashboard","s":"See cost and token use over time, split by model, project and account, on your own machine.","w":"A developer or team lead who needs to know which projects and models are driving AI usage costs.","o":"A local dashboard shows spend and tokens over time, broken down by model, project and account.","c":"Software and DevOps","r":"DevDock-AI/claude-unlimited","rt":"Claude Unlimited","rs":"devdock-ai-claude-unlimited","u":"/use-cases/devdock-ai-claude-unlimited/track-ai-spend-by-model-and-project/","b":false,"f":false,"sc":0.8},{"id":"devdock-ai-claude-unlimited--call-pooled-accounts-from-own-app","t":"Send your own app's Anthropic API calls through the pool","s":"Point any Messages API client at the local daemon so its requests use the pooled accounts.","w":"A developer building an app or script that calls the Anthropic Messages API and wants requests to survive a usage limit.","o":"The app sends requests to 127.0.0.1 and the daemon picks the account for each request.","c":"Software and DevOps","r":"DevDock-AI/claude-unlimited","rt":"Claude Unlimited","rs":"devdock-ai-claude-unlimited","u":"/use-cases/devdock-ai-claude-unlimited/call-pooled-accounts-from-own-app/","b":false,"f":false,"sc":0.7},{"id":"devilcoolyue-agentbox--run-claude-code-in-browser-on-own-server","t":"Run Claude Code in a browser workspace on your server","s":"Install Agentbox on a Linux server and code with Claude Code from any browser.","w":"A developer with a spare Linux server who wants to pick up a coding project from a laptop or phone without setting up tools on each device.","o":"Claude Code runs inside a Docker workspace on your server, and you chat with it and see its work from a browser.","c":"Software and DevOps","r":"devilcoolyue/agentbox","rt":"Agentbox","rs":"devilcoolyue-agentbox","u":"/use-cases/devilcoolyue-agentbox/run-claude-code-in-browser-on-own-server/","b":true,"f":false,"sc":1.0},{"id":"devilcoolyue-agentbox--review-agent-changes-and-open-pr","t":"Review agent changes per file and open a PR","s":"Check each diff the agent made, then commit, push, and open a PR or MR from the browser.","w":"A developer who lets Codex CLI or Claude Code edit a Git repository and wants to review every change before it leaves the server.","o":"You review per-file diffs in the workspace, commit the ones you accept, and open a PR or MR from the same place.","c":"Software and DevOps","r":"devilcoolyue/agentbox","rt":"Agentbox","rs":"devilcoolyue-agentbox","u":"/use-cases/devilcoolyue-agentbox/review-agent-changes-and-open-pr/","b":false,"f":false,"sc":0.9},{"id":"devilcoolyue-agentbox--share-agent-accounts-and-track-team-usage","t":"Share agent accounts with a team and track usage","s":"Pool Claude and Codex accounts, scope them per user, and export usage costs as CSV.","w":"A team lead who gives several trusted developers access to Claude or Codex and needs to know who used which model and what it cost.","o":"Each developer uses only the accounts you scoped to them, and you read per-request usage with price snapshots and export it to CSV.","c":"Software and DevOps","r":"devilcoolyue/agentbox","rt":"Agentbox","rs":"devilcoolyue-agentbox","u":"/use-cases/devilcoolyue-agentbox/share-agent-accounts-and-track-team-usage/","b":false,"f":false,"sc":0.8},{"id":"devilcoolyue-agentbox--reach-private-services-from-workspace","t":"Let a workspace reach private services through abox-link","s":"Pair abox-link so an agent can use allowlisted repositories, databases, or services on your network.","w":"An engineer whose agent needs a private repository, database, or internal service that is not reachable from the public internet.","o":"The agent's workspace reaches only the allowlisted services on your network through abox-link.","c":"Software and DevOps","r":"devilcoolyue/agentbox","rt":"Agentbox","rs":"devilcoolyue-agentbox","u":"/use-cases/devilcoolyue-agentbox/reach-private-services-from-workspace/","b":false,"f":false,"sc":0.7},{"id":"dfarm6-prism-browser-community--separate-profiles-for-own-accounts","t":"Keep each of your own accounts in its own browser profile","s":"Run several isolated local browser profiles, each with its own cookies, cache, and proxy.","w":"A freelancer or small operations person who manages several of their own web accounts on one computer and needs the sessions kept apart.","o":"Each account opens in its own profile with separate storage, and the profiles stay on the local device.","c":"Security and science","r":"DFarm6/Prism-Browser-Community","rt":"Prism Browser Community","rs":"dfarm6-prism-browser-community","u":"/use-cases/dfarm6-prism-browser-community/separate-profiles-for-own-accounts/","b":true,"f":false,"sc":1.0},{"id":"dfarm6-prism-browser-community--test-profile-fingerprint-results","t":"Check how a profile scores on fingerprint test sites","s":"Open a profile on the public test pages the project uses to check its own kernel.","w":"A QA tester or privacy researcher who needs to see how a browser profile looks to common fingerprint-testing sites.","o":"A dated record of how a profile scored on Pixelscan, CreepJS, BrowserLeaks, and IPhey, with the failed fields noted.","c":"Security and science","r":"DFarm6/Prism-Browser-Community","rt":"Prism Browser Community","rs":"dfarm6-prism-browser-community","u":"/use-cases/dfarm6-prism-browser-community/test-profile-fingerprint-results/","b":false,"f":false,"sc":0.9},{"id":"dfarm6-prism-browser-community--build-chromium-kernel-windows","t":"Build the Chromium 144 fingerprint kernel on Windows","s":"Compile the pinned Chromium 144 kernel from source with the project's Windows scripts.","w":"A developer on Windows x64 who wants to build the fingerprint kernel locally instead of using the bundled one.","o":"A local Chromium build with Chromedriver, installer artifacts, a build manifest, and SHA-256 checksums, which can be imported into the app.","c":"Security and science","r":"DFarm6/Prism-Browser-Community","rt":"Prism Browser Community","rs":"dfarm6-prism-browser-community","u":"/use-cases/dfarm6-prism-browser-community/build-chromium-kernel-windows/","b":false,"f":false,"sc":0.8},{"id":"dfarm6-prism-browser-community--move-profiles-to-new-computer","t":"Move your profiles to a new computer","s":"Install the app on a new machine and migrate cookies, profiles, or the whole workspace locally.","w":"A user who is replacing or adding a computer and wants to keep existing browser profiles without uploading them anywhere.","o":"The new computer runs the same profiles, with data kept on the local device.","c":"Security and science","r":"DFarm6/Prism-Browser-Community","rt":"Prism Browser Community","rs":"dfarm6-prism-browser-community","u":"/use-cases/dfarm6-prism-browser-community/move-profiles-to-new-computer/","b":false,"f":false,"sc":0.7},{"id":"dicklesworthstone-skillranker--rank-skills-for-next-claude-code-step","t":"Suggest the right agent skill for each Claude Code step","s":"Connect a Claude Code session to SkillRanker so each next step gets a ranked, advisory skill suggestion.","w":"A developer using Claude Code on a large skill library who keeps losing time picking which procedure fits the current request.","o":"Claude Code hooks request a recommendation for the current session, and failed hook calls fall back quietly without blocking the agent.","c":"Software and DevOps","r":"Dicklesworthstone/skillranker","rt":"Skillranker","rs":"dicklesworthstone-skillranker","u":"/use-cases/dicklesworthstone-skillranker/rank-skills-for-next-claude-code-step/","b":true,"f":false,"sc":1.0},{"id":"dicklesworthstone-skillranker--try-skillranker-offline-before-connecting","t":"Inspect a labeled skill ranking offline first","s":"Run the built-in fixture demo and readiness checks before sharing any real session.","w":"A cautious developer or team lead who wants to see how SkillRanker behaves before giving it any private conversation data.","o":"You see a labeled fixture result, confirm which adapters and integrations your build supports, and get a dry-run preview of the redacted request with no network calls.","c":"Software and DevOps","r":"Dicklesworthstone/skillranker","rt":"Skillranker","rs":"dicklesworthstone-skillranker","u":"/use-cases/dicklesworthstone-skillranker/try-skillranker-offline-before-connecting/","b":false,"f":false,"sc":0.9},{"id":"dicklesworthstone-skillranker--explain-why-a-skill-was-not-suggested","t":"Find out why an expected skill was excluded","s":"Trace where a specific skill dropped out of a ranking and what threshold or setting caused it.","w":"A skill author or agent operator who expected a particular skill to be suggested and got nothing back.","o":"A trace shows the stage where the candidate was excluded, along with thresholds and recovery hints.","c":"Software and DevOps","r":"Dicklesworthstone/skillranker","rt":"Skillranker","rs":"dicklesworthstone-skillranker","u":"/use-cases/dicklesworthstone-skillranker/explain-why-a-skill-was-not-suggested/","b":false,"f":false,"sc":0.8},{"id":"dicklesworthstone-skillranker--review-skill-usage-and-coverage-gaps","t":"Review skill adoption and find coverage gaps","s":"Check which skills are loaded, where descriptions are weak, and where the library lacks coverage.","w":"A team maintaining a shared skill library who wants to prune, rewrite, or add skills based on local observations.","o":"A local report shows per-skill adoption, description quality issues, and suspected coverage gaps, with the limits of adoption data stated.","c":"Software and DevOps","r":"Dicklesworthstone/skillranker","rt":"Skillranker","rs":"dicklesworthstone-skillranker","u":"/use-cases/dicklesworthstone-skillranker/review-skill-usage-and-coverage-gaps/","b":false,"f":false,"sc":0.7},{"id":"dicklesworthstone-skillranker--replay-labeled-evaluations-offline","t":"Replay a labeled evaluation set without network calls","s":"Re-run a labeled ranking dataset locally to compare policies without spending provider calls.","w":"A maintainer tuning SkillRanker policies who needs repeatable results on a fixed labeled dataset.","o":"Offline replay shows how the labeled artifact scores and explains each decision, with no network requests.","c":"Software and DevOps","r":"Dicklesworthstone/skillranker","rt":"Skillranker","rs":"dicklesworthstone-skillranker","u":"/use-cases/dicklesworthstone-skillranker/replay-labeled-evaluations-offline/","b":false,"f":false,"sc":0.6},{"id":"diegosouzapw-omniroute--keep-coding-when-quota-runs-out","t":"Keep coding when one provider's quota runs out","s":"Route Claude Code, Codex or Cursor through one gateway that falls back to the next healthy model.","w":"A developer using an AI coding agent daily who hits rate limits or runs out of a provider's free or subscription quota mid-task.","o":"The coding agent keeps sending requests to one local endpoint, and Omni Route moves to the next eligible model when quota or health changes.","c":"Software and DevOps","r":"diegosouzapw/OmniRoute","rt":"Omni Route","rs":"diegosouzapw-omniroute","u":"/use-cases/diegosouzapw-omniroute/keep-coding-when-quota-runs-out/","b":true,"f":false,"sc":1.0},{"id":"diegosouzapw-omniroute--send-one-api-call-to-many-models","t":"Send one API call to many models from a script","s":"Point any OpenAI-style client at one local endpoint and switch models without changing code.","w":"A developer or analyst writing a script or small app that calls AI models and wants to test several providers without rewriting the client.","o":"A single chat completion request to localhost returns a model answer, and the model can be changed in one field.","c":"Software and DevOps","r":"diegosouzapw/OmniRoute","rt":"Omni Route","rs":"diegosouzapw-omniroute","u":"/use-cases/diegosouzapw-omniroute/send-one-api-call-to-many-models/","b":false,"f":false,"sc":0.9},{"id":"diegosouzapw-omniroute--compare-free-tier-capacity-before-choosing","t":"Compare free-tier capacity before choosing providers","s":"Check the dashboard's free-tier catalog to see how much usable free capacity you have.","w":"A solo builder or student deciding which AI providers to sign up for without paying for a subscription.","o":"The user sees the free-tier entries and monthly figures Omni Route computes, then chooses which providers to connect.","c":"Software and DevOps","r":"diegosouzapw/OmniRoute","rt":"Omni Route","rs":"diegosouzapw-omniroute","u":"/use-cases/diegosouzapw-omniroute/compare-free-tier-capacity-before-choosing/","b":false,"f":false,"sc":0.8},{"id":"dieqiyun-uni-switch--switch-codex-claude-provider","t":"Switch Codex and Claude Code to a new API provider","s":"Add a provider once with its API address and key, then switch between providers with one click.","w":"A developer who has an API address and API Key from a provider and wants Codex or Claude Code to use it without editing config files by hand.","o":"The provider is saved, the client is configured to use it, and the client restarts into a new conversation with the provider's models.","c":"Software and DevOps","r":"dieqiyun/uni-switch","rt":"Uni Switch","rs":"dieqiyun-uni-switch","u":"/use-cases/dieqiyun-uni-switch/switch-codex-claude-provider/","b":true,"f":false,"sc":1.0},{"id":"dieqiyun-uni-switch--sync-and-tune-provider-models","t":"Sync a provider's models and set context limits","s":"Refresh the model list after a provider changes its models and set the default and context length for each.","w":"A user whose API provider adds, removes or renames models and who needs Codex or Claude Code to use only the models that still exist.","o":"The enabled model list matches the provider's current models, the default model is valid, and each model has its context length set.","c":"Software and DevOps","r":"dieqiyun/uni-switch","rt":"Uni Switch","rs":"dieqiyun-uni-switch","u":"/use-cases/dieqiyun-uni-switch/sync-and-tune-provider-models/","b":false,"f":false,"sc":0.9},{"id":"dieqiyun-uni-switch--edit-zcode-dsh-workbuddy-configs","t":"Edit ZCode, DSH or WorkBuddy config files with backups","s":"View the real config file for another client, edit it inside the app, and keep a backup before saving.","w":"A user of ZCode, DSH (DeepSeek Harness) or WorkBuddy who wants to set up the client from its own config file and revert safely if something breaks.","o":"The client config is updated after validation and backup, and the user knows to restart the client.","c":"Software and DevOps","r":"dieqiyun/uni-switch","rt":"Uni Switch","rs":"dieqiyun-uni-switch","u":"/use-cases/dieqiyun-uni-switch/edit-zcode-dsh-workbuddy-configs/","b":false,"f":false,"sc":0.8},{"id":"dieqiyun-uni-switch--build-uni-switch-from-source","t":"Build and test Uni Switch from source","s":"Install dependencies, run the checks and build the desktop app from the repository.","w":"A developer who wants to audit, modify or contribute to Uni Switch and needs a local build that matches the released code.","o":"The frontend checks and Rust tests pass, and a desktop build is produced in the bundle output folder.","c":"Software and DevOps","r":"dieqiyun/uni-switch","rt":"Uni Switch","rs":"dieqiyun-uni-switch","u":"/use-cases/dieqiyun-uni-switch/build-uni-switch-from-source/","b":false,"f":false,"sc":0.7},{"id":"dingooz-llm-visuals--watch-local-llama-server-live","t":"Watch tokens per second and TTFT on a local server","s":"Attach the dashboard to a running llama-server and see tok/s, time to first token and GPU load update live.","w":"A developer running llama.cpp locally who wants to know how fast a model answers and whether the GPU is the bottleneck.","o":"A terminal dashboard that shows tokens per second, time to first token, GPU utilisation and memory for the server while a request runs.","c":"Software and DevOps","r":"DingoOz/llm-visuals","rt":"LLM Visuals","rs":"dingooz-llm-visuals","u":"/use-cases/dingooz-llm-visuals/watch-local-llama-server-live/","b":true,"f":false,"sc":1.0},{"id":"dingooz-llm-visuals--preview-dashboard-views-without-hardware","t":"Preview every dashboard view with no GPU or model","s":"Run the built-in demo to see all views on synthetic data before setting up a real server.","w":"A developer or reviewer who wants to see what the dashboard shows before installing GPU tools or loading a model.","o":"A rendered dashboard with synthetic server and GPU data, plus a check that the terminal shows truecolour correctly.","c":"Software and DevOps","r":"DingoOz/llm-visuals","rt":"LLM Visuals","rs":"dingooz-llm-visuals","u":"/use-cases/dingooz-llm-visuals/preview-dashboard-views-without-hardware/","b":false,"f":false,"sc":0.9},{"id":"dingooz-llm-visuals--log-llm-requests-to-sqlite","t":"Record every request to a SQLite log for analysis","s":"Start the dashboard with a log database so request rows are saved for later review.","w":"A developer comparing model setups who wants saved request data rather than screenshots of a live screen.","o":"A SQLite file containing one row per logged request that can be opened with any SQLite tool.","c":"Software and DevOps","r":"DingoOz/llm-visuals","rt":"LLM Visuals","rs":"dingooz-llm-visuals","u":"/use-cases/dingooz-llm-visuals/log-llm-requests-to-sqlite/","b":false,"f":false,"sc":0.8},{"id":"dingooz-llm-visuals--build-release-binaries-for-six-targets","t":"Build release binaries for six OS and CPU targets","s":"Cross-compile archives for Linux, macOS and Windows on x86-64 and ARM64 from one machine.","w":"A maintainer who ships a Rust CLI and needs binaries for every platform without a separate build machine for each.","o":"Archives for each supported target written to a dist folder on the local machine.","c":"Software and DevOps","r":"DingoOz/llm-visuals","rt":"LLM Visuals","rs":"dingooz-llm-visuals","u":"/use-cases/dingooz-llm-visuals/build-release-binaries-for-six-targets/","b":false,"f":false,"sc":0.7},{"id":"disler-durable-pi--run-durable-agent-on-own-machine","t":"Run a durable agent on your own machine","s":"Start a device server and web hub so an agent keeps running after you close the browser.","w":"A developer who wants a long-running AI agent on a laptop or server that survives closing the browser or restarting the terminal.","o":"A local device server on port 4780 and a web UI on http://localhost:4781 that show one durable agent you can reopen at any time.","c":"Software and DevOps","r":"disler/durable-pi","rt":"Durable Pi","rs":"disler-durable-pi","u":"/use-cases/disler-durable-pi/run-durable-agent-on-own-machine/","b":true,"f":false,"sc":1.0},{"id":"disler-durable-pi--watch-proactive-agent-open-incident","t":"Watch a proactive agent open an incident","s":"Run the demo where an agent starts on its own, investigates a failing checkout and waits for your deploy approval.","w":"An engineer evaluating proactive AI agents who needs to see how an agent reacts to a production log signal before trusting one with real work.","o":"A running demo at the printed URL in which the agent asks to deploy at about 30 seconds and waits for your decision.","c":"Software and DevOps","r":"disler/durable-pi","rt":"Durable Pi","rs":"disler-durable-pi","u":"/use-cases/disler-durable-pi/watch-proactive-agent-open-incident/","b":false,"f":false,"sc":0.9},{"id":"disler-durable-pi--attach-terminal-and-steer-agent","t":"Attach a terminal to a running agent and steer it","s":"Reconnect from the terminal to an agent on a device and send it follow-ups or interrupts.","w":"A developer who prefers the terminal and wants to check on or redirect an agent that is already working on a device.","o":"A terminal view of the agent where you can send, steer, queue or interrupt work, and where the agent keeps running after you exit.","c":"Software and DevOps","r":"disler/durable-pi","rt":"Durable Pi","rs":"disler-durable-pi","u":"/use-cases/disler-durable-pi/attach-terminal-and-steer-agent/","b":false,"f":false,"sc":0.8},{"id":"disler-durable-pi--gate-release-check-with-approval","t":"Gate a release check behind your own approval","s":"Run the release-check durable job so the agent gathers evidence and waits for you before it publishes.","w":"A release owner who wants an agent to prepare release evidence while a person makes the final publish decision.","o":"A release-check job that pauses at its approval phase, with the evidence gathered by a subagent, and publishes only after you approve.","c":"Software and DevOps","r":"disler/durable-pi","rt":"Durable Pi","rs":"disler-durable-pi","u":"/use-cases/disler-durable-pi/gate-release-check-with-approval/","b":false,"f":false,"sc":0.7},{"id":"dob323-session-kit--see-which-ai-session-needs-you","t":"Find the one AI coding session that needs you","s":"See every Claude Code and Codex session in one picker and jump to the one waiting on you.","w":"A developer with many Claude Code or Codex sessions open who keeps opening windows to find the session that asked a question.","o":"One picker shows every session with its state, and a single number takes you straight into the session that needs you.","c":"Software and DevOps","r":"dob323/session-kit","rt":"Session Kit","rs":"dob323-session-kit","u":"/use-cases/dob323-session-kit/see-which-ai-session-needs-you/","b":true,"f":false,"sc":1.0},{"id":"dob323-session-kit--keep-ai-sessions-alive-over-ssh","t":"Keep AI coding sessions running through SSH drops","s":"Start Claude Code or Codex on a remote host and reconnect later without losing the session.","w":"A developer who runs AI coding agents on a remote Linux host and works from a laptop over SSH that sometimes drops.","o":"Sessions keep running on the host. After reconnecting, you open the picker and type the number of the session you want.","c":"Software and DevOps","r":"dob323/session-kit","rt":"Session Kit","rs":"dob323-session-kit","u":"/use-cases/dob323-session-kit/keep-ai-sessions-alive-over-ssh/","b":false,"f":false,"sc":0.9},{"id":"dob323-session-kit--run-claude-sessions-on-separate-accounts","t":"Run each Claude Code session on its own account","s":"Enrol several Claude Code logins and pick the account for each session at launch.","w":"A developer with a work and a personal Claude Code subscription who wants each session to use the right one.","o":"Each session authenticates as the account it was started on, and the picker shows which account each session belongs to.","c":"Software and DevOps","r":"dob323/session-kit","rt":"Session Kit","rs":"dob323-session-kit","u":"/use-cases/dob323-session-kit/run-claude-sessions-on-separate-accounts/","b":false,"f":false,"sc":0.8},{"id":"dob323-session-kit--reopen-a-closed-ai-conversation","t":"Reopen an AI conversation after closing its session","s":"Close a session from the picker and later restore the exact conversation it held.","w":"A developer who closes finished or paused AI sessions to tidy up and later needs to pick up one of those conversations.","o":"Closing a session records the exact conversation, so you can read its history or restore it from the picker.","c":"Software and DevOps","r":"dob323/session-kit","rt":"Session Kit","rs":"dob323-session-kit","u":"/use-cases/dob323-session-kit/reopen-a-closed-ai-conversation/","b":false,"f":false,"sc":0.7},{"id":"dom-actions-doma--fill-web-forms-with-doma","t":"Fill repetitive web forms with DomA in your browser","s":"Let DomA fill and submit repeated web forms in Chrome or Edge using your own LLM key.","w":"An office worker or operations staff member who must enter the same details into many web forms and wants the browser to do the typing.","o":"The forms you point DomA at are filled and clicked through, and you review the results before any final submission.","c":"Work and operations","r":"dom-actions/doma","rt":"Doma","rs":"dom-actions-doma","u":"/use-cases/dom-actions-doma/fill-web-forms-with-doma/","b":true,"f":false,"sc":1.0},{"id":"dom-actions-doma--collect-web-data-with-browser-agent","t":"Collect data from web pages using a browser agent","s":"Have DomA browse a set of pages and gather the information you need into one place.","w":"A researcher or analyst who needs to pull the same kinds of details from many web pages and does not want to copy them manually.","o":"DomA visits the pages you name and returns the collected details, which you check against the source pages.","c":"Work and operations","r":"dom-actions/doma","rt":"Doma","rs":"dom-actions-doma","u":"/use-cases/dom-actions-doma/collect-web-data-with-browser-agent/","b":false,"f":false,"sc":0.9},{"id":"dom-actions-doma--customize-doma-from-source","t":"Build and modify DomA from its open-source source code","s":"Clone the repo, build it, and run the dev mode to change how the browser agent behaves.","w":"A developer who wants a custom browser automation agent based on the open-source DomA core for their own internal use.","o":"A locally built DomA extension that includes your changes, loaded into Chrome or Edge for testing.","c":"Work and operations","r":"dom-actions/doma","rt":"Doma","rs":"dom-actions-doma","u":"/use-cases/dom-actions-doma/customize-doma-from-source/","b":false,"f":false,"sc":0.8},{"id":"dominic789654-awesome-deepseek-harness--review-agent-edits-before-keeping","t":"Review and approve agent edits before keeping them","s":"Install a diff approval plugin so every agent edit can be reviewed, kept or reverted per file or block.","w":"A developer who lets a DSH agent edit project files and wants to check each change before it stays in the codebase.","o":"Each agent edit shows as a full diff that can be kept or reverted per file or per block, with undo and redo.","c":"Software and DevOps","r":"Dominic789654/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"dominic789654-awesome-deepseek-harness","u":"/use-cases/dominic789654-awesome-deepseek-harness/review-agent-edits-before-keeping/","b":true,"f":false,"sc":1.0},{"id":"dominic789654-awesome-deepseek-harness--keep-memory-across-dsh-sessions","t":"Keep notes and facts across DSH coding sessions","s":"Add a memory plugin so DSH re-reads global and per-project markdown notes in later sessions.","w":"A developer who restarts DSH sessions often and keeps re-explaining project conventions to the agent.","o":"Markdown notes at global and project level are loaded into later sessions, with a Settings panel to manage them.","c":"Software and DevOps","r":"Dominic789654/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"dominic789654-awesome-deepseek-harness","u":"/use-cases/dominic789654-awesome-deepseek-harness/keep-memory-across-dsh-sessions/","b":false,"f":false,"sc":0.9},{"id":"dominic789654-awesome-deepseek-harness--see-what-fills-the-context-window","t":"See what fills the DSH context window","s":"Install a context dashboard that breaks down window use, compression and token stats per request.","w":"A developer whose DSH agent gives poor answers on long tasks and who wants to see what is using the context window.","o":"A dashboard shows window composition against size, per-request history, compression events and per-message token stats.","c":"Software and DevOps","r":"Dominic789654/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"dominic789654-awesome-deepseek-harness","u":"/use-cases/dominic789654-awesome-deepseek-harness/see-what-fills-the-context-window/","b":false,"f":false,"sc":0.8},{"id":"dominic789654-awesome-deepseek-harness--pick-a-vetted-dsh-plugin","t":"Find and install a vetted DSH plugin","s":"Use the listed marketplaces to browse plugins, then install one into your DSH profile.","w":"A new DSH user who does not know which community plugins are worth installing.","o":"A plugin installed from a marketplace, chosen with the help of ratings and a listing rule that requires it to be installable.","c":"Software and DevOps","r":"Dominic789654/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"dominic789654-awesome-deepseek-harness","u":"/use-cases/dominic789654-awesome-deepseek-harness/pick-a-vetted-dsh-plugin/","b":false,"f":false,"sc":0.7},{"id":"dominic789654-awesome-deepseek-harness--migrate-old-plugin-to-new-dsh","t":"Upgrade an old DSH plugin to a new DSH release","s":"Use an upgrade skill pack so Claude Code or Codex can migrate a plugin to a newer DSH version.","w":"A plugin author whose DSH plugin broke after a new DSH release and who wants an agent to do the migration.","o":"An agent lists the breaking changes, patches the plugin, tests it and prepares it for publishing.","c":"Software and DevOps","r":"Dominic789654/awesome-deepseek-harness","rt":"Awesome DeepSeek Harness","rs":"dominic789654-awesome-deepseek-harness","u":"/use-cases/dominic789654-awesome-deepseek-harness/migrate-old-plugin-to-new-dsh/","b":false,"f":false,"sc":0.6},{"id":"dondai44423-bladebro--collect-infinite-scroll-feed","t":"Collect a whole infinite-scroll feed in one call","s":"An agent scrolls, dedupes and returns a full feed as one artifact.","w":"A researcher tracking a long feed or listing that loads more items as you scroll.","o":"The agent returns the collected feed as one deduplicated artifact from a single collect call.","c":"Software and DevOps","r":"dondai44423/bladebro","rt":"Bladebro","rs":"dondai44423-bladebro","u":"/use-cases/dondai44423-bladebro/collect-infinite-scroll-feed/","b":true,"f":false,"sc":1.0},{"id":"dondai44423-bladebro--run-multi-step-web-workflow","t":"Run a multi-step web workflow in one agent call","s":"Batch browser actions and branch on page state without a round trip per step.","w":"An operations person who repeats the same multi-step web task, such as filling a form or checking a set of pages.","o":"The agent runs the whole sequence in one batch or run call and reports what changed on the page.","c":"Software and DevOps","r":"dondai44423/bladebro","rt":"Bladebro","rs":"dondai44423-bladebro","u":"/use-cases/dondai44423-bladebro/run-multi-step-web-workflow/","b":false,"f":false,"sc":0.9},{"id":"dondai44423-bladebro--drive-your-own-logged-in-browser","t":"Let an agent use your own logged-in browser","s":"Point the agent at your real Chromium-family browser with your profile and logins.","w":"A user who needs an agent to act inside a site they are already logged into in their own browser.","o":"The agent works in your own browser profile, with your logins and display, and reports each action it takes.","c":"Software and DevOps","r":"dondai44423/bladebro","rt":"Bladebro","rs":"dondai44423-bladebro","u":"/use-cases/dondai44423-bladebro/drive-your-own-logged-in-browser/","b":false,"f":false,"sc":0.8},{"id":"dondai44423-bladebro--give-hermes-agent-a-browser","t":"Give Hermes Agent a browser with five tools","s":"Connect Hermes Agent to Bladebro's browser tools with one setup command.","w":"A Hermes Agent user who wants a browser with fewer tool definitions than the built-in one.","o":"Hermes Agent uses Bladebro's five browser tools after a new chat starts, and the built-in browser toolset is removed from the agent.","c":"Software and DevOps","r":"dondai44423/bladebro","rt":"Bladebro","rs":"dondai44423-bladebro","u":"/use-cases/dondai44423-bladebro/give-hermes-agent-a-browser/","b":false,"f":false,"sc":0.7},{"id":"dondai44423-bladebro--browse-bot-protected-sites-with-stealth","t":"Load bot-protected pages that block default browsers","s":"Use Bladebro's stealth layer to load sites with anti-bot protection.","w":"An analyst whose agent gets blocked or served challenge pages on sites they have permission to read.","o":"The agent loads more protected pages and returns the content, with the stealth layer on by default.","c":"Software and DevOps","r":"dondai44423/bladebro","rt":"Bladebro","rs":"dondai44423-bladebro","u":"/use-cases/dondai44423-bladebro/browse-bot-protected-sites-with-stealth/","b":false,"f":false,"sc":0.6},{"id":"dondai44423-donsetch--live-web-research-for-coding-agent","t":"Give a coding agent live web search and fetch","s":"Register DonSeTch as an MCP server so Claude Code or Cursor can search and read current web pages.","w":"A developer using Claude Code or Cursor who needs current documentation or release notes that the model does not know yet.","o":"The agent searches the web and reads source pages through DonSeTch, with source URLs it can cite.","c":"Research","r":"dondai44423/donsetch","rt":"Donsetch","rs":"dondai44423-donsetch","u":"/use-cases/dondai44423-donsetch/live-web-research-for-coding-agent/","b":true,"f":false,"sc":1.0},{"id":"dondai44423-donsetch--cut-long-pages-to-needed-sections","t":"Read only the needed part of long web pages","s":"Use DonSeTch's token controls so an agent pulls a table of contents or one section, not the whole page.","w":"An agent builder whose agent runs out of context when it reads long documentation or reports.","o":"The agent reads a table of contents, then fetches one section or a focused slice, and references search results by short tokens.","c":"Research","r":"dondai44423/donsetch","rt":"Donsetch","rs":"dondai44423-donsetch","u":"/use-cases/dondai44423-donsetch/cut-long-pages-to-needed-sections/","b":false,"f":false,"sc":0.9},{"id":"dondai44423-donsetch--extract-text-from-scanned-pdfs","t":"Pull text out of scanned PDF reports","s":"Let DonSeTch fetch a scanned PDF and run its built-in OCR so the text can be read or searched.","w":"A research analyst or student who needs text from a scanned report, paper or filing found on the web.","o":"The agent returns the readable text of the scanned PDF, with OCR applied automatically.","c":"Research","r":"dondai44423/donsetch","rt":"Donsetch","rs":"dondai44423-donsetch","u":"/use-cases/dondai44423-donsetch/extract-text-from-scanned-pdfs/","b":false,"f":false,"sc":0.8},{"id":"dondai44423-donsetch--read-pages-behind-bot-walls","t":"Read pages that block simple scrapers","s":"Use DonSeTch's stealth fetch and browser escalation to read pages that serve bot walls.","w":"A researcher or analyst whose agent gets blocked or challenged when fetching public web pages with a plain HTTP client.","o":"The agent retrieves the page text after DonSeTch's fetch tiers handle the challenge.","c":"Research","r":"dondai44423/donsetch","rt":"Donsetch","rs":"dondai44423-donsetch","u":"/use-cases/dondai44423-donsetch/read-pages-behind-bot-walls/","b":false,"f":false,"sc":0.7},{"id":"dpro-at-tel-agent--ai-receptionist-on-existing-pbx","t":"Answer business phone calls with an AI agent on your PBX","s":"Route inbound calls from an existing PBX extension to an AI agent that can transfer, take messages and log calls.","w":"A small business owner or IT admin whose 3CX, Asterisk or FreePBX line gets calls that need a first answer while staff are busy or away.","o":"Inbound calls are checked against your routing rules, then passed to a human, blocked, or answered by an AI agent that can take a message or transfer the call.","c":"Work and operations","r":"Dpro-at/Tel-Agent","rt":"Tel Agent","rs":"dpro-at-tel-agent","u":"/use-cases/dpro-at-tel-agent/ai-receptionist-on-existing-pbx/","b":true,"f":false,"sc":1.0},{"id":"dpro-at-tel-agent--one-assistant-across-chat-and-messaging","t":"Answer website chat and messaging apps from one assistant","s":"Serve web chat, WhatsApp, Telegram, email and SMS from a single AI assistant with notifications for staff.","w":"A support or sales lead whose customers write in through web chat, WhatsApp, Telegram, email or SMS and need one place to answer.","o":"Each conversation is answered by the AI assistant, stored in the conversation archive, and flagged in the notification tray so a person knows someone wrote in.","c":"Work and operations","r":"Dpro-at/Tel-Agent","rt":"Tel Agent","rs":"dpro-at-tel-agent","u":"/use-cases/dpro-at-tel-agent/one-assistant-across-chat-and-messaging/","b":false,"f":false,"sc":0.9},{"id":"dpro-at-tel-agent--run-local-dashboard-on-windows","t":"Run a local AI phone and chat dashboard on Windows","s":"Install the Windows package to start the local service and open the Tel Agent dashboard in a browser.","w":"A non-developer or small team lead on Windows who wants to try an open AI assistant on their own PC without Docker.","o":"The local service runs, the dashboard opens in the browser, and an administrator account is created on first visit.","c":"Work and operations","r":"Dpro-at/Tel-Agent","rt":"Tel Agent","rs":"dpro-at-tel-agent","u":"/use-cases/dpro-at-tel-agent/run-local-dashboard-on-windows/","b":false,"f":false,"sc":0.8},{"id":"dpro-at-tel-agent--extend-tel-agent-with-coding-agent","t":"Add a new messaging channel with an AI coding agent","s":"Point a coding agent at AGENTS.md and the channel contract to build one new channel as a declarative definition.","w":"A developer who wants to add a channel from the planned second wave, such as Signal or Matrix, and will use an AI coding agent to do the work.","o":"The agent produces a new channel that follows the declarative setup contract, with a focused pull request that follows the CLA and contribution rules.","c":"Work and operations","r":"Dpro-at/Tel-Agent","rt":"Tel Agent","rs":"dpro-at-tel-agent","u":"/use-cases/dpro-at-tel-agent/extend-tel-agent-with-coding-agent/","b":false,"f":false,"sc":0.7},{"id":"dragonked2-alphacode--fix-bug-with-terminal-agent","t":"Fix a failing test or bug in a repo from the terminal","s":"Give AlphaCode a bug report and let it inspect the code, edit files, and run tests.","w":"A developer whose test suite is failing or whose app has a regression and who wants a first-pass fix to review.","o":"A proposed change to the repo, with the relevant tests run and a report of what changed and what was checked.","c":"Software and DevOps","r":"dragonked2/alphacode","rt":"Alphacode","rs":"dragonked2-alphacode","u":"/use-cases/dragonked2-alphacode/fix-bug-with-terminal-agent/","b":true,"f":false,"sc":1.0},{"id":"dragonked2-alphacode--test-web-app-in-firefox","t":"Test a web app flow in a live Firefox session","s":"Have AlphaCode walk through a login or form flow in Firefox and report reproducible problems.","w":"A QA tester or web developer who needs to check a JavaScript-heavy page or an authenticated flow that scripted tests do not cover well.","o":"A walkthrough of the flow in a real browser, with screenshots and a list of reproducible problems.","c":"Software and DevOps","r":"dragonked2/alphacode","rt":"Alphacode","rs":"dragonked2-alphacode","u":"/use-cases/dragonked2-alphacode/test-web-app-in-firefox/","b":false,"f":false,"sc":0.9},{"id":"dragonked2-alphacode--automate-desktop-app-steps","t":"Drive a native desktop app with a written instruction","s":"Ask AlphaCode to open a native app, perform steps, and read a result through accessibility APIs.","w":"A user who repeats the same click-and-read steps in a native desktop application and wants them handled from a single instruction.","o":"The requested steps completed in the desktop app, with the result read back and reported.","c":"Software and DevOps","r":"dragonked2/alphacode","rt":"Alphacode","rs":"dragonked2-alphacode","u":"/use-cases/dragonked2-alphacode/automate-desktop-app-steps/","b":false,"f":false,"sc":0.8},{"id":"dragonked2-alphacode--split-review-with-swarm","t":"Run parallel analysis of a codebase with swarm mode","s":"Split one review goal into separate analysis tasks and collect the combined results.","w":"A tech lead preparing a broad review of an application before a release, who wants architecture, security, testing, and documentation covered at once.","o":"A combined review report covering several perspectives, produced by coordinated agents.","c":"Software and DevOps","r":"dragonked2/alphacode","rt":"Alphacode","rs":"dragonked2-alphacode","u":"/use-cases/dragonked2-alphacode/split-review-with-swarm/","b":false,"f":false,"sc":0.7},{"id":"dragonked2-alphacode--review-owned-app-for-security-issues","t":"Trace untrusted input in a system you are authorized to test","s":"Have AlphaCode trace input to sensitive operations and confirm which findings reproduce.","w":"A security engineer or bug bounty tester with written authorization to assess a specific application.","o":"A list of likely issues, each marked as reproduced or not reproduced in the authorized test environment.","c":"Software and DevOps","r":"dragonked2/alphacode","rt":"Alphacode","rs":"dragonked2-alphacode","u":"/use-cases/dragonked2-alphacode/review-owned-app-for-security-issues/","b":false,"f":false,"sc":0.6},{"id":"dragthelake-ambient-context--brief-ai-assistant-on-the-day","t":"Give your AI assistant the day's work without pasting it","s":"Register the app as an MCP server so your assistant can read the day's record and notes directly.","w":"A knowledge worker who opens an AI assistant in the afternoon and has to re-explain the emails, tickets and calls from the morning.","o":"Your assistant reads the day's record and the Notes page through MCP, so it can answer from what you actually worked on.","c":"Personal productivity","r":"dragthelake/ambient-context","rt":"Ambient Context","rs":"dragthelake-ambient-context","u":"/use-cases/dragthelake-ambient-context/brief-ai-assistant-on-the-day/","b":true,"f":false,"sc":1.0},{"id":"dragthelake-ambient-context--draft-standup-from-what-you-did","t":"Draft a standup from what you actually did","s":"Turn the day's written record into a standup update grounded in what was on screen.","w":"An engineer or team member who has to report yesterday's work at standup and cannot remember which tabs and threads they touched.","o":"A standup draft built from the day's Notes and Summaries page, with citations back to the record.","c":"Personal productivity","r":"dragthelake/ambient-context","rt":"Ambient Context","rs":"dragthelake-ambient-context","u":"/use-cases/dragthelake-ambient-context/draft-standup-from-what-you-did/","b":false,"f":false,"sc":0.9},{"id":"dragthelake-ambient-context--find-page-or-file-seen-earlier","t":"Find the page or file you saw earlier today","s":"Search the day's record for an excerpt and open the document path or URL it points to.","w":"A person who remembers reading something earlier in the day but cannot recall which app, tab or file it was in.","o":"The matching block in the record, with the file path or URL where the app exposes one, so you can open the original.","c":"Personal productivity","r":"dragthelake/ambient-context","rt":"Ambient Context","rs":"dragthelake-ambient-context","u":"/use-cases/dragthelake-ambient-context/find-page-or-file-seen-earlier/","b":false,"f":false,"sc":0.8},{"id":"dragthelake-ambient-context--build-cited-knowledge-base-of-people","t":"Build a cited knowledge base of people and commitments","s":"Get six cited pages on people, commitments, threads, products, issues and reading from one day.","w":"A project lead who needs a running memory of who said what and which commitments were made across a day of messages and tickets.","o":"Knowledge pages in KB/<date>/ where each claim points back to a block in the record.","c":"Personal productivity","r":"dragthelake/ambient-context","rt":"Ambient Context","rs":"dragthelake-ambient-context","u":"/use-cases/dragthelake-ambient-context/build-cited-knowledge-base-of-people/","b":false,"f":false,"sc":0.7},{"id":"dragthelake-ambient-context--tighten-capture-rules-after-review","t":"Tighten capture rules after reviewing a day","s":"Use the record to set rules that stop capturing apps, sites or text you do not want kept.","w":"A privacy-minded user who spots something sensitive in the day's record and wants to stop it being recorded again.","o":"Capture rules that exclude that app or site, or redact that kind of text, from the next recording.","c":"Personal productivity","r":"dragthelake/ambient-context","rt":"Ambient Context","rs":"dragthelake-ambient-context","u":"/use-cases/dragthelake-ambient-context/tighten-capture-rules-after-review/","b":false,"f":false,"sc":0.6},{"id":"dreamer-toby-stepquant--reproduce-stepquant6-qwen-results","t":"Reproduce STEP Quant@6 results on Qwen3.8-27B","s":"Calibrate a 6-bit STEP Quant plan, serve it with SGLang, and run the long-generation evaluation suite.","w":"A researcher checking the paper's claims who has Qwen checkpoints and four GPUs available.","o":"A calibrated plan file, a running quantized server, and evaluation scores for FP32 and STEP Quant@6 on long-generation tasks.","c":"Research","r":"Dreamer-Toby/STEPQuant","rt":"STEP Quant","rs":"dreamer-toby-stepquant","u":"/use-cases/dreamer-toby-stepquant/reproduce-stepquant6-qwen-results/","b":true,"f":false,"sc":1.0},{"id":"dreamer-toby-stepquant--serve-quantized-delta-rule-model","t":"Serve a Delta-rule model with compressed recurrent state","s":"Run a Delta-rule model under SGLang with STEP Quant state compression to cut per-request state memory.","w":"An inference engineer serving a Delta-rule model under concurrent requests, where fixed-size state still adds up in memory.","o":"An OpenAI-style local endpoint, served from SGLang, that stores recurrent state in the STEP Quant 6-bit format.","c":"Research","r":"Dreamer-Toby/STEPQuant","rt":"STEP Quant","rs":"dreamer-toby-stepquant","u":"/use-cases/dreamer-toby-stepquant/serve-quantized-delta-rule-model/","b":false,"f":false,"sc":0.9},{"id":"dreamer-toby-stepquant--compare-quantized-state-accuracy","t":"Compare FP32 and quantized state accuracy on long tasks","s":"Run the evaluation suite to score FP32 against STEP Quant@6 on long-generation benchmarks.","w":"A model evaluator who needs accuracy evidence before deciding whether a quantized recurrent state is safe to deploy.","o":"Average accuracy scores for FP32 and STEP Quant@6 on the long-generation benchmark set, to compare against the paper table.","c":"Research","r":"Dreamer-Toby/STEPQuant","rt":"STEP Quant","rs":"dreamer-toby-stepquant","u":"/use-cases/dreamer-toby-stepquant/compare-quantized-state-accuracy/","b":false,"f":false,"sc":0.8},{"id":"dreamscroll-lab-asamana--replay-example-story-without-keys","t":"Replay a finished story without any API keys","s":"Start Asamana locally and browse the two bundled example worlds with no keys.","w":"A curious reader or developer who wants to see how an emergent story looks before paying for any model calls.","o":"The user has the app running locally and has browsed the map, characters, relationships and narrative feed of a finished example world.","c":"Content","r":"dreamscroll-lab/asamana","rt":"Asamana","rs":"dreamscroll-lab-asamana","u":"/use-cases/dreamscroll-lab-asamana/replay-example-story-without-keys/","b":true,"f":false,"sc":1.0},{"id":"dreamscroll-lab-asamana--generate-and-run-themed-story","t":"Generate and run a new themed AI story","s":"Turn one theme into a cast of AI characters and watch their story unfold step by step.","w":"A writer or game designer who wants a fresh, unscripted storyline built from a single theme and has a model API key.","o":"A new world is created from your theme, reviewed and confirmed, and run for a chosen number of steps, producing a narrative feed.","c":"Content","r":"dreamscroll-lab/asamana","rt":"Asamana","rs":"dreamscroll-lab-asamana","u":"/use-cases/dreamscroll-lab-asamana/generate-and-run-themed-story/","b":false,"f":false,"sc":0.9},{"id":"dreamscroll-lab-asamana--audit-narrative-quality-of-a-world","t":"Audit a finished world's narrative quality","s":"Use the developer audit tools to have an LLM review a completed world's story and cognition.","w":"A developer or prompt tuner who has a completed world and wants a structured review of its narrative before changing prompts.","o":"The user has an audit report for the whole narrative, each character's cognition, or world initialization, based on the audit types the README names.","c":"Content","r":"dreamscroll-lab/asamana","rt":"Asamana","rs":"dreamscroll-lab-asamana","u":"/use-cases/dreamscroll-lab-asamana/audit-narrative-quality-of-a-world/","b":false,"f":false,"sc":0.8},{"id":"dreamscroll-lab-asamana--trace-llm-calls-to-debug-a-run","t":"Trace every LLM call to debug a run","s":"Inspect prompts, responses, tokens and latency for each stage of a run.","w":"A developer whose story is behaving oddly and who needs to see exactly what the model was asked and returned at each stage.","o":"The user can find the stage and LLM call behind a specific story event, along with its prompt, response, tokens and latency.","c":"Content","r":"dreamscroll-lab/asamana","rt":"Asamana","rs":"dreamscroll-lab-asamana","u":"/use-cases/dreamscroll-lab-asamana/trace-llm-calls-to-debug-a-run/","b":false,"f":false,"sc":0.7},{"id":"drhazemali-enterprise-system-design--design-reliable-service-with-failure-artifacts","t":"Design a reliable service with failure and capacity notes","s":"Follow the reliable service route from scale and consistency through caches, queues, and backpressure.","w":"A backend engineer who must explain how a service keeps working under load and partial failure.","o":"A design note with requirements, failure modes, and capacity reasoning for one service.","c":"Software and DevOps","r":"DrHazemAli/enterprise-system-design","rt":"Enterprise System Design","rs":"drhazemali-enterprise-system-design","u":"/use-cases/drhazemali-enterprise-system-design/design-reliable-service-with-failure-artifacts/","b":true,"f":false,"sc":1.0},{"id":"drhazemali-enterprise-system-design--trace-permission-aware-ai-retrieval","t":"Trace permission-aware retrieval in an AI feature","s":"Follow one AI query from identity through authorized retrieval and grounding to the response.","w":"An AI platform engineer deciding how retrieval must respect user permissions before an answer is generated.","o":"A boundary-by-boundary trace of one query with each authority check and owner named.","c":"Software and DevOps","r":"DrHazemAli/enterprise-system-design","rt":"Enterprise System Design","rs":"drhazemali-enterprise-system-design","u":"/use-cases/drhazemali-enterprise-system-design/trace-permission-aware-ai-retrieval/","b":false,"f":false,"sc":0.9},{"id":"drhazemali-enterprise-system-design--review-agent-tool-authority-with-cybersecurity-principles","t":"Test an AI agent's tool authority with security principles","s":"Apply the zero-trust AI execution principle to each tool call an agent can make.","w":"A security reviewer approving an AI agent that can call tools or change systems.","o":"A list of consequences a compromised proposer could cause, each paired with the capability check that stops it.","c":"Software and DevOps","r":"DrHazemAli/enterprise-system-design","rt":"Enterprise System Design","rs":"drhazemali-enterprise-system-design","u":"/use-cases/drhazemali-enterprise-system-design/review-agent-tool-authority-with-cybersecurity-principles/","b":false,"f":false,"sc":0.8},{"id":"dstrml-wu--edit-large-project-native-editor","t":"Edit a large codebase in a fast native editor","s":"Open a big project in a native, Rust-built editor that stays responsive on large views.","w":"A developer working in a large repository who finds their current editor slow to open or sluggish when scrolling.","o":"The project opens in Wu and large files stay responsive while you browse and edit.","c":"Software and DevOps","r":"dstrml/wu","rt":"Wu","rs":"dstrml-wu","u":"/use-cases/dstrml-wu/edit-large-project-native-editor/","b":true,"f":false,"sc":1.0},{"id":"dstrml-wu--delegate-code-task-to-built-in-agent","t":"Hand a coding task to a built-in coding agent","s":"Use Wu's agent workspace with Claude Code or Codex to draft changes inside your project.","w":"A developer with a bug fix or small feature they want an agent to draft inside the project they already have open.","o":"The agent proposes an edit inside Wu, and you review the changed lines in the same workspace before keeping them.","c":"Software and DevOps","r":"dstrml/wu","rt":"Wu","rs":"dstrml-wu","u":"/use-cases/dstrml-wu/delegate-code-task-to-built-in-agent/","b":false,"f":false,"sc":0.9},{"id":"dstrml-wu--compare-editor-memory-before-switching","t":"Check Wu's memory use against your current editor","s":"Read the memory benchmark and measure your own setup before moving a machine to Wu.","w":"A developer on a low-memory laptop deciding whether to switch from VS Code or Zed to Wu.","o":"You have your own memory readings for your current editor and for Wu on the same project, so the switch decision rests on your numbers.","c":"Software and DevOps","r":"dstrml/wu","rt":"Wu","rs":"dstrml-wu","u":"/use-cases/dstrml-wu/compare-editor-memory-before-switching/","b":false,"f":false,"sc":0.8},{"id":"dualface-kander--run-parallel-agents-without-write-conflicts","t":"Run several coding agents on one backlog in parallel","s":"Split a backlog into task cards and let agents work on them at once without write conflicts.","w":"A solo developer with a list of features or fixes who wants several AI agents working at the same time, and who is tired of agents editing the same files.","o":"Multiple task cards run in their own worktrees, and the board schedules them so overlapping work does not run at once.","c":"Software and DevOps","r":"dualface/kander","rt":"Kander","rs":"dualface-kander","u":"/use-cases/dualface-kander/run-parallel-agents-without-write-conflicts/","b":true,"f":false,"sc":1.0},{"id":"dualface-kander--gate-agent-code-with-independent-review","t":"Block agent changes that fail an independent review","s":"Send each agent's finished work to a separate reviewer agent before it is delivered.","w":"A developer who lets agents write production code and does not want to merge work that only looks correct in tests.","o":"Each task passes through a reviewer that did not write the code, and must-fix findings stop delivery until they are resolved.","c":"Software and DevOps","r":"dualface/kander","rt":"Kander","rs":"dualface-kander","u":"/use-cases/dualface-kander/gate-agent-code-with-independent-review/","b":false,"f":false,"sc":0.9},{"id":"dualface-kander--turn-github-issues-into-board-cards","t":"Import GitHub issues as board cards and track them","s":"Pull open GitHub issues into the kanban board and assign them to agents.","w":"A maintainer with a GitHub repo full of issues who wants agents to pick them up without copying each issue by hand.","o":"Selected issues become task cards on the board, and their progress can be synced back from the board.","c":"Software and DevOps","r":"dualface/kander","rt":"Kander","rs":"dualface-kander","u":"/use-cases/dualface-kander/turn-github-issues-into-board-cards/","b":false,"f":false,"sc":0.8},{"id":"dualface-kander--hand-off-an-unfinished-task-to-a-new-agent","t":"Hand off an unfinished task card to a new agent","s":"Continue a half-done task with a different agent using only its card ID.","w":"A developer whose agent stopped partway through a card, or who wants to switch to another agent model mid-task.","o":"A new agent picks up the card by its ID and continues the work the previous agent left.","c":"Software and DevOps","r":"dualface/kander","rt":"Kander","rs":"dualface-kander","u":"/use-cases/dualface-kander/hand-off-an-unfinished-task-to-a-new-agent/","b":false,"f":false,"sc":0.7},{"id":"duty1g-x64dbg-mcp-server--find-original-entry-point-of-packed-binary","t":"Find the original entry point of a packed binary","s":"Use an AI assistant to load a packed executable in x64dbg, detect its OEP, and dump the module to disk.","w":"A malware analyst or reverse engineer who has a packed executable and needs the unpacked code for static review.","o":"The assistant reports the detected Original Entry Point and the path of a dumped module file that can be examined further.","c":"Security and science","r":"duty1g/x64dbg-mcp-server","rt":"X64 DBG MCP Server","rs":"duty1g-x64dbg-mcp-server","u":"/use-cases/duty1g-x64dbg-mcp-server/find-original-entry-point-of-packed-binary/","b":true,"f":false,"sc":1.0},{"id":"duty1g-x64dbg-mcp-server--step-and-inspect-live-process-with-assistant","t":"Step through a live process with an AI assistant","s":"Set breakpoints, step through code, and read registers and memory by describing the goal in plain language.","w":"A reverse engineer who wants to hand routine stepping and register checks to an AI assistant while staying in control of the analysis.","o":"The assistant sets breakpoints, runs to them, and reports registers, the call stack, and the bytes at the current instruction.","c":"Security and science","r":"duty1g/x64dbg-mcp-server","rt":"X64 DBG MCP Server","rs":"duty1g-x64dbg-mcp-server","u":"/use-cases/duty1g-x64dbg-mcp-server/step-and-inspect-live-process-with-assistant/","b":false,"f":false,"sc":0.9},{"id":"duty1g-x64dbg-mcp-server--triage-binary-strings-patterns-and-references","t":"Triage a binary by strings, patterns, and references","s":"Use an AI assistant to scan a loaded module for strings, byte patterns, and call or jump references.","w":"A security researcher who needs a fast first pass over an unfamiliar module before choosing where to debug.","o":"The assistant returns matching strings, pattern hits, and xrefs to a target address, which helps you choose breakpoints and functions to study.","c":"Security and science","r":"duty1g/x64dbg-mcp-server","rt":"X64 DBG MCP Server","rs":"duty1g-x64dbg-mcp-server","u":"/use-cases/duty1g-x64dbg-mcp-server/triage-binary-strings-patterns-and-references/","b":false,"f":false,"sc":0.8},{"id":"dzhng-jevgrep--trace-behavior-before-agent-edits","t":"Find the code behind a behavior before an agent edits it","s":"Ask a repository question and get files, leads, and source excerpts to start an unfamiliar change.","w":"A developer new to a codebase who has been asked to change a behavior but does not know which files implement it.","o":"A stdout summary with a compact file list, selected source with line references, and declaration and call locations to guide the change.","c":"Software and DevOps","r":"dzhng/jevgrep","rt":"Jevgrep","rs":"dzhng-jevgrep","u":"/use-cases/dzhng-jevgrep/trace-behavior-before-agent-edits/","b":true,"f":false,"sc":1.0},{"id":"dzhng-jevgrep--find-tests-covering-a-behavior","t":"Locate the tests that cover a specific behavior","s":"Ask which tests exercise a behavior so an agent can run or extend the right suite.","w":"A maintainer preparing a fix who needs to know which tests already cover a behavior such as retries on timeout.","o":"A list of relevant test files and excerpts that show which tests cover the behavior, ready for the agent to run or extend.","c":"Software and DevOps","r":"dzhng/jevgrep","rt":"Jevgrep","rs":"dzhng-jevgrep","u":"/use-cases/dzhng-jevgrep/find-tests-covering-a-behavior/","b":false,"f":false,"sc":0.9},{"id":"dzhng-jevgrep--preview-search-scope-before-sending","t":"Check which files a search will send before running it","s":"Count the files under a root and exclude paths so only intended source reaches the provider.","w":"A team lead or security-minded developer who must confirm what source leaves the machine before a search runs.","o":"A per-directory file count and a narrower search that skips generated or test paths, reducing what is sent to the provider.","c":"Software and DevOps","r":"dzhng/jevgrep","rt":"Jevgrep","rs":"dzhng-jevgrep","u":"/use-cases/dzhng-jevgrep/preview-search-scope-before-sending/","b":false,"f":false,"sc":0.8},{"id":"earthtojake-text-to-cad--generate-cad-model-from-text","t":"Generate a 3D CAD model from a text description","s":"Describe a part to your agent and get it back as a STEP, GLB, STL or 3MF file.","w":"A product designer or maker who has a part in mind and wants a starting CAD file without modeling it by hand.","o":"A model file in the format you asked for, opened in the CAD Viewer for review.","c":"Work and operations","r":"earthtojake/text-to-cad","rt":"Text to Cad","rs":"earthtojake-text-to-cad","u":"/use-cases/earthtojake-text-to-cad/generate-cad-model-from-text/","b":true,"f":false,"sc":1.0},{"id":"earthtojake-text-to-cad--run-design-for-manufacturing-checks","t":"Check a generated part for manufacturing problems","s":"Run design for manufacturing checks on a model before you send it to fabrication.","w":"An engineer preparing a part for production who wants a quick check before paying for a print or machining run.","o":"A list of manufacturing issues to fix, followed by a regenerated model.","c":"Work and operations","r":"earthtojake/text-to-cad","rt":"Text to Cad","rs":"earthtojake-text-to-cad","u":"/use-cases/earthtojake-text-to-cad/run-design-for-manufacturing-checks/","b":false,"f":false,"sc":0.9},{"id":"earthtojake-text-to-cad--create-engineering-drawings-from-models","t":"Create an engineering drawing from a CAD model","s":"Ask your agent to turn a generated 3D model into an engineering drawing.","w":"A mechanical engineer or technician who needs a drawing to go with a part for review, quoting or shop use.","o":"An engineering drawing generated from the model, ready for review.","c":"Work and operations","r":"earthtojake/text-to-cad","rt":"Text to Cad","rs":"earthtojake-text-to-cad","u":"/use-cases/earthtojake-text-to-cad/create-engineering-drawings-from-models/","b":false,"f":false,"sc":0.8},{"id":"earthtojake-text-to-cad--prepare-part-for-fabrication-service","t":"Prepare a part file for a 3D printing or CNC service","s":"Export a generated part in a format a 3D printing or CNC fabrication service can take.","w":"A small hardware team or maker sending a part to an outside print, sheet metal or CNC service.","o":"A part file exported in the format the service needs, checked before submission.","c":"Work and operations","r":"earthtojake/text-to-cad","rt":"Text to Cad","rs":"earthtojake-text-to-cad","u":"/use-cases/earthtojake-text-to-cad/prepare-part-for-fabrication-service/","b":false,"f":false,"sc":0.7},{"id":"edenfunf-reelmimic--new-video-in-reference-style","t":"Make a new video in the style of one you love","s":"Drop in a reference video and a one-line brief to get an original video with the same pacing and look.","w":"A content creator or small team that wants a new video matching the editing rhythm, colors and framing of a reference they admire.","o":"A new 2D animated video in the same style, built from an approved plan and reviewed shot by shot, with a production log and review screenshots.","c":"Content","r":"edenfunf/reelmimic","rt":"Reelmimic","rs":"edenfunf-reelmimic","u":"/use-cases/edenfunf-reelmimic/new-video-in-reference-style/","b":true,"f":false,"sc":1.0},{"id":"edenfunf-reelmimic--narrated-traditional-chinese-comic","t":"Build a narrated comic with Taiwanese Mandarin voice","s":"Turn a brief into a narrated comic video with Yating Taiwanese Mandarin narration.","w":"A creator making short narrated comics in Traditional Chinese who needs Taiwanese Mandarin narration without recording it.","o":"A narrated comic-style video, for example a 30 second comic like the Bath Time sample, with Yating narration added to the plan.","c":"Content","r":"edenfunf/reelmimic","rt":"Reelmimic","rs":"edenfunf-reelmimic","u":"/use-cases/edenfunf-reelmimic/narrated-traditional-chinese-comic/","b":false,"f":false,"sc":0.9},{"id":"edenfunf-reelmimic--post-finished-video-to-social","t":"Post a finished video to social accounts safely","s":"Dry-run and then schedule a passed ReelMimic video to TikTok, Instagram and YouTube via Upload-Post.","w":"A creator who has a finished ReelMimic video and wants to publish it to several social platforms on a schedule.","o":"The video is scheduled to the chosen platforms at the chosen time, after a dry run confirmed what would be sent.","c":"Content","r":"edenfunf/reelmimic","rt":"Reelmimic","rs":"edenfunf-reelmimic","u":"/use-cases/edenfunf-reelmimic/post-finished-video-to-social/","b":false,"f":false,"sc":0.8},{"id":"egoist-waku--run-several-coding-agents-in-one-app","t":"Run several coding agents side by side in one app","s":"Keep projects and separate agent sessions from different CLIs in one native desktop window.","w":"A developer who uses Claude Code, Codex CLI, or Cursor CLI on the same codebase and is tired of juggling terminal windows for each one.","o":"One desktop app lists your projects and independent agent sessions, with each session tied to the agent you chose.","c":"Software and DevOps","r":"egoist/waku","rt":"Waku","rs":"egoist-waku","u":"/use-cases/egoist-waku/run-several-coding-agents-in-one-app/","b":true,"f":false,"sc":1.0},{"id":"egoist-waku--steer-agent-while-it-works","t":"Steer an agent mid-task with queued follow-ups","s":"Send follow-up instructions while an agent is still working, without starting over.","w":"A developer who notices an agent heading the wrong way partway through a long task and wants to correct it without losing the session.","o":"Your follow-up message is queued or used to steer the running agent, and the session continues in the same thread.","c":"Software and DevOps","r":"egoist/waku","rt":"Waku","rs":"egoist-waku","u":"/use-cases/egoist-waku/steer-agent-while-it-works/","b":false,"f":false,"sc":0.9},{"id":"egoist-waku--rewind-git-task-to-checkpoint","t":"Rewind a Git-backed agent task to a checkpoint","s":"Roll an agent's Git-backed work back to an earlier conversation point when a change goes wrong.","w":"A developer whose agent made a series of edits in a Git repo and now needs to undo back to a known good point in the conversation.","o":"The task returns to an earlier conversation-aware checkpoint, so code and conversation line up again.","c":"Software and DevOps","r":"egoist/waku","rt":"Waku","rs":"egoist-waku","u":"/use-cases/egoist-waku/rewind-git-task-to-checkpoint/","b":false,"f":false,"sc":0.8},{"id":"egoist-waku--keep-agent-history-on-your-machine","t":"Keep agent transcripts and app state on your machine","s":"Store projects, sessions, and transcripts locally without a Waku account or hosted service.","w":"A developer or team lead who needs agent conversations and project data to stay on local machines for privacy or policy reasons.","o":"Projects, sessions, and transcripts are stored locally, and you can confirm where the config files live.","c":"Software and DevOps","r":"egoist/waku","rt":"Waku","rs":"egoist-waku","u":"/use-cases/egoist-waku/keep-agent-history-on-your-machine/","b":false,"f":false,"sc":0.7},{"id":"egoist-waku--build-waku-from-source-for-development","t":"Build and run Waku from source for development","s":"Set up the Rust and Bun toolchain and start the development app from a local checkout.","w":"A contributor who wants to change Waku's provider code, UI, or protocol and test the change locally.","o":"The development build starts from source, and you can make a provider-only edit that rebuilds the daemon.","c":"Software and DevOps","r":"egoist/waku","rt":"Waku","rs":"egoist-waku","u":"/use-cases/egoist-waku/build-waku-from-source-for-development/","b":false,"f":false,"sc":0.6},{"id":"el4cteo-blender-skills--game-ready-unreal-crate","t":"Make a game-ready Unreal crate with baked normals and LODs","s":"Have an agent optimize a crate model, bake its normal map, create LODs and export it for Unreal.","w":"An indie game artist who needs a props-ready asset for Unreal and does not know the optimization steps by heart.","o":"A crate asset exported for Unreal with baked normals and LOD levels, produced by agent-run steps from the matching skills.","c":"Content","r":"EL4CTEO/blender-skills","rt":"Blender Skills","rs":"el4cteo-blender-skills","u":"/use-cases/el4cteo-blender-skills/game-ready-unreal-crate/","b":true,"f":false,"sc":1.0},{"id":"el4cteo-blender-skills--rig-character-unity-walk-cycle","t":"Rig a character in Rigify and export a Unity walk cycle","s":"Rig a character with Rigify, add a walk animation and export the result to Unity.","w":"A small studio animator who needs a rigged character with a walk cycle for a Unity project.","o":"A Rigify-rigged character with a walk cycle exported for Unity, built by an agent following the rigging, animation and export skills.","c":"Content","r":"EL4CTEO/blender-skills","rt":"Blender Skills","rs":"el4cteo-blender-skills","u":"/use-cases/el4cteo-blender-skills/rig-character-unity-walk-cycle/","b":false,"f":false,"sc":0.9},{"id":"el4cteo-blender-skills--qa-model-then-export-roblox","t":"Find z-fighting and floating parts, then export to Roblox","s":"Have an agent check a model for z-fighting, floating parts and bad normals before exporting it to Roblox.","w":"A Roblox creator who wants to catch geometry problems before a model goes into the game.","o":"A QA report on the model and a Roblox-ready export, produced after the asset QA skill has run.","c":"Content","r":"EL4CTEO/blender-skills","rt":"Blender Skills","rs":"el4cteo-blender-skills","u":"/use-cases/el4cteo-blender-skills/qa-model-then-export-roblox/","b":false,"f":false,"sc":0.8},{"id":"el4cteo-blender-skills--rainy-night-street-scene","t":"Turn a street scene into a rainy night with puddles","s":"Set a street scene to night with rain, wet surfaces, puddles and lightning using agent-run skills.","w":"A 3D artist making a mood render or a short animation of a city street.","o":"A night street scene with rain, puddles and lightning, set up by the time of day and weather skills and ready to render.","c":"Content","r":"EL4CTEO/blender-skills","rt":"Blender Skills","rs":"el4cteo-blender-skills","u":"/use-cases/el4cteo-blender-skills/rainy-night-street-scene/","b":false,"f":false,"sc":0.7},{"id":"eliasbiondo-antirion--route-all-llm-calls-through-one-endpoint","t":"Send every app's LLM calls through one endpoint","s":"Run one gateway that forwards OpenAI-style requests to your provider keys.","w":"A developer or small platform team whose apps call OpenAI or Anthropic directly and who wants one place to manage providers and keys.","o":"Apps call one base URL with a gateway key, and the model behind the name chat can be changed in the console.","c":"Software and DevOps","r":"eliasbiondo/antirion","rt":"Antirion","rs":"eliasbiondo-antirion","u":"/use-cases/eliasbiondo-antirion/route-all-llm-calls-through-one-endpoint/","b":true,"f":false,"sc":1.0},{"id":"eliasbiondo-antirion--cap-team-spend-with-budgets-and-alerts","t":"Cap LLM spend per team, project or key","s":"Set dollar or token budgets and get alerts before a budget runs out.","w":"A team lead or finance-minded engineer who shares LLM access across teams and needs spend limits before the bill arrives.","o":"Each project uses its own key with a budget, and the cost ledger shows what each model call cost.","c":"Software and DevOps","r":"eliasbiondo/antirion","rt":"Antirion","rs":"eliasbiondo-antirion","u":"/use-cases/eliasbiondo-antirion/cap-team-spend-with-budgets-and-alerts/","b":false,"f":false,"sc":0.9},{"id":"eliasbiondo-antirion--trace-why-an-llm-call-failed-or-cost-too-much","t":"Find out why an LLM call failed or cost too much","s":"Read the route, status, tokens and cost of any request in the request log.","w":"A developer on call when an AI feature returns errors or an unexpected bill.","o":"The developer finds the exact request, the route taken and the cost, and can reproduce it in the Playground.","c":"Software and DevOps","r":"eliasbiondo/antirion","rt":"Antirion","rs":"eliasbiondo-antirion","u":"/use-cases/eliasbiondo-antirion/trace-why-an-llm-call-failed-or-cost-too-much/","b":false,"f":false,"sc":0.8},{"id":"eliasbiondo-antirion--block-pii-and-prompt-injection-at-the-gateway","t":"Screen prompts for PII and prompt injection","s":"Add guardrails that check requests, responses and streams before models see them.","w":"A security or compliance owner whose apps send user text to LLMs and must keep personal data and injection attempts out.","o":"Requests with PII or injection attempts are caught at the gateway, and redaction keeps the original format.","c":"Software and DevOps","r":"eliasbiondo/antirion","rt":"Antirion","rs":"eliasbiondo-antirion","u":"/use-cases/eliasbiondo-antirion/block-pii-and-prompt-injection-at-the-gateway/","b":false,"f":false,"sc":0.7},{"id":"eliasbiondo-antirion--reproduce-gateway-benchmark-on-own-aws","t":"Rerun the gateway benchmark on your own AWS account","s":"Use the bench harness to measure Antirion overhead against your own setup.","w":"An infrastructure engineer who wants to check the published latency and throughput numbers before adopting the gateway.","o":"The engineer has measured overhead, throughput and error rates on their own dedicated AWS machines.","c":"Software and DevOps","r":"eliasbiondo/antirion","rt":"Antirion","rs":"eliasbiondo-antirion","u":"/use-cases/eliasbiondo-antirion/reproduce-gateway-benchmark-on-own-aws/","b":false,"f":false,"sc":0.6},{"id":"elie222-botdirectory-ai--find-ready-made-bot-prompt","t":"Find a ready-made bot prompt and paste it into your agent","s":"Search the directory by keyword, category, or integration and copy a prompt that sets up a scheduled bot.","w":"A founder or operator who needs an email triage or daily briefing bot and wants a prompt that already works instead of writing one from scratch.","o":"A chosen listing with its integrations and prompt copied into an agent, which then walks through connecting the tools it lists.","c":"Work and operations","r":"elie222/botdirectory.ai","rt":"Botdirectory AI","rs":"elie222-botdirectory-ai","u":"/use-cases/elie222-botdirectory-ai/find-ready-made-bot-prompt/","b":true,"f":false,"sc":1.0},{"id":"elie222-botdirectory-ai--mirror-full-bot-directory-feed","t":"Mirror the whole bot directory into your own catalog","s":"Pull the canonical raw feed once and store every listing in your own system.","w":"A developer or team lead who wants the full directory inside an internal tool, search index, or dataset.","o":"A local copy of every listing in the directory, which can be refreshed or searched without visiting the site.","c":"Work and operations","r":"elie222/botdirectory.ai","rt":"Botdirectory AI","rs":"elie222-botdirectory-ai","u":"/use-cases/elie222-botdirectory-ai/mirror-full-bot-directory-feed/","b":false,"f":false,"sc":0.9},{"id":"elie222-botdirectory-ai--scout-new-bot-listings-recurring","t":"Scout new bot listings on a schedule without rereading the full feed","s":"Check the small updates feed on a schedule and surface only listings you have not seen.","w":"An agent operator who runs a recurring scout and wants a cheap daily check for new community bot prompts.","o":"A recurring report of new listings with their integrations and detail links, with no repeats across runs.","c":"Work and operations","r":"elie222/botdirectory.ai","rt":"Botdirectory AI","rs":"elie222-botdirectory-ai","u":"/use-cases/elie222-botdirectory-ai/scout-new-bot-listings-recurring/","b":false,"f":false,"sc":0.8},{"id":"elie222-botdirectory-ai--contribute-bot-by-pull-request","t":"Add your own bot prompt to the directory by pull request","s":"Write one markdown file in bots/, validate it locally, and open a PR that CI checks.","w":"A prompt writer who has a working scheduled bot setup and wants it listed for others to copy.","o":"A merged pull request that adds your bot to the directory once CI passes and the change is merged.","c":"Work and operations","r":"elie222/botdirectory.ai","rt":"Botdirectory AI","rs":"elie222-botdirectory-ai","u":"/use-cases/elie222-botdirectory-ai/contribute-bot-by-pull-request/","b":false,"f":false,"sc":0.7},{"id":"elie222-rakazo--run-persistent-bot-on-own-machine","t":"Run a persistent AI bot on your own computer","s":"Install Rakazo with published Docker images and chat with a bot that keeps its own memory.","w":"A privacy-minded individual who wants a personal AI assistant on their own machine instead of a hosted chatbot, and is comfortable running Docker.","o":"A running local Rakazo instance with an account, a connected model, and a first bot that keeps its own conversations and memory.","c":"Personal productivity","r":"elie222/rakazo","rt":"Rakazo","rs":"elie222-rakazo","u":"/use-cases/elie222-rakazo/run-persistent-bot-on-own-machine/","b":true,"f":false,"sc":1.0},{"id":"elie222-rakazo--host-shared-bot-team-on-server","t":"Host a shared bot team on a VPS with HTTPS","s":"Keep bots running on a server and connect from desktop, mobile, or browser clients.","w":"A small team lead who wants bots and shared Team Computers to stay online without a laptop left running, and who can manage a server and a domain.","o":"A Rakazo instance on a VPS behind HTTPS, reachable from the desktop app, mobile app, or a browser.","c":"Personal productivity","r":"elie222/rakazo","rt":"Rakazo","rs":"elie222-rakazo","u":"/use-cases/elie222-rakazo/host-shared-bot-team-on-server/","b":false,"f":false,"sc":0.9},{"id":"elie222-rakazo--connect-tools-and-mcp-to-bot","t":"Give a bot access to apps through MCP or OpenAPI","s":"Add your own HTTPS MCP server, Treg endpoint, or OpenAPI document as a tool source for a bot.","w":"A developer or operator who already runs an MCP server or has an OpenAPI description of an internal service and wants a bot to call it.","o":"A bot that can call a connected HTTPS MCP server or OpenAPI-described API through Integrations.","c":"Personal productivity","r":"elie222/rakazo","rt":"Rakazo","rs":"elie222-rakazo","u":"/use-cases/elie222-rakazo/connect-tools-and-mcp-to-bot/","b":false,"f":false,"sc":0.8},{"id":"elie222-rakazo--build-rakazo-from-source","t":"Build and run Rakazo from a source checkout","s":"Clone the repo, set up the database, and start the dev stack to change the code.","w":"A developer who wants to read, modify, or contribute to the Rakazo codebase in TypeScript.","o":"A local development stack running from source with PostgreSQL migrated and the web app at http://127.0.0.1:5173.","c":"Personal productivity","r":"elie222/rakazo","rt":"Rakazo","rs":"elie222-rakazo","u":"/use-cases/elie222-rakazo/build-rakazo-from-source/","b":false,"f":false,"sc":0.7},{"id":"emerge-policy-emerge-policy--run-robot-task-from-browser","t":"Run a robot task from a browser console","s":"Start the Web console, create a conversation, and give the robot a task with live camera views.","w":"A researcher or operator who wants a visual workspace for daily robot task runs in simulation without writing code.","o":"The robot attempts the typed task in an isolated scene, with live camera views, conversation, and task progress visible in the browser.","c":"Research","r":"EMERGE-Policy/EMERGE-Policy","rt":"EMERGE Policy","rs":"emerge-policy-emerge-policy","u":"/use-cases/emerge-policy-emerge-policy/run-robot-task-from-browser/","b":true,"f":false,"sc":1.0},{"id":"emerge-policy-emerge-policy--run-single-task-headless","t":"Run one robot task headlessly and get JSON back","s":"Send one natural-language task to a running Controller and read the JSON result from stdout.","w":"A developer or evaluation engineer who needs to call robot tasks from a script or batch job.","o":"The task runs against the Controller and the result is printed to stdout as JSON, with workspace files stored in ~/.Emerge/workspace.","c":"Research","r":"EMERGE-Policy/EMERGE-Policy","rt":"EMERGE Policy","rs":"emerge-policy-emerge-policy","u":"/use-cases/emerge-policy-emerge-policy/run-single-task-headless/","b":false,"f":false,"sc":0.9},{"id":"emerge-policy-emerge-policy--reset-and-switch-scenes-in-tui","t":"Reset and switch simulation scenes from the terminal","s":"Use the terminal interface to reload the environment or pick a different scene without restarting.","w":"A robot operator working over SSH or in a terminal who runs many short scene trials in a row.","o":"The environment reloads with /reset, or a new scene is chosen with /scene, while the robot state and plan stay visible in the TUI.","c":"Research","r":"EMERGE-Policy/EMERGE-Policy","rt":"EMERGE Policy","rs":"emerge-policy-emerge-policy","u":"/use-cases/emerge-policy-emerge-policy/reset-and-switch-scenes-in-tui/","b":false,"f":false,"sc":0.8},{"id":"emerge-policy-emerge-policy--benchmark-policy-on-libero-variants","t":"Evaluate the agent on LIBERO and its robustness variants","s":"Follow the README evaluation guides to test EMERGE Policy on standard LIBERO, LIBERO-Plus, and LIBERO-Pro.","w":"A robotics researcher comparing embodied policies who needs repeatable benchmark numbers across LIBERO suites.","o":"The researcher runs the evaluation scripts for the chosen suite and collects results for the EMERGE Policy agent.","c":"Research","r":"EMERGE-Policy/EMERGE-Policy","rt":"EMERGE Policy","rs":"emerge-policy-emerge-policy","u":"/use-cases/emerge-policy-emerge-policy/benchmark-policy-on-libero-variants/","b":false,"f":false,"sc":0.7},{"id":"emir-aikon--chat-with-ai-on-old-nokia","t":"Chat with AI models on a 2007 Nokia phone","s":"Deploy the Go server, build the Java ME app and pair an old Nokia to chat with Claude or other models.","w":"A hobbyist with a Nokia S40 or S60 phone who wants AI chat on that handset and is willing to rent a small server.","o":"The Nokia runs the AIKON chat app, talks to a self-hosted server with a private CA certificate, and gets replies from the chosen model.","c":"Personal productivity","r":"emir/AIKON","rt":"AIKON","rs":"emir-aikon","u":"/use-cases/emir-aikon/chat-with-ai-on-old-nokia/","b":true,"f":false,"sc":1.0},{"id":"emir-aikon--verify-server-and-app-before-changes","t":"Run the AIKON test suite before changing the code","s":"Run the server and phone app checks so you have a clean baseline before you edit either part.","w":"A developer who wants to fork or modify AIKON and needs to confirm the existing code builds and passes its checks first.","o":"You get a passing or documented baseline for both the server and the phone app, plus a reproducible build of the app.","c":"Personal productivity","r":"emir/AIKON","rt":"AIKON","rs":"emir-aikon","u":"/use-cases/emir-aikon/verify-server-and-app-before-changes/","b":false,"f":false,"sc":0.9},{"id":"emir-aikon--add-phone-ui-translation","t":"Add or fix a phone UI translation","s":"Edit one text file per language and rebuild, so a native speaker can correct a draft UI language.","w":"A native speaker of Spanish, Portuguese, French, German, Russian or Indonesian, or of a new language, who wants to improve the phone menus.","o":"A corrected or new language file is ready for a pull request, and the build confirms that it covers every required text.","c":"Personal productivity","r":"emir/AIKON","rt":"AIKON","rs":"emir-aikon","u":"/use-cases/emir-aikon/add-phone-ui-translation/","b":false,"f":false,"sc":0.8},{"id":"emir-aikon--review-privacy-and-spending-before-launch","t":"Review AIKON privacy and API spending before going live","s":"Check data retention, limits and billing controls before you point real API keys at your phone server.","w":"A non-developer owner of a new AIKON server who is about to add paid API keys and wants to avoid surprise charges.","o":"You know which limits the server enforces, where the data lives and how long it stays, and you have set a spending limit at each provider.","c":"Personal productivity","r":"emir/AIKON","rt":"AIKON","rs":"emir-aikon","u":"/use-cases/emir-aikon/review-privacy-and-spending-before-launch/","b":false,"f":false,"sc":0.7},{"id":"emo-xiaoyu-harness-mix--hand-off-task-between-harnesses","t":"Hand off a coding task between harnesses in one window","s":"Keep one Codex Desktop window and pass a task from one harness to another for a second pass.","w":"A developer who has a half-finished change and wants a different harness to analyze it, implement it, or review it without leaving Codex Desktop.","o":"The task moves to another harness inside the same Codex Desktop window with its history, Git state, and review record kept in place.","c":"Software and DevOps","r":"emo-xiaoyu/harness-mix","rt":"Harness Mix","rs":"emo-xiaoyu-harness-mix","u":"/use-cases/emo-xiaoyu-harness-mix/hand-off-task-between-harnesses/","b":true,"f":false,"sc":1.0},{"id":"emo-xiaoyu-harness-mix--run-agent-team-review-in-codex","t":"Run a multi-harness agent team on a code review","s":"Start a team template so a lead harness coordinates named member harnesses on one goal.","w":"A tech lead who wants several different harnesses to review, test, or refactor the same project in parallel and see the results in one place.","o":"A named team with a lead, member roles, a shared task graph, and a native Team Workbench view that tracks progress.","c":"Software and DevOps","r":"emo-xiaoyu/harness-mix","rt":"Harness Mix","rs":"emo-xiaoyu-harness-mix","u":"/use-cases/emo-xiaoyu-harness-mix/run-agent-team-review-in-codex/","b":false,"f":false,"sc":0.9},{"id":"emo-xiaoyu-harness-mix--share-skills-and-mcp-across-harnesses","t":"Install one skill or MCP server for many harnesses","s":"Add a SKILL.md or remote MCP server once in Settings and use it across supported harnesses.","w":"A developer who keeps the same team skills or internal MCP tools and wants every harness to see them without editing each harness's config by hand.","o":"A skill installed through drag and drop, or a remote MCP server with custom headers, available to the selected harnesses.","c":"Software and DevOps","r":"emo-xiaoyu/harness-mix","rt":"Harness Mix","rs":"emo-xiaoyu-harness-mix","u":"/use-cases/emo-xiaoyu-harness-mix/share-skills-and-mcp-across-harnesses/","b":false,"f":false,"sc":0.8},{"id":"engenheirodevideo-get-brolls--find-literal-broll-nasa","t":"Find a literal NASA clip for a script line","s":"Search NASA footage for a line of script, preview it and keep only approved clips with sources.","w":"A video editor who needs real footage of an event named in the script and has no API key set up.","o":"An approved clip in brolls/clips/ with origin, author and decision recorded in brolls/credits.md.","c":"Content","r":"engenheirodevideo/get-brolls","rt":"Get Brolls","rs":"engenheirodevideo-get-brolls","u":"/use-cases/engenheirodevideo-get-brolls/find-literal-broll-nasa/","b":true,"f":false,"sc":1.0},{"id":"engenheirodevideo-get-brolls--chat-led-broll-delivery","t":"Collect B-rolls for a Reel through Claude Code chat","s":"Describe the inserts in chat, approve previews on the storyboard and receive cuts in entrega/.","w":"A creator with no terminal experience who wants supporting footage for a Reel and works through Claude Code.","o":"One folder per beat in entrega/, each with an ORIGEM.md file that says where the clip came from.","c":"Content","r":"engenheirodevideo/get-brolls","rt":"Get Brolls","rs":"engenheirodevideo-get-brolls","u":"/use-cases/engenheirodevideo-get-brolls/chat-led-broll-delivery/","b":false,"f":false,"sc":0.9},{"id":"engenheirodevideo-get-brolls--queue-social-reel-batch","t":"Run a paced batch of social Reel B-rolls","s":"Queue several Reels, pull the next item at a set pace and close each one when done.","w":"A social media team producing many short videos in one session that needs to stay within a steady download rhythm.","o":"A queue of Reel items that the skill advances one at a time, with status shown for each item.","c":"Content","r":"engenheirodevideo/get-brolls","rt":"Get Brolls","rs":"engenheirodevideo-get-brolls","u":"/use-cases/engenheirodevideo-get-brolls/queue-social-reel-batch/","b":false,"f":false,"sc":0.8},{"id":"enroute-sh-enroute--run-local-git-server","t":"Run a local Git server and push a repo to it","s":"Start a single Enroute node on your machine and push a repository to it in minutes.","w":"A developer who wants a private Git server for testing or prototyping, with no external database to set up.","o":"A running local Enroute node that holds a repository created by your first push.","c":"Software and DevOps","r":"enroute-sh/enroute","rt":"Enroute","rs":"enroute-sh-enroute","u":"/use-cases/enroute-sh-enroute/run-local-git-server/","b":true,"f":false,"sc":1.0},{"id":"enroute-sh-enroute--build-code-hosting-app-with-agent","t":"Build a code-hosting app on Enroute with a coding agent","s":"Give a coding agent the Enroute skills and have it build a small code-viewing app chapter by chapter.","w":"A developer who wants to build a custom code-hosting or code-review app and would rather delegate the scaffolding to a coding agent.","o":"A local project where an app shows code and diffs from repositories hosted on Enroute.","c":"Software and DevOps","r":"enroute-sh/enroute","rt":"Enroute","rs":"enroute-sh-enroute","u":"/use-cases/enroute-sh-enroute/build-code-hosting-app-with-agent/","b":false,"f":false,"sc":0.9},{"id":"enroute-sh-enroute--block-force-pushes-to-main","t":"Block force pushes to main with a pre-receive hook","s":"Write a pre-receive hook that rejects ref updates which would overwrite main.","w":"A team lead who hosts code on Enroute and needs to stop anyone from rewriting the main branch.","o":"A pre-receive hook that refuses non-fast-forward updates to main and lets other branches through.","c":"Software and DevOps","r":"enroute-sh/enroute","rt":"Enroute","rs":"enroute-sh-enroute","u":"/use-cases/enroute-sh-enroute/block-force-pushes-to-main/","b":false,"f":false,"sc":0.8},{"id":"enroute-sh-enroute--trigger-deploy-after-push","t":"Trigger a deploy or mirror after each successful push","s":"Use a post-receive hook to start CI, deploy code or mirror a repo after a push lands.","w":"A developer who wants every successful push to kick off a build, a deploy or a copy to another repository.","o":"A post-receive handler that runs your chosen action each time a push succeeds.","c":"Software and DevOps","r":"enroute-sh/enroute","rt":"Enroute","rs":"enroute-sh-enroute","u":"/use-cases/enroute-sh-enroute/trigger-deploy-after-push/","b":false,"f":false,"sc":0.7},{"id":"entelligence-ai-agentplay--check-what-agent-read-before-editing","t":"Check what an agent read before it edited a file","s":"Replay a session to see which files the agent opened before changing code, and which it never opened.","w":"A developer reviewing an agent's pull-ready changes who wants to confirm it looked at the right code first.","o":"A clear list of files read, edited, and skipped in the session, with the order they were touched.","c":"Software and DevOps","r":"Entelligence-AI/agentplay","rt":"Agentplay","rs":"entelligence-ai-agentplay","u":"/use-cases/entelligence-ai-agentplay/check-what-agent-read-before-editing/","b":true,"f":false,"sc":1.0},{"id":"entelligence-ai-agentplay--find-repeated-failing-commands","t":"Find the commands an agent kept retrying and failing","s":"Use the Errors tab to see which failing command ran most often in a row and jump to it in the replay.","w":"A team lead who sees an agent stall on the same error and wants to know where it got stuck.","o":"A ranked list of error classes with the longest run of the same failing command, and a replay position for each.","c":"Software and DevOps","r":"Entelligence-AI/agentplay","rt":"Agentplay","rs":"entelligence-ai-agentplay","u":"/use-cases/entelligence-ai-agentplay/find-repeated-failing-commands/","b":false,"f":false,"sc":0.9},{"id":"entelligence-ai-agentplay--share-session-map-without-prompt-text","t":"Share a session map without prompt text or file contents","s":"Build a path-redacted map and export one session as a file that carries no prompts or file contents.","w":"An engineer who wants to post or send an example of an agent session to a colleague or a public issue without exposing code or prompts.","o":"A single map file with repo names and redacted paths that a reader can inspect without seeing prompt text, tool outputs, or file contents.","c":"Software and DevOps","r":"Entelligence-AI/agentplay","rt":"Agentplay","rs":"entelligence-ai-agentplay","u":"/use-cases/entelligence-ai-agentplay/share-session-map-without-prompt-text/","b":false,"f":false,"sc":0.8},{"id":"entelligence-ai-agentplay--review-subagent-work-in-claude-code","t":"Review what each Claude Code subagent brought back","s":"Use subagent lanes and the agent lens to see how each subagent in a Claude Code session contributed.","w":"A developer who runs Claude Code with subagents and wants to know which ones returned useful results.","o":"A per-subagent view of the session showing each subagent's work in its own lane and its position in the timeline.","c":"Software and DevOps","r":"Entelligence-AI/agentplay","rt":"Agentplay","rs":"entelligence-ai-agentplay","u":"/use-cases/entelligence-ai-agentplay/review-subagent-work-in-claude-code/","b":false,"f":false,"sc":0.7},{"id":"entropyconquers-simfleet--run-parallel-branch-lanes","t":"Run several app branches side by side without port clashes","s":"Give each branch its own slim device, worktree, and leased Metro port from one dashboard.","w":"A React Native developer who needs to test three or four feature branches at the same time and is losing time to simulators and Metro port 8081 conflicts.","o":"Each branch runs as a lane on its own device and its own leased Metro port, and the dashboard shows every device with its state and memory footprint.","c":"Software and DevOps","r":"entropyconquers/simfleet","rt":"Simfleet","rs":"entropyconquers-simfleet","u":"/use-cases/entropyconquers-simfleet/run-parallel-branch-lanes/","b":true,"f":false,"sc":1.0},{"id":"entropyconquers-simfleet--share-native-builds-across-agents","t":"Share one native build across agents on JS-only branches","s":"Cache native builds by fingerprint so many agents reuse one build and environment switches skip native rebuilds.","w":"A team lead or platform engineer whose coding agents run many JS-only branches and keep triggering slow native rebuilds.","o":"Native inputs are fingerprinted with JavaScript excluded, so agents on JS-only branches share one build, and switching staging and production does not rebuild native code.","c":"Software and DevOps","r":"entropyconquers/simfleet","rt":"Simfleet","rs":"entropyconquers-simfleet","u":"/use-cases/entropyconquers-simfleet/share-native-builds-across-agents/","b":false,"f":false,"sc":0.9},{"id":"entropyconquers-simfleet--attribute-agent-device-use","t":"See which coding agent is using which simulator","s":"Track Claude Code and Codex device calls per session and claim devices so agents stop colliding.","w":"A developer running Claude Code or Codex sessions in parallel who needs to know which agent touched which simulator or emulator.","o":"The dashboard and CLI show which session touched which device, and a session can hold a device so other agents leave it alone.","c":"Software and DevOps","r":"entropyconquers/simfleet","rt":"Simfleet","rs":"entropyconquers-simfleet","u":"/use-cases/entropyconquers-simfleet/attribute-agent-device-use/","b":false,"f":false,"sc":0.8},{"id":"entropyconquers-simfleet--drive-devices-from-live-dashboard","t":"Test a running app by driving devices in the browser","s":"Tap, swipe, and type on live iOS and Android screens from one browser wall.","w":"A mobile developer or QA tester who wants to watch and control several simulators and emulators from one screen while checking a build.","o":"Every booted device streams into one browser view where the tester can click to tap, drag to swipe, and type, with lifecycle and deep-link controls in the inspector.","c":"Software and DevOps","r":"entropyconquers/simfleet","rt":"Simfleet","rs":"entropyconquers-simfleet","u":"/use-cases/entropyconquers-simfleet/drive-devices-from-live-dashboard/","b":false,"f":false,"sc":0.7},{"id":"escudero-brandpose--measure-shelf-attention-from-fixed-camera-video","t":"Measure shelf attention from a fixed store camera video","s":"Run the gaze pipeline on a fixed-camera clip to rank which shelf zones draw attention.","w":"A retail analyst or store operator who has footage from a fixed security camera and wants a rough view of which shelves shoppers look at.","o":"An estimated gaze count, shopper count and attention share per zone for the first 60 seconds of the clip, written to outputs/v2.","c":"Data and analytics","r":"escudero/brandpose","rt":"Brandpose","rs":"escudero-brandpose","u":"/use-cases/escudero-brandpose/measure-shelf-attention-from-fixed-camera-video/","b":true,"f":false,"sc":1.0},{"id":"escudero-brandpose--render-promo-video-with-zones-depth-and-soundtrack","t":"Render the full promo video with zones, depth and soundtrack","s":"Rebuild the demo pipeline: extraction, zones, depth, render and synthesized audio.","w":"A developer or content creator who wants to reproduce the demo video from the same public footage to study or share the method.","o":"A rendered video with gaze heat, zone ranking, 3D view and synthesized soundtrack, built from the promo scripts in scripts/promo/.","c":"Data and analytics","r":"escudero/brandpose","rt":"Brandpose","rs":"escudero-brandpose","u":"/use-cases/escudero-brandpose/render-promo-video-with-zones-depth-and-soundtrack/","b":false,"f":false,"sc":0.9},{"id":"escudero-brandpose--rebuild-store-in-blender-and-shopper-pov","t":"Rebuild the store in Blender and render a shopper's view","s":"Calibrate the camera to marked corners, model the fixtures in Blender and render one shopper's view.","w":"A 3D artist or computer vision researcher who wants to visualize tracked shopper paths inside a reconstructed store.","o":"A calibrated camera and fixture layout in config/, a Blender store model, and a rendered first-person view of one shopper with the side-by-side and shopper's-view videos.","c":"Data and analytics","r":"escudero/brandpose","rt":"Brandpose","rs":"escudero-brandpose","u":"/use-cases/escudero-brandpose/rebuild-store-in-blender-and-shopper-pov/","b":false,"f":false,"sc":0.8},{"id":"ethanplusai-codex-on-crack--plan-project-and-assign-models","t":"Plan a project and agree on which model does each part","s":"Get a plan, a model recommendation for each part, and your approval before any building starts.","w":"A developer starting a new project in Codex who has several models available and is not sure which one should do which work.","o":"An agreed plan that assigns each phase to a model based on your configured roles and declared capabilities, with nothing built until you approve it.","c":"Software and DevOps","r":"ethanplusai/codex-on-crack","rt":"Codex on Crack","rs":"ethanplusai-codex-on-crack","u":"/use-cases/ethanplusai-codex-on-crack/plan-project-and-assign-models/","b":true,"f":false,"sc":1.0},{"id":"ethanplusai-codex-on-crack--opus-plans-native-worker-builds","t":"Have Opus plan and a native worker build, then review","s":"Split one assignment so Opus plans and reviews while a configured worker implements it.","w":"A developer with an Opus route and a compatible native worker who wants a stronger planner and a cheaper implementer on the same build.","o":"Opus produces the plan, Codex dispatches the implementation to the native worker, and the result returns to Opus and Codex for review.","c":"Software and DevOps","r":"ethanplusai/codex-on-crack","rt":"Codex on Crack","rs":"ethanplusai-codex-on-crack","u":"/use-cases/ethanplusai-codex-on-crack/opus-plans-native-worker-builds/","b":false,"f":false,"sc":0.9},{"id":"ethanplusai-codex-on-crack--build-with-opus-then-check-in-codex","t":"Build with Opus through Claude Code, then check in Codex","s":"Let Opus implement a whole assignment, then have the Codex host verify it in the browser.","w":"A developer who prefers Claude for a build but wants Codex tools, such as browser checks or computer tools, to verify the result.","o":"Opus implements the assignment through Claude Code, and the Codex host runs the requested browser or computer checks and reports the evidence back.","c":"Software and DevOps","r":"ethanplusai/codex-on-crack","rt":"Codex on Crack","rs":"ethanplusai-codex-on-crack","u":"/use-cases/ethanplusai-codex-on-crack/build-with-opus-then-check-in-codex/","b":false,"f":false,"sc":0.8},{"id":"ethanplusai-codex-on-crack--review-agent-work-in-panel","t":"Follow and review agent work in the Codex on Crack panel","s":"Watch phases, handoffs, and tool activity, then leave feedback without interrupting the agent.","w":"A developer running a multi-model build who wants to see progress and review screenshots without stopping the conversation.","o":"A panel view of phases, handoffs, timing, and token counters, plus saved feedback the agent reads at a checkpoint and an exportable offline replay.","c":"Software and DevOps","r":"ethanplusai/codex-on-crack","rt":"Codex on Crack","rs":"ethanplusai-codex-on-crack","u":"/use-cases/ethanplusai-codex-on-crack/review-agent-work-in-panel/","b":false,"f":false,"sc":0.7},{"id":"eurekaleo-awesome-ai-for-games--build-reading-list-for-game-npc-agents","t":"Build a reading list for LLM game NPC agents","s":"Collect the Play and Act papers on LLM and RL agents that control game characters.","w":"A game AI researcher or NPC designer who needs a starting set of papers before prototyping character behavior.","o":"A short, sorted list of relevant papers with links to the paper, project, and code where the README provides them.","c":"Research","r":"Eurekaleo/awesome-ai-for-games","rt":"Awesome AI for Games","rs":"eurekaleo-awesome-ai-for-games","u":"/use-cases/eurekaleo-awesome-ai-for-games/build-reading-list-for-game-npc-agents/","b":true,"f":false,"sc":1.0},{"id":"eurekaleo-awesome-ai-for-games--find-benchmarks-for-testing-game-agents","t":"Find benchmarks for evaluating LLM agents on games","s":"Locate benchmark papers such as Orak and VideoGameBench to compare agent evaluations.","w":"A QA lead or AI evaluation engineer who needs a benchmark to measure how well an LLM agent plays real video games.","o":"A shortlist of game-agent benchmarks with their source links, ready for a side-by-side review.","c":"Research","r":"Eurekaleo/awesome-ai-for-games","rt":"Awesome AI for Games","rs":"eurekaleo-awesome-ai-for-games","u":"/use-cases/eurekaleo-awesome-ai-for-games/find-benchmarks-for-testing-game-agents/","b":false,"f":false,"sc":0.9},{"id":"eurekaleo-awesome-ai-for-games--map-ai-game-research-by-lifecycle-role","t":"Map AI-for-games research across six lifecycle roles","s":"Use the six-role structure and survey map to plan a research or product review.","w":"A product lead or research manager who needs an overview of where AI fits across the game lifecycle before choosing a focus area.","o":"A short map of the six roles, with the papers in each role that match the team's focus area.","c":"Research","r":"Eurekaleo/awesome-ai-for-games","rt":"Awesome AI for Games","rs":"eurekaleo-awesome-ai-for-games","u":"/use-cases/eurekaleo-awesome-ai-for-games/map-ai-game-research-by-lifecycle-role/","b":false,"f":false,"sc":0.8},{"id":"eurekaleo-awesome-ai-for-games--review-bias-in-game-npc-llms","t":"Review bias evaluation methods for game NPC LLMs","s":"Find the FAIRGAMER paper and related work on social bias in game characters.","w":"A trust and safety reviewer or game writer who must check whether an LLM-driven NPC behaves fairly across player groups.","o":"A short list of papers that evaluate bias or social behavior in game agents, with links to read the methods.","c":"Research","r":"Eurekaleo/awesome-ai-for-games","rt":"Awesome AI for Games","rs":"eurekaleo-awesome-ai-for-games","u":"/use-cases/eurekaleo-awesome-ai-for-games/review-bias-in-game-npc-llms/","b":false,"f":false,"sc":0.7},{"id":"evermind-ai-skillcorpus--fetch-task-skills-from-skillhub-api","t":"Fetch task-specific skills from SkillHub for an agent","s":"Search the hosted SkillHub catalog with a plain task description and inject the matching SKILL.md text into a prompt.","w":"A developer building an agent who needs step-by-step procedures for a specific task, such as extracting tables from PDFs, and wants them without writing the prompt by hand.","o":"The agent receives the full skill_md instructions for the best-matching skills before it starts the task.","c":"Software and DevOps","r":"EverMind-AI/SkillCorpus","rt":"Skill Corpus","rs":"evermind-ai-skillcorpus","u":"/use-cases/evermind-ai-skillcorpus/fetch-task-skills-from-skillhub-api/","b":true,"f":false,"sc":1.0},{"id":"evermind-ai-skillcorpus--install-skillcorpus-plugin-in-agent-host","t":"Install the Skill Corpus plugin in your agent host","s":"Let your agent install the Skill Corpus plugin for OpenClaw, Hermes, Raven, WorkBuddy, or DeepSeek Harness.","w":"A user of one of the five supported agent platforms who wants the agent to search Skill Corpus skills during normal work.","o":"The agent has a skill_search tool or automatic skill retrieval, using one shared skills directory across hosts.","c":"Software and DevOps","r":"EverMind-AI/SkillCorpus","rt":"Skill Corpus","rs":"evermind-ai-skillcorpus","u":"/use-cases/evermind-ai-skillcorpus/install-skillcorpus-plugin-in-agent-host/","b":false,"f":false,"sc":0.9},{"id":"evermind-ai-skillcorpus--build-custom-skill-corpus-from-own-sources","t":"Build a private skill corpus from your own registry","s":"Run the Skill Corpus pipeline on your own source registry, applying curation, safety, and license gates.","w":"A team that maintains its own internal SKILL.md files and wants to filter, score, and deduplicate them before giving them to agents.","o":"An exported corpus in parquet form with attachments and a dataset card, ready to serve to your agents.","c":"Software and DevOps","r":"EverMind-AI/SkillCorpus","rt":"Skill Corpus","rs":"evermind-ai-skillcorpus","u":"/use-cases/evermind-ai-skillcorpus/build-custom-skill-corpus-from-own-sources/","b":false,"f":false,"sc":0.8},{"id":"evermind-ai-skillcorpus--self-host-skill-retrieval-models","t":"Self-host the Skill Corpus retrieval models","s":"Serve the released bi-encoder and reranker behind your own /embed and /score endpoint.","w":"A platform engineer who must keep skill retrieval inside their own infrastructure instead of calling the hosted SkillHub API.","o":"A local endpoint that encodes queries and skills and reranks top results for your agents.","c":"Software and DevOps","r":"EverMind-AI/SkillCorpus","rt":"Skill Corpus","rs":"evermind-ai-skillcorpus","u":"/use-cases/evermind-ai-skillcorpus/self-host-skill-retrieval-models/","b":false,"f":false,"sc":0.7},{"id":"facebookresearch-swe-sweep--score-one-patch-on-a-swe-sweep-task","t":"Score one agent patch on a SWE-sweep task","s":"Run a unified diff against one benchmark task and get graded Harbor results.","w":"An ML engineer or agent builder who has a model's patch for a bug-fixing task and needs a graded score.","o":"A graded Harbor trial for the task, with results written under the jobs/ directory.","c":"Software and DevOps","r":"facebookresearch/swe-sweep","rt":"Swe Sweep","rs":"facebookresearch-swe-sweep","u":"/use-cases/facebookresearch-swe-sweep/score-one-patch-on-a-swe-sweep-task/","b":true,"f":false,"sc":1.0},{"id":"facebookresearch-swe-sweep--summarize-graded-harbor-trials","t":"Summarize graded trials by task and in total","s":"Turn a folder of graded Harbor trials into per-task and JSON score summaries.","w":"A researcher or team lead comparing several agents' graded runs across SWE-sweep tasks.","o":"A per-task breakdown or a JSON summary of bugs resolved across the graded trials.","c":"Software and DevOps","r":"facebookresearch/swe-sweep","rt":"Swe Sweep","rs":"facebookresearch-swe-sweep","u":"/use-cases/facebookresearch-swe-sweep/summarize-graded-harbor-trials/","b":false,"f":false,"sc":0.9},{"id":"facebookresearch-swe-sweep--run-the-repo-tests-before-changing-the-harness","t":"Check the harness tests before editing it","s":"Run the repo's test suite and lint hooks to get a clean baseline before changes.","w":"A developer or coding agent about to modify the SWE-sweep harness or its evaluation code.","o":"A passing test suite and lint run on the unchanged repo, giving a baseline for later edits.","c":"Software and DevOps","r":"facebookresearch/swe-sweep","rt":"Swe Sweep","rs":"facebookresearch-swe-sweep","u":"/use-cases/facebookresearch-swe-sweep/run-the-repo-tests-before-changing-the-harness/","b":false,"f":false,"sc":0.8},{"id":"fankchen-tracecrate--inspect-own-agent-trace-locally","t":"Read a Claude Code or Codex session step by step","s":"Load one authorized agent session file and browse its events in a local timeline.","w":"A developer who ran Claude Code or Codex on a task and wants to see the exact sequence of messages, tool calls, and results.","o":"A searchable, filterable timeline of the session where tool inputs, outputs, and recorded errors can be opened and read.","c":"Software and DevOps","r":"FankChen/tracecrate","rt":"Tracecrate","rs":"fankchen-tracecrate","u":"/use-cases/fankchen-tracecrate/inspect-own-agent-trace-locally/","b":true,"f":false,"sc":1.0},{"id":"fankchen-tracecrate--compare-two-agent-runs","t":"Compare two agent runs event by event","s":"Load two sessions and see recorded metric differences and aligned tool calls.","w":"An engineer testing a prompt, configuration, or code change who wants to know how two agent runs differ.","o":"A comparison view showing recorded metric differences, tool-call counts, and changed fields for aligned events, with links back to the original events.","c":"Software and DevOps","r":"FankChen/tracecrate","rt":"Tracecrate","rs":"fankchen-tracecrate","u":"/use-cases/fankchen-tracecrate/compare-two-agent-runs/","b":false,"f":false,"sc":0.9},{"id":"fankchen-tracecrate--find-failing-and-slow-tool-calls","t":"Find failing and slow tool calls in an agent run","s":"Filter a session for reported errors and long durations, then review heuristic patterns.","w":"A developer whose agent run took too long or stopped partway and who wants to locate the costly steps quickly.","o":"A short list of the longest tool events and any explicit tool errors, plus heuristic flags for repeated or large outputs.","c":"Software and DevOps","r":"FankChen/tracecrate","rt":"Tracecrate","rs":"fankchen-tracecrate","u":"/use-cases/fankchen-tracecrate/find-failing-and-slow-tool-calls/","b":false,"f":false,"sc":0.8},{"id":"fankchen-tracecrate--share-trace-report-with-privacy-boundary","t":"Export a trace report with structure only","s":"Create a shareable JSON or HTML report that removes free text and original identifiers.","w":"A team member who must share an agent trace in a bug report or review but cannot send the raw transcript.","o":"A structure-only JSON or standalone HTML report with a previewed boundary, ready to share after a full review of the download.","c":"Software and DevOps","r":"FankChen/tracecrate","rt":"Tracecrate","rs":"fankchen-tracecrate","u":"/use-cases/fankchen-tracecrate/share-trace-report-with-privacy-boundary/","b":false,"f":false,"sc":0.7},{"id":"fankchen-tracecrate--explore-demo-traces-in-browser","t":"Explore synthetic agent runs without installing anything","s":"Open the hosted demo and follow the 30-second walkthrough on synthetic runs.","w":"A curious reader or evaluator who wants to see what a trace workbench does before deciding to install it.","o":"A quick tour of Timeline, Insights, Compare, and export using the two synthetic pagination runs that load automatically.","c":"Software and DevOps","r":"FankChen/tracecrate","rt":"Tracecrate","rs":"fankchen-tracecrate","u":"/use-cases/fankchen-tracecrate/explore-demo-traces-in-browser/","b":false,"f":false,"sc":0.6},{"id":"fareedkhan-dev-kimi-k3-in-c--run-kimi-k3-batch-completion-on-8gb-laptop","t":"Run Kimi K3 text completions on an 8 GB laptop","s":"Generate a short continuation with the full 2.78T model on one CPU, streaming weights from disk.","w":"A developer or researcher with a laptop of about 8 GB of RAM who wants to see the largest open model run locally, with no GPU.","o":"The model produces a correct short continuation, and the run reports peak memory near 8.24 GB, at a slow pace of about 30 s per token.","c":"Research","r":"FareedKhan-dev/kimi-k3-in-c","rt":"Kimi K3 in C","rs":"fareedkhan-dev-kimi-k3-in-c","u":"/use-cases/fareedkhan-dev-kimi-k3-in-c/run-kimi-k3-batch-completion-on-8gb-laptop/","b":true,"f":false,"sc":1.0},{"id":"fareedkhan-dev-kimi-k3-in-c--chat-with-kimi-k3-offline-and-keep-history","t":"Chat with Kimi K3 offline and save the transcript","s":"Run multi-turn chat with the official XTML format on your own CPU, saved to a JSONL file.","w":"A user who wants a private, offline chat session with Kimi K3 and a local record of the conversation.","o":"A REPL session where each turn is answered by Kimi K3, with the full record kept in my-session.jsonl for later use.","c":"Research","r":"FareedKhan-dev/kimi-k3-in-c","rt":"Kimi K3 in C","rs":"fareedkhan-dev-kimi-k3-in-c","u":"/use-cases/fareedkhan-dev-kimi-k3-in-c/chat-with-kimi-k3-offline-and-keep-history/","b":false,"f":false,"sc":0.9},{"id":"fareedkhan-dev-kimi-k3-in-c--verify-identical-output-across-memory-presets","t":"Check that output stays identical across memory presets","s":"Run the same prompt on a small and a large preset and compare the generated text.","w":"A researcher or tester who needs evidence that a model gives the same answer regardless of how much memory the machine has.","o":"Two runs with different presets print the same generated text, and only the timing lines differ.","c":"Research","r":"FareedKhan-dev/kimi-k3-in-c","rt":"Kimi K3 in C","rs":"fareedkhan-dev-kimi-k3-in-c","u":"/use-cases/fareedkhan-dev-kimi-k3-in-c/verify-identical-output-across-memory-presets/","b":false,"f":false,"sc":0.8},{"id":"fareedkhan-dev-kimi-k3-in-c--export-expert-cache-traces-for-analysis","t":"Export routed-expert cache traces for analysis","s":"Dump expert usage traces from a run so the included cache simulator can replay them.","w":"A systems researcher who wants to study how the routed-expert cache behaves under real Kimi K3 routing.","o":"A directory containing expert_hist.json and expert_trace.bin, ready to replay with tools/sim_cache.py.","c":"Research","r":"FareedKhan-dev/kimi-k3-in-c","rt":"Kimi K3 in C","rs":"fareedkhan-dev-kimi-k3-in-c","u":"/use-cases/fareedkhan-dev-kimi-k3-in-c/export-expert-cache-traces-for-analysis/","b":false,"f":false,"sc":0.7},{"id":"farlume-termish--run-codex-in-herdr-from-phone","t":"Run Codex in Herdr from your phone","s":"Start a coding task on a remote machine from a phone and check its output in the Herdr terminal.","w":"A developer away from their desk who needs to give a coding agent a task on a remote development machine and follow its progress.","o":"Codex runs inside Herdr on the remote host, and the developer can see live output, send a screenshot or file, and review the result from the phone.","c":"Software and DevOps","r":"farlume/termish","rt":"Termish","rs":"farlume-termish","u":"/use-cases/farlume-termish/run-codex-in-herdr-from-phone/","b":true,"f":false,"sc":1.0},{"id":"farlume-termish--chat-with-coding-agent-natively","t":"Chat with a coding agent in native phone chat","s":"Use a phone-native chat interface for Codex, Claude Code or another supported CLI on a remote host.","w":"A developer who wants a conversational interface to a coding agent on a server, without working in a raw terminal.","o":"The developer holds a chat with an agent running on the remote host, attaches files, stops tasks and resumes conversations from the phone.","c":"Software and DevOps","r":"farlume/termish","rt":"Termish","rs":"farlume-termish","u":"/use-cases/farlume-termish/chat-with-coding-agent-natively/","b":false,"f":false,"sc":0.9},{"id":"farlume-termish--keep-remote-task-alive-on-mobile-network","t":"Keep a remote terminal task alive on a weak network","s":"Use Mosh with a tmux session so long-running commands survive phone sleep and network changes.","w":"A developer who starts a long build or agent session on a server and needs it to keep running while the phone moves between networks or sleeps.","o":"The terminal reconnects after network roaming, and the remote program keeps running inside a named tmux session.","c":"Software and DevOps","r":"farlume/termish","rt":"Termish","rs":"farlume-termish","u":"/use-cases/farlume-termish/keep-remote-task-alive-on-mobile-network/","b":false,"f":false,"sc":0.8},{"id":"farlume-termish--build-termish-android-debug-from-source","t":"Build the Termish Android debug app from source","s":"Compile a debug Termish APK from the open-source code with Gradle and the Android SDK.","w":"An Android developer or contributor who wants to test or modify Termish before it is released.","o":"A debug build of the Android app is produced by Gradle without release signing keys.","c":"Software and DevOps","r":"farlume/termish","rt":"Termish","rs":"farlume-termish","u":"/use-cases/farlume-termish/build-termish-android-debug-from-source/","b":false,"f":false,"sc":0.7},{"id":"farlume-termish--view-remote-desktop-from-phone","t":"View and operate a remote desktop from your phone","s":"Open a computer's graphical desktop in a floating window and use touch to check apps.","w":"A developer or operator who needs to check a graphical app on a home or office computer while away from it.","o":"The user sees the remote screen on the phone and can use touch or a virtual mouse to operate desktop apps next to the terminal.","c":"Software and DevOps","r":"farlume/termish","rt":"Termish","rs":"farlume-termish","u":"/use-cases/farlume-termish/view-remote-desktop-from-phone/","b":false,"f":false,"sc":0.6},{"id":"fatihaydost-brand-identity-skill--design-new-brand-identity","t":"Design a logo, type and palette for a new brand","s":"Build three identity sets from one brief, pick one, and get a brand guidelines kit.","w":"A founder launching a business who needs a logo, fonts and colours that fit together and has no designer on hand.","o":"A chosen identity set with a PDF brand guidelines kit, logo files, design tokens and a font sheet.","c":"Content","r":"fatihaydost/brand-identity-skill","rt":"Brand Identity Skill","rs":"fatihaydost-brand-identity-skill","u":"/use-cases/fatihaydost-brand-identity-skill/design-new-brand-identity/","b":true,"f":false,"sc":1.0},{"id":"fatihaydost-brand-identity-skill--restyle-website-keep-logo","t":"Restyle your website's type and palette, keep the logo","s":"Point the skill at your URL and preview new type and colour sets on your own pages.","w":"A marketing lead with a live website who wants a fresh look without redesigning the logo.","o":"Previews of new type and palette sets applied to your own pages, with the logo kept as it is.","c":"Content","r":"fatihaydost/brand-identity-skill","rt":"Brand Identity Skill","rs":"fatihaydost-brand-identity-skill","u":"/use-cases/fatihaydost-brand-identity-skill/restyle-website-keep-logo/","b":false,"f":false,"sc":0.9},{"id":"fatihaydost-brand-identity-skill--critique-existing-brand-identity","t":"Critique an existing brand identity with measured checks","s":"Get contrast, colour-blindness, glyph and licence checks on a logo, type and palette you already use.","w":"A designer or brand owner reviewing an identity they already have and needing evidence before changing it.","o":"A critique of the current identity with measured results, with failed checks marked as gates and heuristics marked as warnings.","c":"Content","r":"fatihaydost/brand-identity-skill","rt":"Brand Identity Skill","rs":"fatihaydost-brand-identity-skill","u":"/use-cases/fatihaydost-brand-identity-skill/critique-existing-brand-identity/","b":false,"f":false,"sc":0.8},{"id":"fatihaydost-brand-identity-skill--get-design-tokens-font-sheet","t":"Get design tokens and a font sheet for a product","s":"Export the chosen palette and type as CSS, SCSS, Tailwind or DTCG JSON tokens with a font sheet.","w":"A front-end developer building a product who needs brand colours and type in code and no manual copying.","o":"Design token files in the formats the README lists, plus a font sheet with embed code, from the chosen set.","c":"Content","r":"fatihaydost/brand-identity-skill","rt":"Brand Identity Skill","rs":"fatihaydost-brand-identity-skill","u":"/use-cases/fatihaydost-brand-identity-skill/get-design-tokens-font-sheet/","b":false,"f":false,"sc":0.7},{"id":"faviovazquez-showtime--one-sentence-launch-video","t":"Make a launch video from one sentence","s":"Describe a video in one line and get a rendered final.mp4 on your own machine.","w":"A solo maker or developer who needs a short launch or explainer video for a repo and has a coding agent open.","o":"A request folder under showtime-out/ holding final.mp4, poster.jpg, share.txt and exports/, with a Showtime qa check that reports no FAIL.","c":"Content","r":"FavioVazquez/showtime","rt":"Showtime","rs":"faviovazquez-showtime","u":"/use-cases/faviovazquez-showtime/one-sentence-launch-video/","b":true,"f":false,"sc":1.0},{"id":"faviovazquez-showtime--recap-agent-session-video","t":"Turn a Claude Code session into a narrated recap","s":"Render a 30 to 60 second film of what your agent did in its latest session.","w":"A developer who wants to show a teammate or record what a Claude Code session accomplished.","o":"A narrated recap film of the session, built from allow-listed facts rather than the transcript text.","c":"Content","r":"FavioVazquez/showtime","rt":"Showtime","rs":"faviovazquez-showtime","u":"/use-cases/faviovazquez-showtime/recap-agent-session-video/","b":false,"f":false,"sc":0.9},{"id":"faviovazquez-showtime--failing-test-bug-report-video","t":"Turn a failing Playwright test into a bug-report video","s":"Create a narrated film of the failing steps plus a Markdown summary for the issue.","w":"A QA or frontend developer who has a failing Playwright test and needs a clear bug report for the team.","o":"A narrated film of the steps and the failure, with a Markdown summary ready for an issue, and typed values never shown.","c":"Content","r":"FavioVazquez/showtime","rt":"Showtime","rs":"faviovazquez-showtime","u":"/use-cases/faviovazquez-showtime/failing-test-bug-report-video/","b":false,"f":false,"sc":0.8},{"id":"faviovazquez-showtime--x-ray-real-clip-mechanism","t":"X-ray a real clip to draw its hidden inside","s":"Film a working object and draw its mechanism on the frames its sound describes.","w":"A maker, teacher or hobbyist who films a typewriter, music box or similar device and wants an explainer of how it works.","o":"A verified X-ray film with a receipt that reads the finished film back, showing events on their frames.","c":"Content","r":"FavioVazquez/showtime","rt":"Showtime","rs":"faviovazquez-showtime","u":"/use-cases/faviovazquez-showtime/x-ray-real-clip-mechanism/","b":false,"f":false,"sc":0.7},{"id":"fayazara-robot-heads--show-agent-status-in-react-ui","t":"Show a live agent status in a React app","s":"Render a robot head that changes face and motion as the agent moves between states.","w":"A front-end developer building a chat or agent dashboard who needs users to see whether the agent is idle, thinking, searching, or speaking.","o":"A React component that displays a 3D robot head whose screen, motion, and antenna light match the agent's current state.","c":"Software and DevOps","r":"fayazara/robot-heads","rt":"Robot Heads","rs":"fayazara-robot-heads","u":"/use-cases/fayazara-robot-heads/show-agent-status-in-react-ui/","b":true,"f":false,"sc":1.0},{"id":"fayazara-robot-heads--robot-avatars-in-chat-list","t":"Use small robot avatars in a chat or user list","s":"Drop a compact robot head into list rows using the antenna-free small size option.","w":"A developer building a list of agents or bots, such as a sidebar of chat assistants, where each row needs a small avatar.","o":"Compact robot avatars in each row that fill their box, with a clear accessible label for screen readers.","c":"Software and DevOps","r":"fayazara/robot-heads","rt":"Robot Heads","rs":"fayazara-robot-heads","u":"/use-cases/fayazara-robot-heads/robot-avatars-in-chat-list/","b":false,"f":false,"sc":0.9},{"id":"fayazara-robot-heads--preview-robot-states-before-building","t":"Review all nine robot states before choosing a design","s":"Look through the playground to pick a shape and state set before writing any code.","w":"A product designer or product manager deciding how an AI agent should look and signal its status in a product.","o":"A short list of preferred shapes and the states to map to agent behaviour, ready to hand to a developer.","c":"Software and DevOps","r":"fayazara/robot-heads","rt":"Robot Heads","rs":"fayazara-robot-heads","u":"/use-cases/fayazara-robot-heads/preview-robot-states-before-building/","b":false,"f":false,"sc":0.8},{"id":"fayazara-robot-heads--customise-tv-head-from-source","t":"Change the TV head by building from the repo source","s":"Clone the repo, run the playground on its source, and rebuild the library after edits.","w":"A developer who wants a changed look or a fork of the robot head, and is comfortable with pnpm and TypeScript.","o":"A local playground with edits that hot-reload, plus a fresh build of the library in dist/.","c":"Software and DevOps","r":"fayazara/robot-heads","rt":"Robot Heads","rs":"fayazara-robot-heads","u":"/use-cases/fayazara-robot-heads/customise-tv-head-from-source/","b":false,"f":false,"sc":0.7},{"id":"fazmin-ailearningguide--learn-ai-basics-in-browser","t":"Learn AI basics through 51 labs in a browser","s":"Work through hands-on AI labs in the browser with no install and check understanding at each lab's end.","w":"A curious beginner or non-developer who wants to understand how AI works and has no time for setup.","o":"The learner completes lab 1, reads the lesson in their chosen level, passes the checkpoint and marks it complete.","c":"Research","r":"Fazmin/AILearningGuide","rt":"AI Learning Guide","rs":"fazmin-ailearningguide","u":"/use-cases/fazmin-ailearningguide/learn-ai-basics-in-browser/","b":true,"f":false,"sc":1.0},{"id":"fazmin-ailearningguide--run-desktop-app-for-study-group","t":"Run the desktop app locally for a study group","s":"Clone the repo and run the Tauri desktop app so a group can use every feature, including the local AI guide.","w":"A teacher or study group lead who wants everyone on the same full-featured setup, with the optional AI guide and offline lessons.","o":"The desktop app opens on the machine with all labs, lessons and the AI guide available.","c":"Research","r":"Fazmin/AILearningGuide","rt":"AI Learning Guide","rs":"fazmin-ailearningguide","u":"/use-cases/fazmin-ailearningguide/run-desktop-app-for-study-group/","b":false,"f":false,"sc":0.9},{"id":"fazmin-ailearningguide--add-new-lab-to-app","t":"Add a new lab to the Discover AI app","s":"Generate a lab folder with the project script, then run the checks before opening a pull request.","w":"A developer or AI educator who wants to contribute a new lab on a topic the app does not yet cover.","o":"A new lab folder exists in src/modules/, passes the checks, and is ready for a pull request or issue discussion.","c":"Research","r":"Fazmin/AILearningGuide","rt":"AI Learning Guide","rs":"fazmin-ailearningguide","u":"/use-cases/fazmin-ailearningguide/add-new-lab-to-app/","b":false,"f":false,"sc":0.8},{"id":"fazmin-ailearningguide--set-up-offline-ai-guide","t":"Set up an offline AI guide for lab questions","s":"Download the small local model in Settings so the guide answers lab questions without sending text off the computer.","w":"A learner on a laptop who wants help while studying but needs the AI to run without internet and keep their text private.","o":"The Ask the guide button works in any lab using the local model, fully offline.","c":"Research","r":"Fazmin/AILearningGuide","rt":"AI Learning Guide","rs":"fazmin-ailearningguide","u":"/use-cases/fazmin-ailearningguide/set-up-offline-ai-guide/","b":false,"f":false,"sc":0.7},{"id":"feder-cr-invisible-playwright-mcp--compare-fares-across-dates-via-assistant","t":"Compare flight fares across a date range from your assistant","s":"Have your assistant check each date in a range on a booking site and report the cheapest fare per day.","w":"A traveller or travel planner who wants a day-by-day fare comparison, and whose assistant needs a real browser because the booking page uses a calendar widget and no API.","o":"A list of the cheapest fare for each date in the chosen range, with any date that has no availability stated plainly rather than guessed.","c":"Work and operations","r":"feder-cr/invisible_playwright_mcp","rt":"Invisible Playwright MCP","rs":"feder-cr-invisible-playwright-mcp","u":"/use-cases/feder-cr-invisible-playwright-mcp/compare-fares-across-dates-via-assistant/","b":true,"f":false,"sc":1.0},{"id":"feder-cr-invisible-playwright-mcp--run-web-agent-ui-with-openrouter-key","t":"Run a web browsing agent in a local chat window","s":"Start the standalone web UI with your OpenRouter key and type a browsing task on the left, watch the browser on the right.","w":"A non-developer or someone without an MCP-capable assistant who wants to ask an agent to browse a site and see what it does.","o":"A local chat page at 127.0.0.1:8765 where the agent answers your request and the live browser is visible beside the chat.","c":"Work and operations","r":"feder-cr/invisible_playwright_mcp","rt":"Invisible Playwright MCP","rs":"feder-cr-invisible-playwright-mcp","u":"/use-cases/feder-cr-invisible-playwright-mcp/run-web-agent-ui-with-openrouter-key/","b":false,"f":false,"sc":0.9},{"id":"feder-cr-invisible-playwright-mcp--keep-logged-in-browsing-sessions-between-runs","t":"Keep logins and cookies between agent browsing runs","s":"Store the browser profile in a folder so the agent stays signed in to sites after a restart.","w":"A user who needs an agent to return to the same sites repeatedly, such as a dashboard or account page, without signing in every time.","o":"A profile folder that holds logins and cookies across restarts, and a fixed browser identity when you also set a seed.","c":"Work and operations","r":"feder-cr/invisible_playwright_mcp","rt":"Invisible Playwright MCP","rs":"feder-cr-invisible-playwright-mcp","u":"/use-cases/feder-cr-invisible-playwright-mcp/keep-logged-in-browsing-sessions-between-runs/","b":false,"f":false,"sc":0.8},{"id":"feder-cr-invisible-playwright-mcp--script-browser-tasks-with-engine-library","t":"Write Python browser scripts on the engine library","s":"Use the invisible_playwright engine from Python code, with Playwright's API, instead of prompts.","w":"A developer building a repeatable scraping or testing job who wants code they can version and rerun rather than a chat prompt.","o":"A Python script that opens pages in the stealth Firefox engine and returns the data you asked for on each run.","c":"Work and operations","r":"feder-cr/invisible_playwright_mcp","rt":"Invisible Playwright MCP","rs":"feder-cr-invisible-playwright-mcp","u":"/use-cases/feder-cr-invisible-playwright-mcp/script-browser-tasks-with-engine-library/","b":false,"f":false,"sc":0.7},{"id":"feitangyuan-onetake--launch-film-from-app-description","t":"Make a 15-second product launch film with one camera","s":"Have a coding agent turn a short app description into a launch film where every beat carries into the next.","w":"A founder or indie developer with an app and no motion designer, who needs a launch video this week.","o":"A 15-second launch film, rendered as a draft, with one continuous camera and boundaries where something on screen becomes the next beat.","c":"Content","r":"feitangyuan/onetake","rt":"Onetake","rs":"feitangyuan-onetake","u":"/use-cases/feitangyuan-onetake/launch-film-from-app-description/","b":true,"f":false,"sc":1.0},{"id":"feitangyuan-onetake--feature-demo-from-screenshots","t":"Rebuild a feature demo from screenshots, no recording","s":"Turn a set of app screenshots into a feature demo where the interface is rebuilt in HTML and the camera flies into it.","w":"A product manager or developer who needs a feature walkthrough but cannot or does not want to record a live screen.","o":"A feature demo in which the product interface is rebuilt from the screenshots and sits on the camera plane, so zooming stays sharp.","c":"Content","r":"feitangyuan/onetake","rt":"Onetake","rs":"feitangyuan-onetake","u":"/use-cases/feitangyuan-onetake/feature-demo-from-screenshots/","b":false,"f":false,"sc":0.9},{"id":"feitangyuan-onetake--fix-slideshow-motion-video","t":"Diagnose a motion video that reads like a slideshow","s":"Run the continuity check on an existing motion video to find the cuts where nothing carries over, then fix them.","w":"A marketer or designer whose AI-made or template motion video looks choppy and fades between unrelated scenes.","o":"A list of boundaries that fail the carry check, with a plan to make each one pass by letting something on screen survive into the next beat.","c":"Content","r":"feitangyuan/onetake","rt":"Onetake","rs":"feitangyuan-onetake","u":"/use-cases/feitangyuan-onetake/fix-slideshow-motion-video/","b":false,"f":false,"sc":0.8},{"id":"feitangyuan-onetake--plan-motion-film-beat-by-beat","t":"Plan a motion film beat by beat before rendering","s":"Use the rhythm and carry method to write a beat sheet where shot lengths vary and every boundary has a carried element.","w":"A motion designer or content lead who wants to plan a teaser or feature film on paper before anyone renders it.","o":"A beat sheet with varied shot lengths and a named survivor at every boundary, ready to hand to the render step.","c":"Content","r":"feitangyuan/onetake","rt":"Onetake","rs":"feitangyuan-onetake","u":"/use-cases/feitangyuan-onetake/plan-motion-film-beat-by-beat/","b":false,"f":false,"sc":0.7},{"id":"fengzhenfei-carrel--let-coding-agent-search-product-docs","t":"Let a coding agent search your product docs","s":"Deploy Carrel locally and give Claude Code or Codex a search skill over your own document folders.","w":"A developer or small team whose coding agent keeps guessing at product specs, internal guides, or old design notes stored in local files.","o":"The agent answers questions from the actual documents and can cite the source passages it used.","c":"Research","r":"FengZhenfei/carrel","rt":"Carrel","rs":"fengzhenfei-carrel","u":"/use-cases/fengzhenfei-carrel/let-coding-agent-search-product-docs/","b":true,"f":false,"sc":1.0},{"id":"fengzhenfei-carrel--answer-contract-questions-with-citations","t":"Answer contract questions with cited passages","s":"Index a folder of contracts and let an agent pull the clauses it needs before it answers.","w":"A legal, procurement, or operations person who needs quick answers about delivery, acceptance, or payment terms across many contract files.","o":"The agent returns answers grounded in retrieved contract passages, with the source text available for review.","c":"Research","r":"FengZhenfei/carrel","rt":"Carrel","rs":"fengzhenfei-carrel","u":"/use-cases/fengzhenfei-carrel/answer-contract-questions-with-citations/","b":false,"f":false,"sc":0.9},{"id":"fengzhenfei-carrel--trace-decisions-across-meeting-notes","t":"Trace decisions and conflicts across meeting notes","s":"Build a knowledge graph over meeting notes to follow relationships, sources, and conflicting facts.","w":"A project lead or analyst who needs to see how a decision changed across many weeks of meeting notes.","o":"The agent can follow graph relationships and report facts with their sources, time information, and conflict indicators.","c":"Research","r":"FengZhenfei/carrel","rt":"Carrel","rs":"fengzhenfei-carrel","u":"/use-cases/fengzhenfei-carrel/trace-decisions-across-meeting-notes/","b":false,"f":false,"sc":0.8},{"id":"fengzhenfei-carrel--keep-research-library-current-automatically","t":"Keep a research library current as files change","s":"Schedule Carrel to scan a research folder so new papers and notes show up in agent answers.","w":"A researcher or analyst whose reading list and notes change every week and who wants agents to use the latest versions.","o":"Carrel scans for file changes and updates indexes on a schedule, so agent queries reflect recent files.","c":"Research","r":"FengZhenfei/carrel","rt":"Carrel","rs":"fengzhenfei-carrel","u":"/use-cases/fengzhenfei-carrel/keep-research-library-current-automatically/","b":false,"f":false,"sc":0.7},{"id":"fidetolabs-qanat--screen-companies-as-of-past-date","t":"Screen companies as they stood on a past date","s":"Run a metric threshold screen on SEC filings using only what was public on a chosen date.","w":"An investment researcher who wants to test a valuation rule without look-ahead bias, after reading that most screeners only show today's data.","o":"A list of companies that passed the rule on the chosen date, plus a count of how many could and could not be evaluated.","c":"Money","r":"fidetolabs/qanat","rt":"Qanat","rs":"fidetolabs-qanat","u":"/use-cases/fidetolabs-qanat/screen-companies-as-of-past-date/","b":true,"f":false,"sc":1.0},{"id":"fidetolabs-qanat--measure-returns-between-filing-dates","t":"Measure what screened companies did between filings","s":"Run a screen over a date window and read each passing company's return between its own filing dates.","w":"A researcher who has a screen rule and wants to see how the companies that passed performed over the following filing periods.","o":"For each date in the window, the companies that passed, each with its return from its own filing to its next filing, and the evaluated and unevaluated counts.","c":"Money","r":"fidetolabs/qanat","rt":"Qanat","rs":"fidetolabs-qanat","u":"/use-cases/fidetolabs-qanat/measure-returns-between-filing-dates/","b":false,"f":false,"sc":0.9},{"id":"fidetolabs-qanat--ask-agent-questions-over-dated-filings","t":"Ask an AI agent questions over dated filings","s":"Connect an MCP client to Qanat's read-only research scope and query SEC filings and screens in plain language.","w":"An analyst who wants an AI agent to read company data and screen results directly, without writing queries.","o":"An agent that answers questions about what data is in the project, where it came from, and which companies passed a rule in a given year, using only dated data.","c":"Money","r":"fidetolabs/qanat","rt":"Qanat","rs":"fidetolabs-qanat","u":"/use-cases/fidetolabs-qanat/ask-agent-questions-over-dated-filings/","b":false,"f":false,"sc":0.8},{"id":"finna-finn-loop--spec-idea-into-agent-ready-issue","t":"Turn a rough idea into an agent-ready Linear issue","s":"Interview with /finn-spec until the behavior is clear, then get a Linear issue with acceptance criteria and non-goals.","w":"A developer or founder with a feature idea for a GitHub repo who wants it written up as a build-ready contract before any code is written.","o":"A Linear issue with observable acceptance criteria (AC-N) and binding non-goals (NG-N), labeled agent-ready only after the human approves it.","c":"Software and DevOps","r":"finna/Finn-loop","rt":"Finn Loop","rs":"finna-finn-loop","u":"/use-cases/finna-finn-loop/spec-idea-into-agent-ready-issue/","b":true,"f":false,"sc":1.0},{"id":"finna-finn-loop--build-agent-ready-issues-into-prs","t":"Have Claude build queued issues into pull requests","s":"Run a builder loop that claims the next safe agent-ready issue, implements only its contract, and opens a PR.","w":"A developer with a Linear team that has agent-ready issues waiting and wants an agent to work through them one at a time.","o":"One pull request per issue, each tied to its Linear contract, ready for review.","c":"Software and DevOps","r":"finna/Finn-loop","rt":"Finn Loop","rs":"finna-finn-loop","u":"/use-cases/finna-finn-loop/build-agent-ready-issues-into-prs/","b":false,"f":false,"sc":0.9},{"id":"finna-finn-loop--review-open-prs-before-merging","t":"Get a verdict on every open PR before merging","s":"Run a reviewer loop that checks open PRs against their Linear issue and required checks, then posts a verdict.","w":"A developer who has agent-built PRs waiting and needs a consistent first-pass review before deciding whether to merge.","o":"Each open PR gets a three-group verdict. Only PRs marked loop-approved, conflict-free, and green on all required checks are candidates for the human merge.","c":"Software and DevOps","r":"finna/Finn-loop","rt":"Finn Loop","rs":"finna-finn-loop","u":"/use-cases/finna-finn-loop/review-open-prs-before-merging/","b":false,"f":false,"sc":0.8},{"id":"finna-finn-loop--install-finn-loop-skills-in-repo","t":"Install the three Finn Loop skills into a GitHub repo","s":"Copy the finn-spec, finn-build, and finn-review skills into a repo and check that the prerequisites are working.","w":"A developer setting up Finn Loop for the first time in a GitHub repo with a Linear team who wants the skills available in Claude Code.","o":"The three skills appear in /skills, and a smoke test confirms Linear and GitHub reads succeed.","c":"Software and DevOps","r":"finna/Finn-loop","rt":"Finn Loop","rs":"finna-finn-loop","u":"/use-cases/finna-finn-loop/install-finn-loop-skills-in-repo/","b":false,"f":false,"sc":0.7},{"id":"fission-ai-openspec--plan-feature-with-ai-before-code","t":"Plan a feature with an AI before any code is written","s":"Explore, propose, apply, and archive one change so the agent builds only what you agreed to.","w":"A developer working in an existing project who wants an AI coding assistant to add a feature but has unclear requirements and wants to review the plan first.","o":"A change folder under openspec/changes/ with a proposal, specs, design, and tasks that you reviewed, plus code that matches those tasks and an archived record.","c":"Software and DevOps","r":"Fission-AI/OpenSpec","rt":"Open Spec","rs":"fission-ai-openspec","u":"/use-cases/fission-ai-openspec/plan-feature-with-ai-before-code/","b":true,"f":false,"sc":1.0},{"id":"fission-ai-openspec--run-expanded-workflow-and-bulk-archive","t":"Switch to the expanded workflow and archive many changes at once","s":"Enable the full set of Open Spec commands and clear finished changes in one pass.","w":"A developer or team lead who has finished several changes in a project and wants to close them out together and use finer-grained commands.","o":"The expanded command set is active in the project, and finished changes are archived in one bulk run with specs updated.","c":"Software and DevOps","r":"Fission-AI/OpenSpec","rt":"Open Spec","rs":"fission-ai-openspec","u":"/use-cases/fission-ai-openspec/run-expanded-workflow-and-bulk-archive/","b":false,"f":false,"sc":0.9},{"id":"fission-ai-openspec--share-cross-repo-plans-with-stores","t":"Share one plan across several repos with Stores","s":"Keep cross-repo specs in a separate shared repo that code repos and agents can read.","w":"A platform or product team whose feature spans an API server, a web app, and a shared library, and who wants one source of truth for requirements.","o":"A planning repo holding the shared openspec/ specs and changes, pushed with git, that your team and coding agents can read across repos.","c":"Software and DevOps","r":"Fission-AI/OpenSpec","rt":"Open Spec","rs":"fission-ai-openspec","u":"/use-cases/fission-ai-openspec/share-cross-repo-plans-with-stores/","b":false,"f":false,"sc":0.8},{"id":"fitchmultz-pi-posthorse--long-coding-task-without-context-loss","t":"Keep a long Pi coding task going across fresh windows","s":"Run a long Pi task that rolls into fresh context windows using saved notes instead of summaries.","w":"A developer using the Pi coding agent on a multi-step task that runs past one context window and needs to keep going without re-explaining the work.","o":"The task continues in a fresh context window with its state restored from notes and live checks, and the session history stays recoverable.","c":"Software and DevOps","r":"fitchmultz/pi-posthorse","rt":"Pi Posthorse","rs":"fitchmultz-pi-posthorse","u":"/use-cases/fitchmultz-pi-posthorse/long-coding-task-without-context-loss/","b":true,"f":false,"sc":1.0},{"id":"fitchmultz-pi-posthorse--recover-earlier-conversation-from-history","t":"Find an earlier decision in past Pi sessions","s":"Search prior conversation and sub-agent runs in the project to recover a decision or error detail.","w":"A developer returning to a project after context was rolled over who needs the exact wording of an earlier decision, error, or tool result.","o":"The model retrieves the matching history entries, including images, and continues with the recovered details.","c":"Software and DevOps","r":"fitchmultz/pi-posthorse","rt":"Pi Posthorse","rs":"fitchmultz-pi-posthorse","u":"/use-cases/fitchmultz-pi-posthorse/recover-earlier-conversation-from-history/","b":false,"f":false,"sc":0.9},{"id":"fitchmultz-pi-posthorse--try-posthorse-for-one-pi-session","t":"Test Posthorse in one Pi session before installing","s":"Load Posthorse for a single session to check rollover behavior without a permanent install.","w":"A developer who wants to evaluate fresh-window rollover on a real task before committing to an install in their Pi setup.","o":"The developer runs one Pi session with Posthorse loaded, watches rollover happen, and decides whether to keep it.","c":"Software and DevOps","r":"fitchmultz/pi-posthorse","rt":"Pi Posthorse","rs":"fitchmultz-pi-posthorse","u":"/use-cases/fitchmultz-pi-posthorse/try-posthorse-for-one-pi-session/","b":false,"f":false,"sc":0.8},{"id":"flaminis-dalaran--replay-rrd-recording-in-viewer","t":"Open an existing .rrd recording in the Dalaran viewer","s":"Replay an upstream .rrd recording on one timeline without converting it first.","w":"A robotics engineer who already has .rrd recordings from earlier runs and wants to review them in Dalaran.","o":"The recording opens directly in the viewer with entity paths, timelines, and data from all sensors visible together.","c":"Software and DevOps","r":"Flaminis/Dalaran","rt":"Dalaran","rs":"flaminis-dalaran","u":"/use-cases/flaminis-dalaran/replay-rrd-recording-in-viewer/","b":true,"f":false,"sc":1.0},{"id":"flaminis-dalaran--log-python-run-to-dlr-file","t":"Save a Python sensor run to a .dlr file for later review","s":"Log data from a script to a .dlr file and open it in the viewer afterward.","w":"A developer or researcher who runs a simulator or offline pipeline in Python and wants a replayable file to share.","o":"A session.dlr file that can be opened in the viewer at any time, with the logged frames on a sequence timeline.","c":"Software and DevOps","r":"Flaminis/Dalaran","rt":"Dalaran","rs":"flaminis-dalaran","u":"/use-cases/flaminis-dalaran/log-python-run-to-dlr-file/","b":false,"f":false,"sc":0.9},{"id":"flaminis-dalaran--check-robot-workstation-with-doctor","t":"Check a workstation for viewer and driver problems before a robot session","s":"Run the built-in doctor command to find setup problems in plain language.","w":"A robotics operator who must start a viewer session on a new or changed machine and needs to know it will work.","o":"A plain-language report of build info, graphics adapters, DALARAN_* variables, and recording integrity.","c":"Software and DevOps","r":"Flaminis/Dalaran","rt":"Dalaran","rs":"flaminis-dalaran","u":"/use-cases/flaminis-dalaran/check-robot-workstation-with-doctor/","b":false,"f":false,"sc":0.8},{"id":"flaminis-dalaran--visualize-nav2-costmaps-from-ros2","t":"Show nav2 costmaps from a rosbag2 replay next to robot poses","s":"Replay a rosbag2 with nav2 costmap topics and inspect the layers on one timeline.","w":"A ROS 2 navigation engineer debugging why a robot took a path, using a recorded rosbag2 from a nav2 run.","o":"The global and local costmaps appear as grid map entities with origin and resolution handled, with cost categories drawn distinctly.","c":"Software and DevOps","r":"Flaminis/Dalaran","rt":"Dalaran","rs":"flaminis-dalaran","u":"/use-cases/flaminis-dalaran/visualize-nav2-costmaps-from-ros2/","b":false,"f":false,"sc":0.7},{"id":"flaminis-dalaran--pull-recording-data-into-dataframes","t":"Export recording data to dataframes for computation","s":"Load a Dalaran recording into a dataframe to compute on it instead of viewing it.","w":"A data analyst or robotics researcher who needs sensor values from a run in a table for statistics or plotting.","o":"The recording's entity paths and timelines are available as a dataframe for analysis in a script.","c":"Software and DevOps","r":"Flaminis/Dalaran","rt":"Dalaran","rs":"flaminis-dalaran","u":"/use-cases/flaminis-dalaran/pull-recording-data-into-dataframes/","b":false,"f":false,"sc":0.6},{"id":"flohoeller-affectui--add-ai-message-actions-to-chat","t":"Add a polished message action bar to an AI chat","s":"Drop a finished copy, regenerate, feedback and read-aloud bar under each AI reply in one file.","w":"A frontend developer building an AI chat interface who needs the controls under each assistant message to feel finished.","o":"A working Message Actions component in components/ui that shows copy confirmation, regenerate feedback and feedback buttons under AI replies.","c":"Software and DevOps","r":"flohoeller/affectui","rt":"Affectui","rs":"flohoeller-affectui","u":"/use-cases/flohoeller-affectui/add-ai-message-actions-to-chat/","b":true,"f":false,"sc":1.0},{"id":"flohoeller-affectui--let-ai-coding-agent-install-affectui-items","t":"Let an AI coding agent find and add UI items for you","s":"Connect the affectUI MCP server so Claude Code, Cursor or Codex can search items and install them.","w":"A developer who works in Claude Code, Cursor or Codex and wants the assistant to pick and add UI components without copying URLs by hand.","o":"An agent that can search the affectUI catalog, read item docs and add a chosen component to the project.","c":"Software and DevOps","r":"flohoeller/affectui","rt":"Affectui","rs":"flohoeller-affectui","u":"/use-cases/flohoeller-affectui/let-ai-coding-agent-install-affectui-items/","b":false,"f":false,"sc":0.9},{"id":"flohoeller-affectui--build-agent-approval-inbox","t":"Build a review inbox where humans approve agent actions","s":"Combine Decision Inbox, Email Draft and Comment Thread so people can approve or discard agent output.","w":"A product engineer building an AI assistant that takes actions on a user's behalf and needs a clear place for the user to approve, edit or discard them.","o":"A review screen that lists open decisions with two quick answers, shows an agent-written email with send or discard, and shows agent replies in a thread.","c":"Software and DevOps","r":"flohoeller/affectui","rt":"Affectui","rs":"flohoeller-affectui","u":"/use-cases/flohoeller-affectui/build-agent-approval-inbox/","b":false,"f":false,"sc":0.8},{"id":"flohoeller-affectui--add-onboarding-progress-checklist","t":"Add an onboarding checklist with a live progress bar","s":"Show new users a step list whose progress bar and ticks update as they finish each task.","w":"A SaaS developer shipping user onboarding who wants a checklist that visibly rewards each completed step.","o":"A Progress Tracker component on the dashboard with an animated progress bar and ticks that draw themselves as steps complete.","c":"Software and DevOps","r":"flohoeller/affectui","rt":"Affectui","rs":"flohoeller-affectui","u":"/use-cases/flohoeller-affectui/add-onboarding-progress-checklist/","b":false,"f":false,"sc":0.7},{"id":"flopwire-flopwire--trace-commit-to-agent-session","t":"Trace a commit back to the agent session that wrote it","s":"Find the session behind a commit and read the command and result evidence it produced.","w":"A developer reviewing an unfamiliar commit made with an AI agent who needs to know why the change was made.","o":"The reviewer gets the session that produced the commit, with its command and result evidence, and can read the conversation behind the change.","c":"Software and DevOps","r":"flopwire/flopwire","rt":"Flopwire","rs":"flopwire-flopwire","u":"/use-cases/flopwire-flopwire/trace-commit-to-agent-session/","b":true,"f":false,"sc":1.0},{"id":"flopwire-flopwire--search-past-agent-sessions-for-decisions","t":"Search every past agent session for an earlier decision","s":"Use regex and ranked search to recover how a problem was solved in a previous session.","w":"A developer or agent starting a task that may have been tackled in an earlier session, such as an error pattern or a design choice.","o":"The user or agent finds the matching sessions, with the user, device, harness, and session named for each hit, and reads the relevant passage.","c":"Software and DevOps","r":"flopwire/flopwire","rt":"Flopwire","rs":"flopwire-flopwire","u":"/use-cases/flopwire-flopwire/search-past-agent-sessions-for-decisions/","b":false,"f":false,"sc":0.9},{"id":"flopwire-flopwire--coordinate-two-agents-on-one-repo","t":"Have two agents on one machine agree a work split","s":"Let a Codex session find a Claude Code session on the same repo and message it directly.","w":"A developer running two agent sessions in the same repository at once who needs them to avoid overlapping work.","o":"Each agent sees the other as live, sends a message, and the recipient receives it inside its running turn or with the human's next prompt.","c":"Software and DevOps","r":"flopwire/flopwire","rt":"Flopwire","rs":"flopwire-flopwire","u":"/use-cases/flopwire-flopwire/coordinate-two-agents-on-one-repo/","b":false,"f":false,"sc":0.8},{"id":"flopwire-flopwire--run-a-team-archive-for-shared-agent-history","t":"Set up a self-hosted team server for shared agent history","s":"Join every teammate's devices into one searchable archive on a server you run.","w":"A team lead or platform engineer who wants all members' agent sessions searchable together on infrastructure they control.","o":"The team has one server, teammates enroll their devices, and searches span connected machines and team members.","c":"Software and DevOps","r":"flopwire/flopwire","rt":"Flopwire","rs":"flopwire-flopwire","u":"/use-cases/flopwire-flopwire/run-a-team-archive-for-shared-agent-history/","b":false,"f":false,"sc":0.7},{"id":"frankie-xu-threadport--resume-interrupted-claude-or-codex-task","t":"Resume an interrupted Claude or Codex coding task","s":"Find a stopped session in the local workbench, review its evidence, and prepare a continuation command.","w":"A developer whose Claude Code or Codex session stopped mid-task and who wants to restart it in the same project without rebuilding the context by hand.","o":"You get a reviewed task with observed files, commands, tests, and an objective you confirmed, plus a continuation text you read before running anything.","c":"Software and DevOps","r":"Frankie-Xu/threadport","rt":"Threadport","rs":"frankie-xu-threadport","u":"/use-cases/frankie-xu-threadport/resume-interrupted-claude-or-codex-task/","b":true,"f":false,"sc":1.0},{"id":"frankie-xu-threadport--hand-off-capsule-to-codex-from-cli","t":"Hand off a Claude session to Codex through the CLI","s":"Extract a Capsule from a Claude session file and write a Codex handoff file with the handoff command.","w":"A developer or automation script that needs a validated, file-based handoff from a Claude session to Codex without opening the workbench.","o":"You get a Capsule JSON file, a validated Codex handoff JSON file, and a clear confirmation that both files passed validation.","c":"Software and DevOps","r":"Frankie-Xu/threadport","rt":"Threadport","rs":"frankie-xu-threadport","u":"/use-cases/frankie-xu-threadport/hand-off-capsule-to-codex-from-cli/","b":false,"f":false,"sc":0.9},{"id":"frankie-xu-threadport--import-cursor-transcript-as-paused-handoff","t":"Import a Cursor transcript as a paused handoff","s":"Turn a copied Cursor chat transcript into a paused Capsule that you review before acting.","w":"A Cursor user who wants to continue a chat in another agent and has only the transcript text available.","o":"You get a Capsule marked paused with visible instructions and unverified assistant context, plus separate current Git state, so you can check the original export before acting.","c":"Software and DevOps","r":"Frankie-Xu/threadport","rt":"Threadport","rs":"frankie-xu-threadport","u":"/use-cases/frankie-xu-threadport/import-cursor-transcript-as-paused-handoff/","b":false,"f":false,"sc":0.8},{"id":"frankweb33-flybrain-robot-bridge--run-synthetic-fly-brain-demo","t":"Run the synthetic fly-brain demo without hardware","s":"Clone the repo and watch the mock neural backend turn synthetic frames into motor commands.","w":"A developer or student curious about camera-to-robot signal flow who has no robot, camera or connectome data on hand.","o":"A terminal run of 300 synthetic frames showing motion, looming, IMU freshness, motor activity, commands and watchdog state, with nothing sent to a robot.","c":"Research","r":"Frankweb33/flybrain-robot-bridge","rt":"Flybrain Robot Bridge","rs":"frankweb33-flybrain-robot-bridge","u":"/use-cases/frankweb33-flybrain-robot-bridge/run-synthetic-fly-brain-demo/","b":true,"f":false,"sc":1.0},{"id":"frankweb33-flybrain-robot-bridge--test-bridge-with-webcam-or-video","t":"Test motion and looming output from a webcam or video","s":"Feed a webcam or your own video into the mock backend in dry-run mode to inspect vision signals.","w":"A researcher or hobbyist who wants to see how real camera motion affects the model's motion and looming groups before any robot is connected.","o":"Terminal output of motion, looming and motor activity driven by real footage, with dry-run keeping all commands local.","c":"Research","r":"Frankweb33/flybrain-robot-bridge","rt":"Flybrain Robot Bridge","rs":"frankweb33-flybrain-robot-bridge","u":"/use-cases/frankweb33-flybrain-robot-bridge/test-bridge-with-webcam-or-video/","b":false,"f":false,"sc":0.9},{"id":"frankweb33-flybrain-robot-bridge--calibrate-robot-link-in-safe-steps","t":"Calibrate a physical robot link in safe steps","s":"Set motor limits and send commands to a lifted robot only after dry-run checks pass.","w":"A robotics builder with a lifted test robot and an Atom Matrix board who wants to try the UDP link.","o":"A config.yaml with calibrated limits and a single supervised --send run, after the firmware hooks are confirmed to be implemented.","c":"Research","r":"Frankweb33/flybrain-robot-bridge","rt":"Flybrain Robot Bridge","rs":"frankweb33-flybrain-robot-bridge","u":"/use-cases/frankweb33-flybrain-robot-bridge/calibrate-robot-link-in-safe-steps/","b":false,"f":false,"sc":0.8},{"id":"franzenzenhofer-big-arrow-on-the-screen--point-human-at-permission-button","t":"Point a human at the Allow button an agent cannot press","s":"An agent draws an arrow and sign at the permission button so the human clicks it.","w":"A developer whose AI agent stops at a macOS permission prompt and needs the human to click Allow.","o":"The arrow and sign appear over the correct button in System Settings, the human clicks it, and the arrow removes itself after its time limit.","c":"Work and operations","r":"franzenzenhofer/big-arrow-on-the-screen","rt":"Big Arrow on the Screen","rs":"franzenzenhofer-big-arrow-on-the-screen","u":"/use-cases/franzenzenhofer-big-arrow-on-the-screen/point-human-at-permission-button/","b":true,"f":false,"sc":1.0},{"id":"franzenzenhofer-big-arrow-on-the-screen--walk-someone-through-app-controls","t":"Walk someone through an app one control at a time","s":"Chain several arrows so a person learns each step of an app's interface.","w":"A presenter or teacher preparing a Keynote how-to, or a helper showing someone the next control to press.","o":"Each control gets its own numbered arrow and sign in order, and each arrow removes itself after its time limit.","c":"Work and operations","r":"franzenzenhofer/big-arrow-on-the-screen","rt":"Big Arrow on the Screen","rs":"franzenzenhofer-big-arrow-on-the-screen","u":"/use-cases/franzenzenhofer-big-arrow-on-the-screen/walk-someone-through-app-controls/","b":false,"f":false,"sc":0.9},{"id":"franzenzenhofer-big-arrow-on-the-screen--point-at-browser-tab-among-many","t":"Point at the right browser tab out of many","s":"Raise a Chrome window and point at one tab by its title.","w":"A person with a crowded browser who must choose one specific tab, such as an agent handing back a page it opened.","o":"bigarrow brings the Chrome window and the named tab to the front, then points at the tab with a sign.","c":"Work and operations","r":"franzenzenhofer/big-arrow-on-the-screen","rt":"Big Arrow on the Screen","rs":"franzenzenhofer-big-arrow-on-the-screen","u":"/use-cases/franzenzenhofer-big-arrow-on-the-screen/point-at-browser-tab-among-many/","b":false,"f":false,"sc":0.8},{"id":"franzenzenhofer-big-arrow-on-the-screen--show-code-to-copy-on-sign","t":"Show a code on a sign that the person can copy and paste","s":"Put a PIN or code on a sign with a copy button and point at the field to paste it into.","w":"A person signing in on a website who needs a code from an agent or script, such as a PIN for a sign-in form.","o":"The sign shows the code with a copy button, and the arrow points at the PIN field until the person pastes the code.","c":"Work and operations","r":"franzenzenhofer/big-arrow-on-the-screen","rt":"Big Arrow on the Screen","rs":"franzenzenhofer-big-arrow-on-the-screen","u":"/use-cases/franzenzenhofer-big-arrow-on-the-screen/show-code-to-copy-on-sign/","b":false,"f":false,"sc":0.7},{"id":"frontier-harness-eval-eval--browse-live-harness-results","t":"Compare 12 coding-agent harness results side by side","s":"Open the live FrontierHarness results to see pass rate, cost, and speed for each harness.","w":"A developer picking a coding-agent harness who wants evidence before adopting one.","o":"You can see which harnesses passed the most tasks and which cost the least per pass, with the same model and tasks behind each row.","c":"Software and DevOps","r":"frontier-harness-eval/eval","rt":"Eval","rs":"frontier-harness-eval-eval","u":"/use-cases/frontier-harness-eval-eval/browse-live-harness-results/","b":true,"f":false,"sc":1.0},{"id":"frontier-harness-eval-eval--evaluate-own-harness-on-published-tasks","t":"Score your own coding harness on the 30-task set","s":"Run the evaluation skill to get pass rate, cost, and a report for your harness.","w":"A team that built a coding-agent harness and wants a like-for-like score against the published baselines.","o":"A normalized results file and HTML report for your harness, produced from one golden checkpoint with a fresh restore per task.","c":"Software and DevOps","r":"frontier-harness-eval/eval","rt":"Eval","rs":"frontier-harness-eval-eval","u":"/use-cases/frontier-harness-eval-eval/evaluate-own-harness-on-published-tasks/","b":false,"f":false,"sc":0.9},{"id":"frontier-harness-eval-eval--check-result-comparability-before-citing","t":"Check if a harness score is comparable before citing it","s":"Confirm the egress policy and comparability flag before you put a new score next to published ones.","w":"A researcher or engineer about to publish or compare a new harness score against the Kimi K3 baselines.","o":"You know whether your run can be ranked, and what control run you still need to establish comparability.","c":"Software and DevOps","r":"frontier-harness-eval/eval","rt":"Eval","rs":"frontier-harness-eval-eval","u":"/use-cases/frontier-harness-eval-eval/check-result-comparability-before-citing/","b":false,"f":false,"sc":0.8},{"id":"fstandhartinger-jevbench--shortlist-decision-models-from-jevbench-board","t":"Shortlist decision models from the JevBench board","s":"Compare open-weights and hosted decision models on accuracy, calibration, speed and cost before you pick one.","w":"A product or operations lead who needs a decision model for a typed decision workflow and wants published measurements before testing anything.","o":"A short list of candidate systems with their Intelligence, Calibration, Speed and Cost values, plus a clear note of where measurements are missing.","c":"Research","r":"fstandhartinger/jevbench","rt":"Jevbench","rs":"fstandhartinger-jevbench","u":"/use-cases/fstandhartinger-jevbench/shortlist-decision-models-from-jevbench-board/","b":true,"f":false,"sc":1.0},{"id":"fstandhartinger-jevbench--test-option-order-sensitivity-before-deploy","t":"Test a decision model for option-order sensitivity","s":"Run the public hard items with options in two orders to see whether your model's answers flip.","w":"A machine learning engineer who is about to ship a small decision model and needs to know if its answers depend on how options are listed.","o":"A comparison of answers under original and reversed option order, with a list of items where the model's choice changed.","c":"Research","r":"fstandhartinger/jevbench","rt":"Jevbench","rs":"fstandhartinger-jevbench","u":"/use-cases/fstandhartinger-jevbench/test-option-order-sensitivity-before-deploy/","b":false,"f":false,"sc":0.9},{"id":"fstandhartinger-jevbench--compare-local-models-with-stuntdouble-import","t":"Compare local decision models with stuntdouble","s":"Use the independent stuntdouble companion to import JevBench public hard items and compare local models.","w":"A developer running local decision models who wants a side-by-side comparison on the same public items.","o":"A replay of the same public JevBench hard items across your local decision models, with a report you can rerun.","c":"Research","r":"fstandhartinger/jevbench","rt":"Jevbench","rs":"fstandhartinger-jevbench","u":"/use-cases/fstandhartinger-jevbench/compare-local-models-with-stuntdouble-import/","b":false,"f":false,"sc":0.8},{"id":"furkankly-zoetrope--follow-a-live-agent-session-as-a-graph","t":"Follow a running agent session as a live graph","s":"Watch the main agent, its subagents and their tool calls update live in your terminal.","w":"A developer who has started a Claude Code or Codex run in a project and wants to see which agents are working and what tools they are using right now.","o":"A live graph of the session with a card per agent showing status, current tool, tool count and output tokens, updating as the agent works.","c":"Software and DevOps","r":"furkankly/zoetrope","rt":"Zoetrope","rs":"furkankly-zoetrope","u":"/use-cases/furkankly-zoetrope/follow-a-live-agent-session-as-a-graph/","b":true,"f":false,"sc":1.0},{"id":"furkankly-zoetrope--replay-a-finished-run-to-review-subagent-work","t":"Replay a finished agent run to review its subagents","s":"Scrub back through a completed session to see each agent and tool call in order.","w":"A developer or reviewer who needs to audit what an agent and its subagents did during a run that already finished.","o":"A replayed graph paced by the session's own timestamps, with the ability to scrub, pause and step between prompts to review each stage.","c":"Software and DevOps","r":"furkankly/zoetrope","rt":"Zoetrope","rs":"furkankly-zoetrope","u":"/use-cases/furkankly-zoetrope/replay-a-finished-run-to-review-subagent-work/","b":false,"f":false,"sc":0.9},{"id":"furkankly-zoetrope--print-a-session-tree-for-scripts-and-logs","t":"Print a session's agent tree without opening the TUI","s":"Dump the session tree to the terminal headlessly for logs, notes or scripts.","w":"An engineer who wants a plain-text record of which agents a session spawned, to paste into a ticket or check in a script.","o":"A printed session tree that shows the main session and its nested agents, with no interactive interface needed.","c":"Software and DevOps","r":"furkankly/zoetrope","rt":"Zoetrope","rs":"furkankly-zoetrope","u":"/use-cases/furkankly-zoetrope/print-a-session-tree-for-scripts-and-logs/","b":false,"f":false,"sc":0.8},{"id":"furkankly-zoetrope--view-a-session-in-the-browser-without-installing","t":"View a session graph in the browser with no install","s":"Drop a transcript onto the hosted page and get the same graph without installing anything.","w":"A non-terminal user or a teammate on a machine where installing software is not allowed but who has a session transcript to look at.","o":"The same session graph rendered in the browser, produced from the transcript file that was dropped on the page.","c":"Software and DevOps","r":"furkankly/zoetrope","rt":"Zoetrope","rs":"furkankly-zoetrope","u":"/use-cases/furkankly-zoetrope/view-a-session-in-the-browser-without-installing/","b":false,"f":false,"sc":0.7},{"id":"furkankly-zoetrope--follow-a-herdr-agent-pane-live","t":"Open the live graph over a Herdr agent pane","s":"Press one key in Herdr to open the exact session running in a pane as a live graph.","w":"A developer who runs several coding agents side by side in Herdr and wants the graph of the one in focus without finding its session file.","o":"The graph opens over the focused agent pane and follows its session live, and the same key closes it.","c":"Software and DevOps","r":"furkankly/zoetrope","rt":"Zoetrope","rs":"furkankly-zoetrope","u":"/use-cases/furkankly-zoetrope/follow-a-herdr-agent-pane-live/","b":false,"f":false,"sc":0.6},{"id":"fuxiaoai-tidings-rss--import-top-200-feeds-first-time","t":"Import the Top 200 feeds into a reader in one step","s":"Download the recommended 200-feed OPML and import it to start reading across 14 categories.","w":"A new RSS user who wants broad, high-quality coverage without pruning hundreds of subscriptions.","o":"A reader filled with 200 vetted feeds, organized by the OPML groups, ready to read.","c":"Personal productivity","r":"fuxiaoai/tidings-rss","rt":"Tidings RSS","rs":"fuxiaoai-tidings-rss","u":"/use-cases/fuxiaoai-tidings-rss/import-top-200-feeds-first-time/","b":true,"f":false,"sc":1.0},{"id":"fuxiaoai-tidings-rss--build-ai-research-watchlist","t":"Track AI and research feeds from one topic bundle","s":"Import the AI or research bundle to follow models, papers, and labs without the full directory.","w":"A researcher or engineer who follows AI models and papers and wants a focused list instead of 718 sources.","o":"A focused reader that collects model news, research posts, and lab updates in one place.","c":"Personal productivity","r":"fuxiaoai/tidings-rss","rt":"Tidings RSS","rs":"fuxiaoai-tidings-rss","u":"/use-cases/fuxiaoai-tidings-rss/build-ai-research-watchlist/","b":false,"f":false,"sc":0.9},{"id":"fuxiaoai-tidings-rss--agent-query-feed-catalog-by-topic","t":"Pull feeds for a topic from the JSON catalog","s":"Have an agent read data/feeds.json and list feeds for a chosen bundle with their feed URLs.","w":"A developer or automation builder who needs a structured list of feed URLs for a topic to feed into a pipeline.","o":"A filtered list of feed names, homepages, and RSS URLs for one bundle, returned as structured data.","c":"Personal productivity","r":"fuxiaoai/tidings-rss","rt":"Tidings RSS","rs":"fuxiaoai-tidings-rss","u":"/use-cases/fuxiaoai-tidings-rss/agent-query-feed-catalog-by-topic/","b":false,"f":false,"sc":0.8},{"id":"fuxiaoai-tidings-rss--listen-to-podcasts-and-watch-videos","t":"Follow podcasts and video channels in one app","s":"Import the podcast and video bundles to listen and watch in Tidings with playback controls.","w":"A commuter or learner who prefers audio and video updates from technology, business, and science shows.","o":"A library of podcast and video subscriptions in Tidings, with playback controls and downloads for episodes.","c":"Personal productivity","r":"fuxiaoai/tidings-rss","rt":"Tidings RSS","rs":"fuxiaoai-tidings-rss","u":"/use-cases/fuxiaoai-tidings-rss/listen-to-podcasts-and-watch-videos/","b":false,"f":false,"sc":0.7},{"id":"fuxiaoai-tidings-rss--summarize-unread-with-ai-radar","t":"Summarize unread articles with AI Radar","s":"Use AI Radar and article summaries in Tidings to triage a backlog of unread feeds.","w":"A busy reader with a long unread list from imported bundles who needs the key developments first.","o":"Grouped daily highlights and short summaries that point back to the original sources for deeper reading.","c":"Personal productivity","r":"fuxiaoai/tidings-rss","rt":"Tidings RSS","rs":"fuxiaoai-tidings-rss","u":"/use-cases/fuxiaoai-tidings-rss/summarize-unread-with-ai-radar/","b":false,"f":false,"sc":0.6},{"id":"fuxicodex-fuxi--fix-failing-tests-from-terminal","t":"Fix failing tests in a repo from the terminal","s":"Point FuXi at a repository with failing tests and have it read, edit, and rerun until they pass.","w":"A developer whose project has failing tests and who wants a terminal agent to investigate and patch them.","o":"FuXi reads the relevant code, proposes or applies edits, runs commands, and reports the changes it made.","c":"Software and DevOps","r":"fuxicodex/Fuxi","rt":"Fuxi","rs":"fuxicodex-fuxi","u":"/use-cases/fuxicodex-fuxi/fix-failing-tests-from-terminal/","b":true,"f":false,"sc":1.0},{"id":"fuxicodex-fuxi--use-own-provider-key-and-switch-models","t":"Run FuXi on your own provider key and switch models","s":"Connect your own API key and change models with /model to manage which provider handles your work.","w":"A developer who already pays for an LLM provider and wants FuXi to use that key instead of FuXi-managed models.","o":"FuXi sends requests to the provider you chose and lets you switch models in the middle of a session.","c":"Software and DevOps","r":"fuxicodex/Fuxi","rt":"Fuxi","rs":"fuxicodex-fuxi","u":"/use-cases/fuxicodex-fuxi/use-own-provider-key-and-switch-models/","b":false,"f":false,"sc":0.9},{"id":"fuxicodex-fuxi--set-up-headless-machine-with-setup-token","t":"Set up FuXi on a headless machine with a setup token","s":"Authenticate FuXi on a server or CI runner without an interactive sign-in using a setup token.","w":"A platform engineer who needs FuXi available on a headless server or CI runner where no browser sign-in is possible.","o":"The headless machine is authenticated with a setup token and FuXi's environment checks pass.","c":"Software and DevOps","r":"fuxicodex/Fuxi","rt":"Fuxi","rs":"fuxicodex-fuxi","u":"/use-cases/fuxicodex-fuxi/set-up-headless-machine-with-setup-token/","b":false,"f":false,"sc":0.8},{"id":"fuxicodex-fuxi--run-agent-permissions-in-isolated-sandbox","t":"Run FuXi with bypassed approvals inside a container","s":"Let FuXi run tool calls without prompts, but only inside a disposable container or VM.","w":"A developer doing a large automated refactor who wants fewer approval prompts and has an isolated environment to run it in.","o":"FuXi runs its tool calls without prompts inside an isolated environment, and the host machine stays protected.","c":"Software and DevOps","r":"fuxicodex/Fuxi","rt":"Fuxi","rs":"fuxicodex-fuxi","u":"/use-cases/fuxicodex-fuxi/run-agent-permissions-in-isolated-sandbox/","b":false,"f":false,"sc":0.7},{"id":"fzn0x-idx--check-ihsg-quotes-from-terminal","t":"Check delayed IHSG quotes and valuation from a terminal","s":"Install Idx and pull delayed prices, P/E and dividend yield for several IDX tickers in one command.","w":"A retail investor in Indonesia who wants a fast look at a few IDX stocks before a trade and does not want to open a broker app.","o":"A table of price, change, volume, market cap, P/E and dividend yield for the tickers you name, plus the time of the last trade.","c":"Data and analytics","r":"fzn0x/idx","rt":"Idx","rs":"fzn0x-idx","u":"/use-cases/fzn0x-idx/check-ihsg-quotes-from-terminal/","b":true,"f":false,"sc":1.0},{"id":"fzn0x-idx--screen-idx-stocks-by-valuation","t":"Screen about 950 IDX stocks by valuation and sector","s":"Filter the IDX universe with one expression, for example low P/E financial stocks.","w":"An analyst or investor building a shortlist of Indonesian stocks that match a valuation rule and a sector.","o":"A ranked list of matching IDX tickers with their key valuation figures, produced from one filter string.","c":"Data and analytics","r":"fzn0x/idx","rt":"Idx","rs":"fzn0x-idx","u":"/use-cases/fzn0x-idx/screen-idx-stocks-by-valuation/","b":false,"f":false,"sc":0.9},{"id":"fzn0x-idx--ask-agent-for-idx-stock-brief","t":"Let an AI agent pull IDX stock briefs over MCP","s":"Expose Idx as MCP tools so an agent can answer questions about IHSG stocks with live tool calls.","w":"A developer or analyst who uses an AI agent daily and wants it to answer Indonesian stock questions from real data rather than memory.","o":"An agent that calls Idx tools such as idx_brief and idx_fundamental and answers with figures and the source timestamp.","c":"Data and analytics","r":"fzn0x/idx","rt":"Idx","rs":"fzn0x-idx","u":"/use-cases/fzn0x-idx/ask-agent-for-idx-stock-brief/","b":false,"f":false,"sc":0.8},{"id":"fzn0x-idx--find-who-owns-idx-stock","t":"Find who holds more than 1% of an IDX stock","s":"Import KSEI's monthly holder register and list every holder above 1% for one ticker.","w":"An investor or researcher who wants to see the major shareholders of a specific Indonesian company, such as BBCA.","o":"A list of holders above 1% of the chosen ticker, stored in local SQLite and queryable by date.","c":"Data and analytics","r":"fzn0x/idx","rt":"Idx","rs":"fzn0x-idx","u":"/use-cases/fzn0x-idx/find-who-owns-idx-stock/","b":false,"f":false,"sc":0.7},{"id":"fzn0x-idx--trace-broker-flow-in-idx-stock","t":"Trace top broker buying and selling in an IDX stock","s":"See which brokers lead buying and selling in one ticker and whether a bandar phase is showing.","w":"A trader who reads broker flow on IDX and wants a quick view of the top buyers and sellers for one ticker.","o":"The top 10 buyers and sellers of a ticker by lots, with broker class, value and average price, plus an accumulation or distribution read.","c":"Data and analytics","r":"fzn0x/idx","rt":"Idx","rs":"fzn0x-idx","u":"/use-cases/fzn0x-idx/trace-broker-flow-in-idx-stock/","b":false,"f":false,"sc":0.6},{"id":"gabrielelozupone-kokon--describe-edits-to-a-photo","t":"Edit a photo by describing the change in plain words","s":"Install Kokon, let it set up models, then type an edit like 'make it golden hour' and get the result locally.","w":"A hobbyist or small business owner with a photo to fix, on a Windows PC, Mac or Linux machine with a suitable GPU.","o":"An edited photo at the original size and aspect ratio, produced entirely on the user's own computer.","c":"Content","r":"GabrieleLozupone/kokon","rt":"Kokon","rs":"gabrielelozupone-kokon","u":"/use-cases/gabrielelozupone-kokon/describe-edits-to-a-photo/","b":true,"f":false,"sc":1.0},{"id":"gabrielelozupone-kokon--agent-driven-image-edits-via-mcp","t":"Let an AI agent create and edit images on your machine","s":"Connect Claude or Cursor to Kokon's built-in MCP server so the agent can generate and edit images locally.","w":"A developer or content operator whose AI coding or chat agent needs to produce or revise images as part of a workflow, without sending files to a cloud image service.","o":"An agent that creates or edits images through Kokon, with the files written to the user's own computer.","c":"Content","r":"GabrieleLozupone/kokon","rt":"Kokon","rs":"gabrielelozupone-kokon","u":"/use-cases/gabrielelozupone-kokon/agent-driven-image-edits-via-mcp/","b":false,"f":false,"sc":0.9},{"id":"gabrielelozupone-kokon--remove-or-replace-one-object-in-a-photo","t":"Remove or replace one object without touching the rest","s":"Paint over an area, pick Remove or Replace, and let the model edit only that region.","w":"A seller, designer or family photographer with one unwanted object or item to swap in an otherwise good photo.","o":"A photo where only the painted area changed, with the rest of the image left as it was.","c":"Content","r":"GabrieleLozupone/kokon","rt":"Kokon","rs":"gabrielelozupone-kokon","u":"/use-cases/gabrielelozupone-kokon/remove-or-replace-one-object-in-a-photo/","b":false,"f":false,"sc":0.8},{"id":"gabrielelozupone-kokon--finish-images-with-upscaling-and-color-grading","t":"Upscale and color-grade a result for final delivery","s":"Take a generated or edited image to 2x, 4K or a custom width, then apply a LUT look.","w":"A content creator or small shop owner who needs a larger, consistently colored image for a website, print or social post.","o":"A larger image with an AI upscaler and a chosen color look, saved from Kokon.","c":"Content","r":"GabrieleLozupone/kokon","rt":"Kokon","rs":"gabrielelozupone-kokon","u":"/use-cases/gabrielelozupone-kokon/finish-images-with-upscaling-and-color-grading/","b":false,"f":false,"sc":0.7},{"id":"ganeshmshetty-openclip--transform-selected-text-anywhere","t":"Transform selected text in any macOS app","s":"Select text anywhere on macOS and pick a case change, search, math, or custom action from the popup.","w":"A writer, support agent, or developer on a Mac who edits text in many apps and wants quick actions without copy and paste.","o":"Selected text is transformed or searched in place, from a popup that appears near the selection.","c":"Personal productivity","r":"ganeshmshetty/openclip","rt":"Openclip","rs":"ganeshmshetty-openclip","u":"/use-cases/ganeshmshetty-openclip/transform-selected-text-anywhere/","b":true,"f":false,"sc":1.0},{"id":"ganeshmshetty-openclip--run-ai-actions-on-selected-text","t":"Run AI actions on selected text with local or API models","s":"Send selected text to a local Ollama model, Apple Intelligence, or an OpenAI or Anthropic key from the popup.","w":"A user who wants summaries or rewrites of selected text and needs to decide where that text is allowed to go.","o":"AI actions run from the popup on the text you selected, using the provider you chose.","c":"Personal productivity","r":"ganeshmshetty/openclip","rt":"Openclip","rs":"ganeshmshetty-openclip","u":"/use-cases/ganeshmshetty-openclip/run-ai-actions-on-selected-text/","b":false,"f":false,"sc":0.9},{"id":"ganeshmshetty-openclip--add-custom-url-lookup-action","t":"Add a custom URL lookup action to the popup","s":"Create an extension folder with one Openclip.json file that sends selected text to a search URL.","w":"A researcher or analyst who looks up selected terms on the same reference site over and over.","o":"A Lookup action appears in the popup and opens the reference site search for the selected text.","c":"Personal productivity","r":"ganeshmshetty/openclip","rt":"Openclip","rs":"ganeshmshetty-openclip","u":"/use-cases/ganeshmshetty-openclip/add-custom-url-lookup-action/","b":false,"f":false,"sc":0.8},{"id":"ganeshmshetty-openclip--build-openclip-from-source","t":"Build and test OpenClip from source","s":"Clone the Swift project, generate the Xcode project, and run the dev and test scripts.","w":"A macOS developer who wants to change OpenClip or check a fork before relying on it.","o":"The app builds and runs locally, and the test script finishes.","c":"Personal productivity","r":"ganeshmshetty/openclip","rt":"Openclip","rs":"ganeshmshetty-openclip","u":"/use-cases/ganeshmshetty-openclip/build-openclip-from-source/","b":false,"f":false,"sc":0.7},{"id":"garinmckayl-anima--sourced-biology-figure-from-prompt","t":"Make a sourced, interactive biology figure from one prompt","s":"Turn a biology mechanism into a cited, toggleable standalone HTML figure in Claude Code.","w":"A teacher or science communicator preparing a lesson, talk or article who needs an accurate, sourced diagram of a mechanism such as a receptor, synapse or drug action.","o":"A standalone HTML page in dark and light themes, with a mechanism toggle, a live readout and a sources block with a link for each displayed number.","c":"Research","r":"Garinmckayl/anima","rt":"Anima","rs":"garinmckayl-anima","u":"/use-cases/garinmckayl-anima/sourced-biology-figure-from-prompt/","b":true,"f":false,"sc":1.0},{"id":"garinmckayl-anima--adapt-example-to-new-biology-figure","t":"Adapt a bundled example into your own biology figure","s":"Copy the closest example folder, change its biology and rebuild standalone pages.","w":"A developer or science illustrator who needs a figure for a subject the gallery does not cover and wants to reuse the drawing kit.","o":"A new example folder with its own build.mjs that writes dark and light standalone HTML pages from the kit's blob, branch and chemistry primitives.","c":"Research","r":"Garinmckayl/anima","rt":"Anima","rs":"garinmckayl-anima","u":"/use-cases/garinmckayl-anima/adapt-example-to-new-biology-figure/","b":false,"f":false,"sc":0.9},{"id":"garinmckayl-anima--check-figure-before-publishing","t":"Check a figure zoomed in, in both themes and at phone width","s":"Run the repo's capture and audit scripts on a finished figure before publishing it.","w":"A content author or developer who has built or edited an Anima figure and needs a reviewer-style check before it goes into a lesson, article or site.","o":"A checked figure with captured screenshots and an audit of membrane intersections, label targets and declared scale.","c":"Research","r":"Garinmckayl/anima","rt":"Anima","rs":"garinmckayl-anima","u":"/use-cases/garinmckayl-anima/check-figure-before-publishing/","b":false,"f":false,"sc":0.8},{"id":"gatewai-dev-framefields--render-title-card-mp4-from-typescript","t":"Render a title card to MP4 from TypeScript","s":"Write one TypeScript file that builds a 1080p60 title card and renders it to a hardware-encoded MP4.","w":"A developer or marketer who needs a quick branded title or intro card and already works in a Node.js project.","o":"An MP4 file at output/hero.mp4 that you can regenerate by running the script again after editing text or colors.","c":"Content","r":"gatewai-dev/framefields","rt":"Framefields","rs":"gatewai-dev-framefields","u":"/use-cases/gatewai-dev-framefields/render-title-card-mp4-from-typescript/","b":true,"f":false,"sc":1.0},{"id":"gatewai-dev-framefields--install-framefields-agent-skills","t":"Teach a coding agent to author Framefields videos","s":"Install the Framefields agent skills so Claude Code, Cursor, or Codex can write and render compositions.","w":"A developer who already uses a coding agent and wants it to produce videos with Framefields without learning the API first.","o":"A coding agent that knows how to author, animate, and render Framefields compositions, ready to produce a first video on request.","c":"Content","r":"gatewai-dev/framefields","rt":"Framefields","rs":"gatewai-dev-framefields","u":"/use-cases/gatewai-dev-framefields/install-framefields-agent-skills/","b":false,"f":false,"sc":0.9},{"id":"gatewai-dev-framefields--build-beat-synced-motion-graphics","t":"Build beat-synced motion graphics for a short video","s":"Use BeatGrids and LayerAnimation to time text and shape motion to the beat of a music track.","w":"A social media video editor or motion designer who needs short kinetic typography cut to music and does not want to keyframe by hand.","o":"A rendered MP4 in which text entrances and motion land on frame-accurate beat positions from the audio.","c":"Content","r":"gatewai-dev/framefields","rt":"Framefields","rs":"gatewai-dev-framefields","u":"/use-cases/gatewai-dev-framefields/build-beat-synced-motion-graphics/","b":false,"f":false,"sc":0.8},{"id":"gatewai-dev-framefields--render-gltf-model-in-3d-scene","t":"Render a glTF model in a lit 3D scene","s":"Load a glTF or GLB model into a Framefields 3D scene with a LookAt camera and render it to MP4.","w":"A product designer or 3D artist who has a GLB or glTF model and wants a short rendered clip without opening a 3D application.","o":"An MP4 showing the model under studio lighting with a camera that points at it, rendered from code.","c":"Content","r":"gatewai-dev/framefields","rt":"Framefields","rs":"gatewai-dev-framefields","u":"/use-cases/gatewai-dev-framefields/render-gltf-model-in-3d-scene/","b":false,"f":false,"sc":0.7},{"id":"gathin23-cleanyourtv--family-tv-clean-home-screen","t":"Set up a family TV with a clean, ad-free home screen","s":"Turn a sponsored-ad Android or Google TV into a clean home screen over Wi-Fi, with no root and nothing uninstalled.","w":"A family tech helper whose parents or relatives have a TV that shows ads before Netflix and needs a simpler home screen.","o":"A TV with a black home screen, a dock of four chosen apps, and manufacturer bloat disabled rather than uninstalled.","c":"Personal productivity","r":"Gathin23/cleanyourtv","rt":"Cleanyourtv","rs":"gathin23-cleanyourtv","u":"/use-cases/gathin23-cleanyourtv/family-tv-clean-home-screen/","b":true,"f":false,"sc":1.0},{"id":"gathin23-cleanyourtv--disable-tv-ads-keep-apps","t":"Disable TV ad and tracking packages without uninstalling","s":"Stop sponsored rows and analytics on a Google TV or Android TV while keeping every package and a one-line restore.","w":"A privacy-minded TV owner who wants the ads and tracking gone but does not want to remove any apps.","o":"A TV where the ad and telemetry packages are disabled, the rest of the system is unchanged, and a restore script can undo each step.","c":"Personal productivity","r":"Gathin23/cleanyourtv","rt":"Cleanyourtv","rs":"gathin23-cleanyourtv","u":"/use-cases/gathin23-cleanyourtv/disable-tv-ads-keep-apps/","b":false,"f":false,"sc":0.9},{"id":"gathin23-cleanyourtv--debloat-fire-tv-without-launcher","t":"Remove Fire TV preloaded apps without a new launcher","s":"Disable preloaded Fire TV apps over Wi-Fi. The home screen stays as Amazon ships it, because Fire OS will not hand Home to a third-party launcher.","w":"A Fire TV owner who wants fewer preloaded apps and ads but cannot replace the home screen.","o":"A Fire TV with unwanted preloaded packages disabled and the stock Fire OS home screen still in place.","c":"Personal productivity","r":"Gathin23/cleanyourtv","rt":"Cleanyourtv","rs":"gathin23-cleanyourtv","u":"/use-cases/gathin23-cleanyourtv/debloat-fire-tv-without-launcher/","b":false,"f":false,"sc":0.8},{"id":"genexis-ai-gpt-image-skill--generate-images-from-text-prompt","t":"Generate images from a text prompt in Codex","s":"Install the skill once, then create a finished GPT image from one natural-language request.","w":"A solo creator or developer with a ChatGPT subscription who needs a quick illustration for a blog post, slide, or project page and works inside Codex or Claude Code.","o":"A PNG saved in /generated-images inside the active project, returned as a PATH and an inline Markdown link.","c":"Content","r":"GENEXIS-AI/gpt-image-skill","rt":"GPT Image Skill","rs":"genexis-ai-gpt-image-skill","u":"/use-cases/genexis-ai-gpt-image-skill/generate-images-from-text-prompt/","b":true,"f":false,"sc":1.0},{"id":"genexis-ai-gpt-image-skill--revise-existing-image-keep-edits","t":"Revise an existing image without losing prior edits","s":"Edit a picture you already have, or refine the last result, while keeping references attached.","w":"A designer or product team member who has an existing image, such as a mockup or character sheet, and needs targeted changes in the same project.","o":"An edited PNG saved alongside the earlier output, with the edit chain kept intact.","c":"Content","r":"GENEXIS-AI/gpt-image-skill","rt":"GPT Image Skill","rs":"genexis-ai-gpt-image-skill","u":"/use-cases/genexis-ai-gpt-image-skill/revise-existing-image-keep-edits/","b":false,"f":false,"sc":0.9},{"id":"genexis-ai-gpt-image-skill--batch-distinct-poster-concepts","t":"Batch-create several distinct poster concepts at once","s":"Delegate five different poster designs and generate them in one bounded parallel run.","w":"A marketing or event lead who needs several competing visual directions for one campaign by the end of the day.","o":"A set of distinct PNG concepts in /generated-images, each with its own job ID and filename, generated with bounded parallelism.","c":"Content","r":"GENEXIS-AI/gpt-image-skill","rt":"GPT Image Skill","rs":"genexis-ai-gpt-image-skill","u":"/use-cases/genexis-ai-gpt-image-skill/batch-distinct-poster-concepts/","b":false,"f":false,"sc":0.8},{"id":"genexis-ai-gpt-image-skill--transparent-background-app-icons","t":"Make transparent-background icons for app projects","s":"Generate an icon with a transparent background and check that the PNG really has alpha.","w":"A developer building a small app or website who needs logo-style icons that sit cleanly on any background.","o":"A transparent PNG icon in /generated-images, passed through the bridge's alpha check.","c":"Content","r":"GENEXIS-AI/gpt-image-skill","rt":"GPT Image Skill","rs":"genexis-ai-gpt-image-skill","u":"/use-cases/genexis-ai-gpt-image-skill/transparent-background-app-icons/","b":false,"f":false,"sc":0.7},{"id":"genexis-ai-gpt-image-skill--consistent-character-across-scenes","t":"Keep one character consistent across new scenes","s":"Reuse a character reference file to place the same person or mascot into several new scenes.","w":"A children's book author, game artist, or brand designer who needs one recurring character shown in many settings.","o":"A set of PNG scenes featuring the same reference character, each in its own file.","c":"Content","r":"GENEXIS-AI/gpt-image-skill","rt":"GPT Image Skill","rs":"genexis-ai-gpt-image-skill","u":"/use-cases/genexis-ai-gpt-image-skill/consistent-character-across-scenes/","b":false,"f":false,"sc":0.6},{"id":"genspark-ai-genoffice--review-ai-edits-to-a-word-file","t":"Have AI revise a Word file and review every change","s":"Open a .docx in GenOffice Docs, ask the AI for an edit, and accept or roll back the tracked changes.","w":"A writer, analyst or manager who has a Word document to update and wants AI help without losing control of the original file.","o":"The Word file is revised in place, the edits appear as tracked changes, and the file still opens in Word.","c":"Work and operations","r":"genspark-ai/genoffice","rt":"Genoffice","rs":"genspark-ai-genoffice","u":"/use-cases/genspark-ai-genoffice/review-ai-edits-to-a-word-file/","b":true,"f":false,"sc":1.0},{"id":"genspark-ai-genoffice--let-a-coding-agent-build-office-files","t":"Let a coding agent build decks and workbooks locally","s":"Install the Genoffice skill so Claude Code, Codex or Cursor can create .pptx and .xlsx files on your machine.","w":"A developer or analyst who already works in a coding agent and wants it to produce real Office files from a prompt.","o":"The agent creates, converts or edits real Office files on your machine and returns them for review, without opening a window.","c":"Work and operations","r":"genspark-ai/genoffice","rt":"Genoffice","rs":"genspark-ai-genoffice","u":"/use-cases/genspark-ai-genoffice/let-a-coding-agent-build-office-files/","b":false,"f":false,"sc":0.9},{"id":"genspark-ai-genoffice--find-the-right-file-by-meaning","t":"Find the office file that answers your question","s":"Search your work folder by names, folders and full text, with optional Jev reranking of the top hits.","w":"Someone whose work folder holds hundreds of documents and who needs the one file that states a specific policy or number.","o":"The home screen lists the files that best answer the question first, and you open the right document in seconds.","c":"Work and operations","r":"genspark-ai/genoffice","rt":"Genoffice","rs":"genspark-ai-genoffice","u":"/use-cases/genspark-ai-genoffice/find-the-right-file-by-meaning/","b":false,"f":false,"sc":0.8},{"id":"genspark-ai-genoffice--ask-questions-across-starred-files","t":"Ask a question and get answers cited from your files","s":"Star a set of documents, then use Ask AI on the home screen to get answers with a citation for each claim.","w":"A researcher, consultant or student with a set of reports or notes who needs a checked answer across all of them.","o":"You get an answer that cites the file behind each claim, and you can open each citation in the right app to verify it.","c":"Work and operations","r":"genspark-ai/genoffice","rt":"Genoffice","rs":"genspark-ai-genoffice","u":"/use-cases/genspark-ai-genoffice/ask-questions-across-starred-files/","b":false,"f":false,"sc":0.7},{"id":"genspark-ai-genoffice--connect-an-mcp-client-to-genoffice","t":"Connect Claude Code or Cursor to GenOffice over MCP","s":"Start the Genoffice MCP server so an MCP client can create and edit Office files with no window open.","w":"A developer who wants an MCP-enabled coding agent to build Office documents as part of a larger automated workflow.","o":"The MCP client lists the GenOffice tools and can create, convert and edit real Office files on your machine.","c":"Work and operations","r":"genspark-ai/genoffice","rt":"Genoffice","rs":"genspark-ai-genoffice","u":"/use-cases/genspark-ai-genoffice/connect-an-mcp-client-to-genoffice/","b":false,"f":false,"sc":0.6},{"id":"getbrew-growth-engineer--connect-agent-to-go-to-market-catalog","t":"Connect an agent to the growth.engineer catalog","s":"Add the read-only MCP server so an agent can search workflows, tools and companies.","w":"A marketer or founder who wants their agent to look up go-to-market plays without copying docs by hand.","o":"The agent can search the catalog and fetch any workflow, tool or company file through the growth.engineer MCP server.","c":"Sales and marketing","r":"GetBrew/growth-engineer","rt":"Growth Engineer","rs":"getbrew-growth-engineer","u":"/use-cases/getbrew-growth-engineer/connect-agent-to-go-to-market-catalog/","b":true,"f":false,"sc":1.0},{"id":"getbrew-growth-engineer--run-workflow-file-in-agent","t":"Run a funding-signal outbound workflow with an agent","s":"Paste a workflow file into an agent that asks for inputs before it sends or spends.","w":"A sales lead who has a target list and wants an agent to run a repeatable outbound play step by step.","o":"The agent asks for the workflow inputs, sets up each tool, runs the steps and stops for approval before any message is sent, money is spent or data is changed.","c":"Sales and marketing","r":"GetBrew/growth-engineer","rt":"Growth Engineer","rs":"getbrew-growth-engineer","u":"/use-cases/getbrew-growth-engineer/run-workflow-file-in-agent/","b":false,"f":false,"sc":0.9},{"id":"getbrew-growth-engineer--add-tool-or-company-to-catalog","t":"Add a company and its tools to the catalog","s":"Open a pull request that adds a company file and its tool files, checked by pnpm.","w":"A developer or go-to-market engineer who uses a vendor tool that the catalog does not yet cover.","o":"A pull request that adds a validated company file and tool files, with each tool linking the docs page that documents its call.","c":"Sales and marketing","r":"GetBrew/growth-engineer","rt":"Growth Engineer","rs":"getbrew-growth-engineer","u":"/use-cases/getbrew-growth-engineer/add-tool-or-company-to-catalog/","b":false,"f":false,"sc":0.8},{"id":"getbrew-growth-engineer--load-whole-catalog-into-agent-context","t":"Give an agent the full catalog in one document","s":"Load llms-full.txt, or run the site locally, so an agent can reason over every file.","w":"A team lead building an internal agent who needs every company, tool and workflow in one place.","o":"The agent has one document with every company, tool and workflow file and can choose which play fits a goal.","c":"Sales and marketing","r":"GetBrew/growth-engineer","rt":"Growth Engineer","rs":"getbrew-growth-engineer","u":"/use-cases/getbrew-growth-engineer/load-whole-catalog-into-agent-context/","b":false,"f":false,"sc":0.7},{"id":"ghuntley-underclass--pool-subscriptions-for-opencode","t":"Point opencode at a pool of coding subscriptions","s":"Run one local endpoint that spreads opencode requests across several Codex or Copilot accounts.","w":"A developer who uses opencode daily and has more than one ChatGPT/Codex or Copilot subscription, and hits quota limits on a single account.","o":"opencode talks to one local URL, sessions stay pinned to one account, and exhausted accounts leave rotation until their window resets.","c":"Software and DevOps","r":"ghuntley/underclass","rt":"Underclass","rs":"ghuntley-underclass","u":"/use-cases/ghuntley-underclass/pool-subscriptions-for-opencode/","b":true,"f":false,"sc":1.0},{"id":"ghuntley-underclass--route-claude-code-through-subscription-pool","t":"Route Claude Code through a pool of Claude subscriptions","s":"Point the official Claude Code client at a local proxy that rotates across several Claude Code accounts.","w":"A developer who runs Claude Code heavily and owns more than one Claude Code subscription, and wants work to continue when one account's windows are used up.","o":"Claude Code keeps its normal request shape and reaches the Anthropic surface through Underclass, which swaps in a pooled credential and cools exhausted accounts until their window resets.","c":"Software and DevOps","r":"ghuntley/underclass","rt":"Underclass","rs":"ghuntley-underclass","u":"/use-cases/ghuntley-underclass/route-claude-code-through-subscription-pool/","b":false,"f":false,"sc":0.9},{"id":"ghuntley-underclass--watch-pool-quota-and-cooldowns-live","t":"Watch pool quota, cooldowns, and plans in real time","s":"Open a live terminal monitor that shows in-flight requests, account states, and quota windows.","w":"A developer or operator running Underclass for a team of personal subscriptions who needs to know which accounts are cooling and when they return.","o":"A read-only dashboard shows which accounts are healthy, which are cooling and until when, and which plan each account uses.","c":"Software and DevOps","r":"ghuntley/underclass","rt":"Underclass","rs":"ghuntley-underclass","u":"/use-cases/ghuntley-underclass/watch-pool-quota-and-cooldowns-live/","b":false,"f":false,"sc":0.8},{"id":"ghuntley-underclass--audit-token-use-and-stream-failures","t":"Audit token use and stream failures over the last week","s":"Summarize requests, tokens, and failed streams per model or account from the local database.","w":"A developer or team lead who wants to know which models and accounts used the pool and where streams failed.","o":"A table of requests, tokens in and out, concurrency, failed streams, and events for the chosen window, plus a dry run of any Codex rollout backfill.","c":"Software and DevOps","r":"ghuntley/underclass","rt":"Underclass","rs":"ghuntley-underclass","u":"/use-cases/ghuntley-underclass/audit-token-use-and-stream-failures/","b":false,"f":false,"sc":0.7},{"id":"gitbot-hq-gitbot--flag-stale-docs-in-a-repo","t":"Flag docs that no longer match the code","s":"Create a reviewer bot that finds one documentation mismatch in a repo and proposes a fix.","w":"A maintainer whose README or docs have fallen behind the code and who wants a regular check that asks before any edit.","o":"A bot that names one concrete mismatch, explains it, proposes a small fix, and waits for approval before editing files.","c":"Software and DevOps","r":"gitbot-hq/GitBot","rt":"Git Bot","rs":"gitbot-hq-gitbot","u":"/use-cases/gitbot-hq-gitbot/flag-stale-docs-in-a-repo/","b":true,"f":false,"sc":1.0},{"id":"gitbot-hq-gitbot--read-only-repo-questions-with-codex","t":"Ask Codex about a repo without allowing edits","s":"Explore an unfamiliar codebase with Codex in Plan only mode, with no file changes.","w":"A developer joining a project who wants answers about how it works without risking changes to the files.","o":"Answers about the code from a Codex thread that runs in Plan only mode inside the chosen repo folder.","c":"Software and DevOps","r":"gitbot-hq/GitBot","rt":"Git Bot","rs":"gitbot-hq-gitbot","u":"/use-cases/gitbot-hq-gitbot/read-only-repo-questions-with-codex/","b":false,"f":false,"sc":0.9},{"id":"gitbot-hq-gitbot--share-a-tested-bot-with-a-teammate","t":"Share a tested bot with a teammate by code","s":"Export a bot's settings and instructions so a teammate can import the same bot.","w":"A team lead who has tuned a bot on one machine and wants a teammate to use the same setup on theirs.","o":"A teammate who imports the bot and gets the same instructions and permissions, without chat history or local files.","c":"Software and DevOps","r":"gitbot-hq/GitBot","rt":"Git Bot","rs":"gitbot-hq-gitbot","u":"/use-cases/gitbot-hq-gitbot/share-a-tested-bot-with-a-teammate/","b":false,"f":false,"sc":0.8},{"id":"gitbot-hq-gitbot--publish-a-bot-to-marketplace","t":"Publish a bot to Marketplace after review","s":"Draft a public Marketplace listing with your bot and approve it before any pull request.","w":"A bot author who wants to contribute a working bot to the Git Bot Library for others to use.","o":"A reviewed draft listing and a pull request prepared only after you approve the listing and final diff.","c":"Software and DevOps","r":"gitbot-hq/GitBot","rt":"Git Bot","rs":"gitbot-hq-gitbot","u":"/use-cases/gitbot-hq-gitbot/publish-a-bot-to-marketplace/","b":false,"f":false,"sc":0.7},{"id":"global-fde-awesome-fde-resources--pick-evaluation-tools-for-llm-app","t":"Pick evaluation tools for a customer LLM app","s":"Shortlist evaluation and observability tools for a customer's LLM or RAG app.","w":"An FDE on a customer project who must show that an LLM or RAG app works before handoff.","o":"A shortlist of two or three evaluation tools, each with a stated reason.","c":"Work and operations","r":"global-fde/awesome-fde-resources","rt":"Awesome Fde Resources","rs":"global-fde-awesome-fde-resources","u":"/use-cases/global-fde-awesome-fde-resources/pick-evaluation-tools-for-llm-app/","b":true,"f":false,"sc":1.0},{"id":"global-fde-awesome-fde-resources--find-reference-build-for-customer-workflow","t":"Find a reference build for a customer workflow","s":"Locate a working example in the Cases section that matches a customer's AI use case.","w":"An FDE scoping a new AI workflow who needs a proven starting point instead of a blank repo.","o":"One or two reference projects linked to the customer use case, with notes on what to reuse.","c":"Work and operations","r":"global-fde/awesome-fde-resources","rt":"Awesome Fde Resources","rs":"global-fde-awesome-fde-resources","u":"/use-cases/global-fde-awesome-fde-resources/find-reference-build-for-customer-workflow/","b":false,"f":false,"sc":0.9},{"id":"global-fde-awesome-fde-resources--harden-customer-agent-before-launch","t":"Harden a customer-facing agent before launch","s":"Review an agent for reliability and prompt injection using listed guidance and tools.","w":"An FDE preparing a customer-facing agent for production who must address reliability and security.","o":"A launch checklist that marks each principle or finding as pass, fail, or not tested.","c":"Work and operations","r":"global-fde/awesome-fde-resources","rt":"Awesome Fde Resources","rs":"global-fde-awesome-fde-resources","u":"/use-cases/global-fde-awesome-fde-resources/harden-customer-agent-before-launch/","b":false,"f":false,"sc":0.8},{"id":"global-fde-awesome-fde-resources--plan-fde-skills-path-from-reading-list","t":"Plan an FDE skills path from the reading list","s":"Turn the Getting started list into an ordered four-week study plan for a new FDE.","w":"A new Forward Deployed Engineer or a hiring manager onboarding someone into customer delivery work.","o":"A four-week reading plan with one resource per week and a stated goal for each.","c":"Work and operations","r":"global-fde/awesome-fde-resources","rt":"Awesome Fde Resources","rs":"global-fde-awesome-fde-resources","u":"/use-cases/global-fde-awesome-fde-resources/plan-fde-skills-path-from-reading-list/","b":false,"f":false,"sc":0.7},{"id":"gnosil-semantix--carry-project-memory-across-coding-sessions","t":"Carry project conventions into every new coding session","s":"Reuse build rules, test layout and service flags from past sessions instead of re-explaining them.","w":"A developer who restarts coding sessions on the same project and keeps re-stating build conventions, test commands and service flags.","o":"Relevant slices from earlier sessions are pulled back into a new session when a similar task appears, with each hit showing its retrieval zone and source session.","c":"Software and DevOps","r":"Gnosil/semantix","rt":"Semantix","rs":"gnosil-semantix","u":"/use-cases/gnosil-semantix/carry-project-memory-across-coding-sessions/","b":true,"f":false,"sc":1.0},{"id":"gnosil-semantix--measure-memory-reuse-on-your-own-sessions","t":"Measure how often memory reuse hits on your sessions","s":"Run the replay gate on your own transcripts and report the hit rate to the v1.0 tracking issue.","w":"A maintainer or power user who wants evidence on whether Semantix reuse works on real work, or who wants to contribute to the v1.0 gate.","o":"A replay relevance result for your own sessions, shown against the README's 70% gate, that you can post to issue #58.","c":"Software and DevOps","r":"Gnosil/semantix","rt":"Semantix","rs":"gnosil-semantix","u":"/use-cases/gnosil-semantix/measure-memory-reuse-on-your-own-sessions/","b":false,"f":false,"sc":0.9},{"id":"gnosil-semantix--route-openai-compatible-client-through-gateway","t":"Route an OpenAI-compatible client through the gateway","s":"Change one base URL so an existing client gets Semantix caching with no code change.","w":"A developer whose team uses an OpenAI-compatible client or tool and wants lower model spend with no code changes.","o":"Requests from the existing client pass through semantix-gateway, which applies the prefix hygiene and caching behaviour described in the README.","c":"Software and 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provenance manifest, plus a passing release gate.","c":"Research","r":"GongZhiren/State-of-Thought","rt":"State of Thought","rs":"gongzhiren-state-of-thought","u":"/use-cases/gongzhiren-state-of-thought/check-bundled-results-against-records/","b":false,"f":false,"sc":0.9},{"id":"gongzhiren-state-of-thought--evaluate-frozen-controller-text-benchmark","t":"Evaluate the frozen controller on a text benchmark","s":"Run the released controller on a fixed text reasoning split with its backbone.","w":"An ML researcher who needs to reproduce a text reasoning result with Llama-3.1-8B, Qwen2.5-14B, or Mixtral-8x7B before extending the method.","o":"A validated evaluation split and an evaluation summary for the frozen controller, with the configuration, checkpoint identity, and token counts recorded.","c":"Research","r":"GongZhiren/State-of-Thought","rt":"State of 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on the device and returns screenshots and a report of any unexpected popups or failures.","c":"Software and DevOps","r":"google/artemis","rt":"Artemis","rs":"google-artemis","u":"/use-cases/google-artemis/drive-android-test-from-ai-ide/","b":true,"f":false,"sc":1.0},{"id":"google-artemis--run-device-check-from-terminal","t":"Check a phone setting from the terminal","s":"Give ARTEMIS a plain-language instruction and read the result in your terminal.","w":"A developer who wants a quick check of app behavior on a phone without writing test code.","o":"A structured result in the terminal that says whether the task succeeded and what the device showed.","c":"Software and DevOps","r":"google/artemis","rt":"Artemis","rs":"google-artemis","u":"/use-cases/google-artemis/run-device-check-from-terminal/","b":false,"f":false,"sc":0.9},{"id":"google-artemis--add-artemis-to-pytest-suite","t":"Assert phone flows inside a pytest suite","s":"Call ARTEMIS from Python and assert on the result in an existing test suite.","w":"A test engineer with an existing Python test suite who needs to cover a mobile flow in CI.","o":"A pytest test that sends a natural-language task to a device and fails the build if the task does not succeed.","c":"Software and DevOps","r":"google/artemis","rt":"Artemis","rs":"google-artemis","u":"/use-cases/google-artemis/add-artemis-to-pytest-suite/","b":false,"f":false,"sc":0.8},{"id":"google-artemis--prepare-device-for-artemis-runs","t":"Install and check the ARTEMIS helper on a phone","s":"Pre-install the accessibility helper and run diagnostics before a test session.","w":"A QA engineer preparing a shared test phone before a batch of automated runs.","o":"A device with the helper installed and a diagnostic report showing whether ARTEMIS can drive it.","c":"Software and 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DevOps","r":"Graphicle-AI/graphicle","rt":"Graphicle","rs":"graphicle-ai-graphicle","u":"/use-cases/graphicle-ai-graphicle/check-what-a-symbol-change-affects/","b":false,"f":false,"sc":0.8},{"id":"graphicle-ai-graphicle--review-agent-memories-in-browser","t":"Approve or reject agent memories in the Graphicle app","s":"Review the memories your agents propose and keep only the ones you approve.","w":"A tech lead or maintainer who wants control over what project knowledge agents store for future sessions.","o":"Only memories you have reviewed remain, so later sessions start from project knowledge you trust.","c":"Software and DevOps","r":"Graphicle-AI/graphicle","rt":"Graphicle","rs":"graphicle-ai-graphicle","u":"/use-cases/graphicle-ai-graphicle/review-agent-memories-in-browser/","b":false,"f":false,"sc":0.7},{"id":"graygnatconsole-mcp-audit-tool--audit-local-mcp-configs-for-secrets","t":"Find leaked keys and risky MCP servers on your machine","s":"Scan every MCP config on a workstation and get a graded list of secrets and risky launch commands.","w":"A developer who has added several MCP servers to Claude Desktop, Cursor, or VS Code and wants to know what those configs expose before the model runs them.","o":"A terminal report with a security score, a grade from A+ to F, each finding tied to a rule ID, and the top remediation steps to fix first.","c":"Security and science","r":"graygnatconsole/mcp-audit-tool","rt":"MCP Audit Tool","rs":"graygnatconsole-mcp-audit-tool","u":"/use-cases/graygnatconsole-mcp-audit-tool/audit-local-mcp-configs-for-secrets/","b":true,"f":false,"sc":1.0},{"id":"graygnatconsole-mcp-audit-tool--gate-pull-requests-on-mcp-config-security","t":"Block risky MCP config changes in pull requests","s":"Run the audit in GitHub Actions, fail the build on high findings, and show results in Code Scanning.","w":"A team lead or DevSecOps engineer whose repository commits .vscode/mcp.json, .cursor/mcp.json, or similar project-level MCP configs.","o":"Each pull request gets a SARIF upload that appears in the repository Security tab, and the workflow fails when a finding meets the severity threshold.","c":"Security and science","r":"graygnatconsole/mcp-audit-tool","rt":"MCP Audit Tool","rs":"graygnatconsole-mcp-audit-tool","u":"/use-cases/graygnatconsole-mcp-audit-tool/gate-pull-requests-on-mcp-config-security/","b":false,"f":false,"sc":0.9},{"id":"graygnatconsole-mcp-audit-tool--export-mcp-audit-json-for-team-review","t":"Export a JSON audit report for team review","s":"Produce a machine-readable JSON file from one or more MCP configs for scripts or tickets.","w":"A security reviewer or platform engineer who must review MCP setups across several developer machines or projects and track results in their own tools.","o":"A JSON report file that a script or spreadsheet can parse, with findings tied to rule IDs such as MAT-010 and MAT-012.","c":"Security and science","r":"graygnatconsole/mcp-audit-tool","rt":"MCP Audit Tool","rs":"graygnatconsole-mcp-audit-tool","u":"/use-cases/graygnatconsole-mcp-audit-tool/export-mcp-audit-json-for-team-review/","b":false,"f":false,"sc":0.8},{"id":"grpcer-ownmem--share-project-memory-across-coding-agents","t":"Share one project memory across coding agents","s":"Install OwnMem in a repo so Claude Code, Codex, Cursor, and Gemini CLI read the same memory.","w":"A developer or team lead whose repository is edited by several AI coding agents and who wants every agent to see the same project lessons.","o":"The repository holds a .ownmem/ directory of Markdown memories, and each named host gets a recall hook or instructions that read from it.","c":"Software and DevOps","r":"grpcer/ownmem","rt":"Ownmem","rs":"grpcer-ownmem","u":"/use-cases/grpcer-ownmem/share-project-memory-across-coding-agents/","b":true,"f":false,"sc":1.0},{"id":"grpcer-ownmem--check-past-failures-before-changing-code","t":"Check past failures before changing code","s":"Query project memory for a known failure before an agent edits the affected code.","w":"An engineer about to change a deployment, configuration, or performance-sensitive area who suspects the team has already hit this problem.","o":"A recall result that quotes a matching memory with its trust level, or points to files to read, or abstains and names the gate that refused.","c":"Software and DevOps","r":"grpcer/ownmem","rt":"Ownmem","rs":"grpcer-ownmem","u":"/use-cases/grpcer-ownmem/check-past-failures-before-changing-code/","b":false,"f":false,"sc":0.9},{"id":"grpcer-ownmem--capture-a-hard-won-lesson-as-reviewed-memory","t":"Capture a hard-won lesson as reviewed memory","s":"Turn a debugging finding into a scaffolded memory that goes through normal code review.","w":"A developer who just solved a non-obvious bug and wants the cause and fix to reach the next agent session and the next teammate.","o":"A new Markdown memory in .ownmem/ that passes the gates, committed in Git so it can be reviewed, reverted, or rejected like any other change.","c":"Software and DevOps","r":"grpcer/ownmem","rt":"Ownmem","rs":"grpcer-ownmem","u":"/use-cases/grpcer-ownmem/capture-a-hard-won-lesson-as-reviewed-memory/","b":false,"f":false,"sc":0.8},{"id":"grpcer-ownmem--give-mcp-only-host-read-only-project-recall","t":"Give an MCP-only host read-only project recall","s":"Serve recall and read tools from OwnMem to a host that has no hooks.","w":"A developer using an MCP-capable agent host that cannot run hooks and who wants project memory available without letting the agent edit it.","o":"The host can call recall and read against the project's own OwnMem copy, while gate commands and memory writes stay off the surface.","c":"Software and DevOps","r":"grpcer/ownmem","rt":"Ownmem","rs":"grpcer-ownmem","u":"/use-cases/grpcer-ownmem/give-mcp-only-host-read-only-project-recall/","b":false,"f":false,"sc":0.7},{"id":"gtai-1-flow-mcp--make-a-short-ai-film-from-a-character","t":"Make a short AI film from one character","s":"Create a reusable character, draw key stills, then shoot and join short clips into one film.","w":"A solo creator or developer who wants a short animated scene with one recurring character and has a Google account with Flow access.","o":"A finished MP4 in ~/flow-mcp-out/ containing a character-led film built from several Flow clips, joined in order.","c":"Content","r":"GTAI-1/flow-mcp","rt":"Flow MCP","rs":"gtai-1-flow-mcp","u":"/use-cases/gtai-1-flow-mcp/make-a-short-ai-film-from-a-character/","b":true,"f":false,"sc":1.0},{"id":"gtai-1-flow-mcp--batch-render-scene-stills-for-free","t":"Batch-render scene stills at zero credit cost","s":"Send up to 50 scene prompts to Flow's Agent mode and get matched image files back.","w":"A storyboard artist or game designer with a list of scene descriptions who needs many reference images quickly without spending credits.","o":"Up to 50 images rendered in parallel, each saved under the scene number it was given, at 0 credits.","c":"Content","r":"GTAI-1/flow-mcp","rt":"Flow MCP","rs":"gtai-1-flow-mcp","u":"/use-cases/gtai-1-flow-mcp/batch-render-scene-stills-for-free/","b":false,"f":false,"sc":0.9},{"id":"gtai-1-flow-mcp--archive-flow-project-media-for-free","t":"Archive a Flow project's media locally at no cost","s":"Download existing images, clips and stitched films from Flow, including 1080p upscales, without regenerating.","w":"A creator who has built up work in a Flow project and wants a local copy before the project changes or runs out of space.","o":"Local copies of the project's media in ~/flow-mcp-out/, with each scene saved as one finished film and upscales included.","c":"Content","r":"GTAI-1/flow-mcp","rt":"Flow MCP","rs":"gtai-1-flow-mcp","u":"/use-cases/gtai-1-flow-mcp/archive-flow-project-media-for-free/","b":false,"f":false,"sc":0.8},{"id":"gtai-1-flow-mcp--narrate-and-join-a-voiceover-film","t":"Add free narration and join it under your clips","s":"Record narration in a Google or Mac voice, then join it under your clips with music.","w":"A creator with finished Flow clips who needs a spoken narration and background music in one local MP4.","o":"One MP4 in ~/flow-mcp-out/ with the clips joined in order, a narration track on top, and the clips' own sound turned down.","c":"Content","r":"GTAI-1/flow-mcp","rt":"Flow MCP","rs":"gtai-1-flow-mcp","u":"/use-cases/gtai-1-flow-mcp/narrate-and-join-a-voiceover-film/","b":false,"f":false,"sc":0.7},{"id":"gtkottman-mortiflix-oss--narrated-explainer-with-review-gates","t":"Make a narrated explainer video, approving each stage","s":"Build a 30 s to 2 min explainer with Claude, reviewing the brief, script, frames and final before each next stage runs.","w":"A solo creator or marketer who needs a short explainer video and wants to check every stage before it moves on.","o":"A delivered explainer video where you pinned notes on frames and moments and approved each stage along the way.","c":"Content","r":"GTKottman/mortiflix-oss","rt":"Mortiflix OSS","rs":"gtkottman-mortiflix-oss","u":"/use-cases/gtkottman-mortiflix-oss/narrated-explainer-with-review-gates/","b":true,"f":false,"sc":1.0},{"id":"gtkottman-mortiflix-oss--drive-studio-from-claude-code","t":"Run the video studio from inside Claude Code","s":"Install the Mortiflix plugin in Claude Code and let it guide you through setup, a brief and each review gate.","w":"A Claude Code user who wants a guided conversation for making a video instead of learning the CLI first.","o":"A brief created in conversation, with gate submissions read back to you and turned into pinned notes after your approval.","c":"Content","r":"GTKottman/mortiflix-oss","rt":"Mortiflix OSS","rs":"gtkottman-mortiflix-oss","u":"/use-cases/gtkottman-mortiflix-oss/drive-studio-from-claude-code/","b":false,"f":false,"sc":0.9},{"id":"gtkottman-mortiflix-oss--vertical-social-short-hook-first","t":"Make a vertical social short that works without sound","s":"Create a 45 s to 3 min vertical short with hook frames reviewed first, using the social-short pipeline.","w":"A social media creator who posts vertical clips and needs them to hold attention with the sound off.","o":"A vertical short whose hook frames you approved before the transitions and final were made.","c":"Content","r":"GTKottman/mortiflix-oss","rt":"Mortiflix OSS","rs":"gtkottman-mortiflix-oss","u":"/use-cases/gtkottman-mortiflix-oss/vertical-social-short-hook-first/","b":false,"f":false,"sc":0.8},{"id":"gtkottman-mortiflix-oss--logo-sting-quick-real-run","t":"Animate a logo sting in a few minutes","s":"Run the logo-sting pipeline to get a 3 to 8 s logo animation with one directions review and a final.","w":"A designer or small brand owner who needs a short logo intro and wants the quickest real run in the studio.","o":"A 3 to 8 s logo animation approved through a directions review and a final.","c":"Content","r":"GTKottman/mortiflix-oss","rt":"Mortiflix OSS","rs":"gtkottman-mortiflix-oss","u":"/use-cases/gtkottman-mortiflix-oss/logo-sting-quick-real-run/","b":false,"f":false,"sc":0.7},{"id":"gtkottman-mortiflix-oss--instrumental-song-from-genre-and-topic","t":"Create an instrumental song from a genre and topic","s":"Use the song pipeline to get a researched genre, checked score, MIDI and mastered track you can review.","w":"A music hobbyist or content maker who needs an original instrumental track for a project.","o":"An instrumental song with a written music sheet, MIDI and a measured master, approved at the blueprint and final stages.","c":"Content","r":"GTKottman/mortiflix-oss","rt":"Mortiflix OSS","rs":"gtkottman-mortiflix-oss","u":"/use-cases/gtkottman-mortiflix-oss/instrumental-song-from-genre-and-topic/","b":false,"f":false,"sc":0.6},{"id":"guillaumemeyer-watermarks-remover--auto-flag-ai-marks-in-agent-written-files","t":"Flag AI provenance marks in files Claude Code writes","s":"Get a PostToolUse hook that checks each file your agent writes for AI provenance marks.","w":"A developer using Claude Code who wants every file the agent writes checked before it reaches git.","o":"Each file the agent writes is scanned by a harness-run hook in check mode, and any findings are reported to the model.","c":"Content","r":"guillaumemeyer/watermarks-remover","rt":"Watermarks Remover","rs":"guillaumemeyer-watermarks-remover","u":"/use-cases/guillaumemeyer-watermarks-remover/auto-flag-ai-marks-in-agent-written-files/","b":true,"f":false,"sc":1.0},{"id":"guillaumemeyer-watermarks-remover--clean-ai-marks-from-manuscripts-and-web-copy","t":"Clean AI marks from manuscripts and web copy","s":"Run the text-only skill on your own documents with no service required.","w":"An author or content editor who has drafted manuscripts, docs, or website copy with AI help and wants to remove text-level marks before publishing.","o":"Your text is cleaned by the self-contained skill, which runs its own Layer A scripts without the HTTP service.","c":"Content","r":"guillaumemeyer/watermarks-remover","rt":"Watermarks Remover","rs":"guillaumemeyer-watermarks-remover","u":"/use-cases/guillaumemeyer-watermarks-remover/clean-ai-marks-from-manuscripts-and-web-copy/","b":false,"f":false,"sc":0.9},{"id":"guillaumemeyer-watermarks-remover--run-ai-mark-removal-from-codex","t":"Strip AI marks from files inside a Codex project","s":"Install the full skill into one project and call the local service from Codex.","w":"A developer using Codex who needs to remove provenance marks from images, documents, or text in a specific project.","o":"Codex calls the local service through the remove-ai-marks skill to inspect and clean files in that project.","c":"Content","r":"guillaumemeyer/watermarks-remover","rt":"Watermarks Remover","rs":"guillaumemeyer-watermarks-remover","u":"/use-cases/guillaumemeyer-watermarks-remover/run-ai-mark-removal-from-codex/","b":false,"f":false,"sc":0.8},{"id":"guillaumemeyer-watermarks-remover--clean-files-in-cowork-sessions","t":"Use the remove-ai-marks skill in Cowork sessions","s":"Upload the packaged skill to claude.ai and point it at a reachable service.","w":"A user of Cowork, claude.ai, or cloud sessions who needs to remove provenance marks from files during a session.","o":"The packaged remove-ai-marks skill is available in your account and can call a service the session can reach.","c":"Content","r":"guillaumemeyer/watermarks-remover","rt":"Watermarks Remover","rs":"guillaumemeyer-watermarks-remover","u":"/use-cases/guillaumemeyer-watermarks-remover/clean-files-in-cowork-sessions/","b":false,"f":false,"sc":0.7},{"id":"haiderfarooq3-khan-explainer--explainer-video-from-a-topic","t":"Make a Khan-style explainer video from one sentence","s":"Describe a topic to Claude Code and get a drawn-and-narrated MP4 rendered on your Mac.","w":"A teacher, course creator or developer who needs a short explainer on a concept and has no video editor.","o":"An MP4 of a diagram drawn stroke by stroke while a voice explains it, plus a contact sheet of every beat.","c":"Content","r":"haiderfarooq3/khan-explainer","rt":"Khan Explainer","rs":"haiderfarooq3-khan-explainer","u":"/use-cases/haiderfarooq3-khan-explainer/explainer-video-from-a-topic/","b":true,"f":false,"sc":1.0},{"id":"haiderfarooq3-khan-explainer--tutorial-drawn-over-product-screenshots","t":"Draw arrows and steps over screenshots for a product tutorial","s":"Turn product screenshots into a narrated tutorial with arrows, circles and numbered steps.","w":"A product manager, support lead or founder who must show a new user how to complete a task in the app.","o":"A tutorial MP4 where arrows, circles and numbered steps are drawn over your screenshots while the voice explains each one.","c":"Content","r":"haiderfarooq3/khan-explainer","rt":"Khan Explainer","rs":"haiderfarooq3-khan-explainer","u":"/use-cases/haiderfarooq3-khan-explainer/tutorial-drawn-over-product-screenshots/","b":false,"f":false,"sc":0.9},{"id":"haiderfarooq3-khan-explainer--narrated-clips-from-a-youtube-video","t":"Cut a YouTube video or podcast into vertical shorts","s":"Clip the best moments of a long video into vertical shorts with the speaker's own voice.","w":"A creator or marketer who has a long YouTube video or podcast and needs short vertical clips for social channels.","o":"Vertical short clips in which the speaker's own voice plays while the board is drawn to their words, rendered in light or dark theme.","c":"Content","r":"haiderfarooq3/khan-explainer","rt":"Khan Explainer","rs":"haiderfarooq3-khan-explainer","u":"/use-cases/haiderfarooq3-khan-explainer/narrated-clips-from-a-youtube-video/","b":false,"f":false,"sc":0.8},{"id":"haiderfarooq3-khan-explainer--lesson-in-right-to-left-or-other-languages","t":"Make a lesson board in Arabic, Urdu, Hebrew or another language","s":"Render a board where the writing runs right to left or left to right in many scripts.","w":"A language teacher or community educator who needs a lesson written in a script such as Arabic, Urdu or Hebrew.","o":"A narrated board MP4 with the chosen script written in a face that suits it.","c":"Content","r":"haiderfarooq3/khan-explainer","rt":"Khan Explainer","rs":"haiderfarooq3-khan-explainer","u":"/use-cases/haiderfarooq3-khan-explainer/lesson-in-right-to-left-or-other-languages/","b":false,"f":false,"sc":0.7},{"id":"halofyai-halofy--run-offline-governed-context-demo","t":"Run the offline governed context demo","s":"Watch pinning, writes, search, fault recovery, and signed erasure run on a local kernel with no network.","w":"An engineer evaluating whether a shared, governed memory layer fits their organization's AI agents, before committing any infrastructure.","o":"A working local kernel that shows a policy pinned, context assembled, a write made, an L3 fault recovered, and a forget operation that returns a verifiable certificate.","c":"Work and operations","r":"halofyai/halofy","rt":"Halofy","rs":"halofyai-halofy","u":"/use-cases/halofyai-halofy/run-offline-governed-context-demo/","b":true,"f":false,"sc":1.0},{"id":"halofyai-halofy--connect-ai-agent-over-mcp-with-server-identity","t":"Connect an AI agent to shared context over MCP","s":"Give an agent a key that fixes its namespace, actor, and role on the server before it reads or writes.","w":"A developer whose team wants an AI coding or support agent to use shared organizational context without the agent asserting its own identity.","o":"An MCP-connected agent whose namespace, actor, and role are resolved from its API key, with every read, write, and denial recorded in the audit trail.","c":"Work and operations","r":"halofyai/halofy","rt":"Halofy","rs":"halofyai-halofy","u":"/use-cases/halofyai-halofy/connect-ai-agent-over-mcp-with-server-identity/","b":false,"f":false,"sc":0.9},{"id":"halofyai-halofy--review-agent-access-and-audit-in-control-room","t":"Review agent access and audit in the control room","s":"Open the console to check access, policies, conflicts, and audit events across agents.","w":"An operator or compliance reviewer who needs to see what organizational agents can access and what they have done.","o":"A browser view of access, teams, sources, policies, conflicts, retrieval quality, audit, and alerts for the running kernel.","c":"Work and operations","r":"halofyai/halofy","rt":"Halofy","rs":"halofyai-halofy","u":"/use-cases/halofyai-halofy/review-agent-access-and-audit-in-control-room/","b":false,"f":false,"sc":0.8},{"id":"halofyai-halofy--self-host-governed-memory-with-postgres","t":"Self-host governed memory on Postgres","s":"Run a durable kernel on Postgres and pgvector with Docker Compose, backups, and generated keys.","w":"An IT or platform engineer who must keep organizational context on their own infrastructure for a team of agents.","o":"A self-hosted kernel with Postgres as the authority, generated keys, Docker Compose, and a documented backup and restore path.","c":"Work and operations","r":"halofyai/halofy","rt":"Halofy","rs":"halofyai-halofy","u":"/use-cases/halofyai-halofy/self-host-governed-memory-with-postgres/","b":false,"f":false,"sc":0.7},{"id":"hamedgitty-bloks--keep-coding-agent-until-tests-pass","t":"Keep a coding agent working until tests pass","s":"Give an agent a goal and a check command, and let it loop turn by turn until the check passes.","w":"A developer with a project that has a test suite, who wants a coding agent to finish a fix without typing keep going after every turn.","o":"The agent keeps working turn after turn and counts the task as done only when the check passes, with a chip above the composer showing the current turn.","c":"Personal productivity","r":"hamedgitty/bloks","rt":"Bloks","rs":"hamedgitty-bloks","u":"/use-cases/hamedgitty-bloks/keep-coding-agent-until-tests-pass/","b":true,"f":false,"sc":1.0},{"id":"hamedgitty-bloks--rehearse-file-changes-before-applying","t":"Rehearse a risky file change before it touches your folder","s":"Let an agent do a task on a copy of your folder, compare attempts, and apply only the one you want.","w":"A person who wants an agent to reorganise or edit files in a working folder but does not want the first attempt to land in the real folder.","o":"You see the changes as a card with Apply and Discard, and applying writes only files you have not changed since the rehearsal started.","c":"Personal productivity","r":"hamedgitty/bloks","rt":"Bloks","rs":"hamedgitty-bloks","u":"/use-cases/hamedgitty-bloks/rehearse-file-changes-before-applying/","b":false,"f":false,"sc":0.9},{"id":"hamedgitty-bloks--file-incoming-documents-with-a-watcher","t":"File incoming documents from a folder automatically","s":"Point an agent at a folder with a rule, so new files are handled the moment they land.","w":"A freelancer or small business owner whose invoices and receipts arrive as files in one folder and need filing by hand each week.","o":"A watcher on the folder runs your rule when a file lands, and the first look only sets a baseline so existing files are not handled.","c":"Personal productivity","r":"hamedgitty/bloks","rt":"Bloks","rs":"hamedgitty-bloks","u":"/use-cases/hamedgitty-bloks/file-incoming-documents-with-a-watcher/","b":false,"f":false,"sc":0.8},{"id":"hamedgitty-bloks--read-overnight-agent-work-each-morning","t":"Read what your agents did overnight in one brief","s":"Get a morning summary of agent work, pending approvals and daily cost, with links to each source.","w":"A person who runs several agents in the background and wants a quick start to the day without opening each conversation.","o":"Each morning Bloks writes a brief from what is on disk, where every line links to its source, and approvals can be answered from it.","c":"Personal productivity","r":"hamedgitty/bloks","rt":"Bloks","rs":"hamedgitty-bloks","u":"/use-cases/hamedgitty-bloks/read-overnight-agent-work-each-morning/","b":false,"f":false,"sc":0.7},{"id":"hamedgitty-bloks--back-up-and-restore-agent-workspace","t":"Back up your whole agent workspace and restore it","s":"Seal a backup with a passphrase, check it, and restore it without losing what it replaces.","w":"A person who has built up agent memory, skills and conversations in Bloks and wants a safe copy before moving to a new machine or reinstalling.","o":"A passphrase-sealed backup you can check and restore, with a fresh backup taken first so the replaced data is kept.","c":"Personal productivity","r":"hamedgitty/bloks","rt":"Bloks","rs":"hamedgitty-bloks","u":"/use-cases/hamedgitty-bloks/back-up-and-restore-agent-workspace/","b":false,"f":false,"sc":0.6},{"id":"han-1413141-dsh-cost-meter--track-conversation-and-daily-spend","t":"Track what each DSH conversation costs per day","s":"See live cost and token totals per conversation, plus daily and period statistics inside DSH.","w":"A developer using DSH daily who wants to know which conversations and models drive their spend.","o":"You can read the accumulated cost for the current conversation, today's total, and day, week, or month statistics with per-model and per-conversation rankings.","c":"Money","r":"Han-1413141/dsh-cost-meter","rt":"DSH Cost Meter","rs":"han-1413141-dsh-cost-meter","u":"/use-cases/han-1413141-dsh-cost-meter/track-conversation-and-daily-spend/","b":true,"f":false,"sc":1.0},{"id":"han-1413141-dsh-cost-meter--watch-coding-plan-and-go-quota-limits","t":"Watch coding plan and OpenCode Go quota before you hit a limit","s":"Show rolling usage percentages and reset times for supported coding plans and OpenCode Go in the sidebar and quota strip.","w":"A developer on a coding subscription plan who runs long coding sessions and needs to pace usage before a window resets.","o":"You see used percentage and reset times for each enabled window, and a chip row above the input box flags usage at 80 percent or more.","c":"Money","r":"Han-1413141/dsh-cost-meter","rt":"DSH Cost Meter","rs":"han-1413141-dsh-cost-meter","u":"/use-cases/han-1413141-dsh-cost-meter/watch-coding-plan-and-go-quota-limits/","b":false,"f":false,"sc":0.9},{"id":"han-1413141-dsh-cost-meter--set-budget-and-get-overspend-warnings","t":"Set a spending budget and get warned before you go over","s":"Track budget used percentage and today's share of budget, with warnings at 80 percent and over-budget at 100 percent.","w":"A developer or team lead who has a fixed monthly or daily amount for model usage and needs an early warning.","o":"The budget box in the sidebar shows used percentage, a progress bar, and how much of the limit is used, and the quota strip shows the budget chip.","c":"Money","r":"Han-1413141/dsh-cost-meter","rt":"DSH Cost Meter","rs":"han-1413141-dsh-cost-meter","u":"/use-cases/han-1413141-dsh-cost-meter/set-budget-and-get-overspend-warnings/","b":false,"f":false,"sc":0.8},{"id":"han-1413141-dsh-cost-meter--compare-model-prices-before-choosing","t":"Compare model token prices before picking a model","s":"Check per-token rates and update times for OpenRouter and multi-vendor models, and sync official prices.","w":"A developer choosing between several models who wants current token rates before starting a task.","o":"You can hover a model in the picker to see its token rates and update time, or search the full catalog in Settings → Cost → Prices.","c":"Money","r":"Han-1413141/dsh-cost-meter","rt":"DSH Cost Meter","rs":"han-1413141-dsh-cost-meter","u":"/use-cases/han-1413141-dsh-cost-meter/compare-model-prices-before-choosing/","b":false,"f":false,"sc":0.7},{"id":"han-1413141-dsh-cost-meter--schedule-heavy-work-around-peak-hours","t":"Plan heavy model work around peak and off-peak pricing hours","s":"See which hours are peak and get a popup or system alert before pricing switches.","w":"A developer or operator who can time large batch or long agent runs and wants to start them in cheaper hours.","o":"You know the peak hours and get an alert ahead of each change, so you can start large jobs in off-peak hours.","c":"Money","r":"Han-1413141/dsh-cost-meter","rt":"DSH Cost Meter","rs":"han-1413141-dsh-cost-meter","u":"/use-cases/han-1413141-dsh-cost-meter/schedule-heavy-work-around-peak-hours/","b":false,"f":false,"sc":0.6},{"id":"hanzohanzhe-grandet--find-cheapest-model-api","t":"Find the cheapest listed API for a model","s":"Ask your agent for the lowest listed price for a model, with the site, group, unit and observation date.","w":"A developer paying for model API calls who needs the cheapest listed option for one model before committing budget.","o":"A short list of the cheapest few listed options for your model, each with its source and observation date, ranked by listed price only.","c":"Money","r":"hanzohanzhe/Grandet","rt":"Grandet","rs":"hanzohanzhe-grandet","u":"/use-cases/hanzohanzhe-grandet/find-cheapest-model-api/","b":true,"f":false,"sc":1.0},{"id":"hanzohanzhe-grandet--find-free-model-credit","t":"Find free credit for a model without a card","s":"Look up official free tiers and trial credit for a model, and see whether a card or ID check is needed.","w":"A student, hobbyist or developer without a credit card who wants to try a model API at no cost.","o":"A list of free credit offers for the model, each marked with whether a card, ID check or application is required.","c":"Money","r":"hanzohanzhe/Grandet","rt":"Grandet","rs":"hanzohanzhe-grandet","u":"/use-cases/hanzohanzhe-grandet/find-free-model-credit/","b":false,"f":false,"sc":0.9},{"id":"hanzohanzhe-grandet--connect-cheapest-api-to-agent","t":"Connect the cheapest API to your coding agent","s":"Store a key hidden in your terminal and let Grandet write a backed-up config change to your agent.","w":"A developer who has chosen a cheap API and wants Codex, Claude Code or another listed app set up with it without editing config files by hand.","o":"Your chosen app is configured to use the API, with a backup of the previous file and a check that the key, group and model name work without spending credit.","c":"Money","r":"hanzohanzhe/Grandet","rt":"Grandet","rs":"hanzohanzhe-grandet","u":"/use-cases/hanzohanzhe-grandet/connect-cheapest-api-to-agent/","b":false,"f":false,"sc":0.8},{"id":"hanzohanzhe-grandet--pull-price-board-into-analysis","t":"Pull the live price board into your own analysis","s":"Fetch the public price board over HTTP to compare model prices in a script or spreadsheet.","w":"A data analyst or engineer building a cost model or dashboard who needs current listed API prices in a machine-readable form.","o":"A local dataset of listed prices you can sort, filter and chart, with the source and date attached to each row.","c":"Money","r":"hanzohanzhe/Grandet","rt":"Grandet","rs":"hanzohanzhe-grandet","u":"/use-cases/hanzohanzhe-grandet/pull-price-board-into-analysis/","b":false,"f":false,"sc":0.7},{"id":"haplollc-thinkingorbs--show-agent-phase-status-in-swiftui","t":"Show live agent status in a SwiftUI chat app","s":"Map each agent step to a matching orb so users see what the AI is doing.","w":"An iOS developer building a chat or assistant screen where the agent moves between searching, reasoning, calling tools and writing.","o":"Each agent phase shows its own orb design, with a smooth crossfade between phases and a status line beside it.","c":"Software and DevOps","r":"haplollc/ThinkingOrbs","rt":"Thinking Orbs","rs":"haplollc-thinkingorbs","u":"/use-cases/haplollc-thinkingorbs/show-agent-phase-status-in-swiftui/","b":true,"f":false,"sc":1.0},{"id":"haplollc-thinkingorbs--show-voice-input-activity-indicator","t":"Show a listening indicator during voice input","s":"Display a pausable listening orb that freezes when recording stops.","w":"A developer adding voice input or transcription to an app who needs visible feedback while the microphone is active.","o":"A listening orb animates while recording and freezes on its current frame when recording stops.","c":"Software and DevOps","r":"haplollc/ThinkingOrbs","rt":"Thinking Orbs","rs":"haplollc-thinkingorbs","u":"/use-cases/haplollc-thinkingorbs/show-voice-input-activity-indicator/","b":false,"f":false,"sc":0.9},{"id":"haplollc-thinkingorbs--draw-orb-geometry-in-custom-renderer","t":"Draw orb geometry in SpriteKit, Metal or another surface","s":"Read the public frame data and render it in a non-SwiftUI target.","w":"A developer building a watch complication, a Metal or SpriteKit scene, or a plotter output who needs the orb shapes outside SwiftUI.","o":"A custom renderer draws the lines and dots of an orb frame, following the draw order from the package.","c":"Software and DevOps","r":"haplollc/ThinkingOrbs","rt":"Thinking Orbs","rs":"haplollc-thinkingorbs","u":"/use-cases/haplollc-thinkingorbs/draw-orb-geometry-in-custom-renderer/","b":false,"f":false,"sc":0.8},{"id":"haplollc-thinkingorbs--verify-orb-engine-parity-with-tests","t":"Run the test suite and parity sweep on the orb engine","s":"Check the Swift engine against the original web geometry before you rely on it.","w":"A maintainer or contributor who needs proof that the Swift port matches the original engine before shipping or changing it.","o":"The unit tests and the differential sweep both run, reporting pass or fail on the geometry checks.","c":"Software and DevOps","r":"haplollc/ThinkingOrbs","rt":"Thinking Orbs","rs":"haplollc-thinkingorbs","u":"/use-cases/haplollc-thinkingorbs/verify-orb-engine-parity-with-tests/","b":false,"f":false,"sc":0.7},{"id":"hardrave-nightrun--boot-offline-llm-from-usb-stick","t":"Boot an offline LLM chat from a USB stick","s":"Turn a spare x86_64 PC into a chat box that runs a local model with no operating system.","w":"A person with a spare 64-bit UEFI PC who wants a private, offline chat model and is comfortable with firmware boot menus.","o":"A USB stick that boots the PC directly into a NightRun chat prompt, with the model loaded in RAM and answering on the CPU offline.","c":"Software and DevOps","r":"hardrave/NIGHTRUN","rt":"NIGHTRUN","rs":"hardrave-nightrun","u":"/use-cases/hardrave-nightrun/boot-offline-llm-from-usb-stick/","b":true,"f":false,"sc":1.0},{"id":"hardrave-nightrun--test-nightrun-image-in-qemu","t":"Test a NightRun image in QEMU before flashing","s":"Build a NightRun image with a Llama model and boot it in QEMU to check it without touching hardware.","w":"A developer or tinkerer who wants to see the boot and chat flow on a Linux machine before writing to any USB stick.","o":"A built nightrun.img that boots in a QEMU window and shows the NightRun chat with live status.","c":"Software and DevOps","r":"hardrave/NIGHTRUN","rt":"NIGHTRUN","rs":"hardrave-nightrun","u":"/use-cases/hardrave-nightrun/test-nightrun-image-in-qemu/","b":false,"f":false,"sc":0.9},{"id":"hardrave-nightrun--boot-llm-on-raspberry-pi-5-sd-card","t":"Boot a local LLM on a Raspberry Pi 5 from SD","s":"Build a Pi 5 NightRun image with a Llama or Granite model and boot it from a microSD card.","w":"A maker with a Raspberry Pi 5 who wants a self-contained offline chat device and can build pinned firmware once.","o":"A microSD card that boots the Pi 5 into a NightRun chat prompt with the chosen model in RAM.","c":"Software and DevOps","r":"hardrave/NIGHTRUN","rt":"NIGHTRUN","rs":"hardrave-nightrun","u":"/use-cases/hardrave-nightrun/boot-llm-on-raspberry-pi-5-sd-card/","b":false,"f":false,"sc":0.8},{"id":"hasso5703-dgx-spark-qwen38--private-coding-agent-on-spark","t":"Run a private coding agent on your own DGX Spark","s":"Install one stack and point opencode at a 27B model that never leaves the box.","w":"A developer with a DGX Spark or GX10 who wants a coding assistant that keeps source code on local hardware.","o":"A boot-persistent serving stack with the Qwen3.8-27B lane running, and opencode already wired to the local model.","c":"Software and DevOps","r":"hasso5703/dgx-spark-qwen38","rt":"DGX Spark Qwen38","rs":"hasso5703-dgx-spark-qwen38","u":"/use-cases/hasso5703-dgx-spark-qwen38/private-coding-agent-on-spark/","b":true,"f":false,"sc":1.0},{"id":"hasso5703-dgx-spark-qwen38--claude-code-on-local-model","t":"Point Claude Code or Cursor at a local model","s":"Use the Anthropic-compatible endpoint on port 30001 so agent CLIs run on your own box.","w":"A developer who already uses Claude Code or Cursor and wants to keep their agent sessions on a local DGX Spark.","o":"Claude Code or Cursor sends its requests to the local Qwen3.8 lane through the Anthropic protocol on port 30001.","c":"Software and DevOps","r":"hasso5703/dgx-spark-qwen38","rt":"DGX Spark Qwen38","rs":"hasso5703-dgx-spark-qwen38","u":"/use-cases/hasso5703-dgx-spark-qwen38/claude-code-on-local-model/","b":false,"f":false,"sc":0.9},{"id":"hasso5703-dgx-spark-qwen38--generate-images-and-videos-offline","t":"Make images and videos with sound on your own box","s":"Run Qwen-Image 2.1 and MiniMax-H3 locally from the cockpit, with one Load button.","w":"A content creator or designer who wants image and video generation without uploading media to a hosted service.","o":"A 1024x1024 image from Qwen-Image 2.1 and a video with sound from MiniMax-H3, both made on the box.","c":"Software and DevOps","r":"hasso5703/dgx-spark-qwen38","rt":"DGX Spark Qwen38","rs":"hasso5703-dgx-spark-qwen38","u":"/use-cases/hasso5703-dgx-spark-qwen38/generate-images-and-videos-offline/","b":false,"f":false,"sc":0.8},{"id":"hasso5703-dgx-spark-qwen38--analyze-long-documents-locally","t":"Read long confidential files in one 1M-token window","s":"Send a large document to the local 27B model with a 1M-token context.","w":"An analyst, lawyer or researcher with long confidential files who cannot send them to a hosted model.","o":"A single long document is answered from the local Qwen3.8-27B lane with a 1M-token context.","c":"Software and DevOps","r":"hasso5703/dgx-spark-qwen38","rt":"DGX Spark Qwen38","rs":"hasso5703-dgx-spark-qwen38","u":"/use-cases/hasso5703-dgx-spark-qwen38/analyze-long-documents-locally/","b":false,"f":false,"sc":0.7},{"id":"headroomlabs-ai-headroom--cut-token-spend-in-claude-code","t":"Cut Claude Code token use with one wrap command","s":"Run Claude Code through a local Headroom proxy to shrink tool outputs before each request.","w":"A developer using Claude Code daily on a large codebase who sees token costs climb during long sessions.","o":"Claude Code runs routed through Headroom, and you can see how many tokens were saved on your own traffic.","c":"Software and DevOps","r":"headroomlabs-ai/headroom","rt":"Headroom","rs":"headroomlabs-ai-headroom","u":"/use-cases/headroomlabs-ai-headroom/cut-token-spend-in-claude-code/","b":true,"f":false,"sc":1.0},{"id":"headroomlabs-ai-headroom--compress-llm-calls-in-python-app","t":"Shrink messages in a Python app before each LLM call","s":"Add a compress() call to existing Python code so the model receives fewer tokens.","w":"A Python developer building an LLM feature who wants lower per-request cost without rewriting the app.","o":"Your app passes compressed messages to the provider and prints how many tokens were saved.","c":"Software and DevOps","r":"headroomlabs-ai/headroom","rt":"Headroom","rs":"headroomlabs-ai-headroom","u":"/use-cases/headroomlabs-ai-headroom/compress-llm-calls-in-python-app/","b":false,"f":false,"sc":0.9},{"id":"headroomlabs-ai-headroom--route-any-openai-client-through-proxy","t":"Route any OpenAI-compatible client through a local proxy","s":"Start Headroom as a local proxy so existing tools shrink traffic without code changes.","w":"A team lead with several internal tools or scripts that call an OpenAI-compatible API and no time to edit each one.","o":"Clients point at a local port, and Headroom compresses their requests while you watch live savings.","c":"Software and DevOps","r":"headroomlabs-ai/headroom","rt":"Headroom","rs":"headroomlabs-ai-headroom","u":"/use-cases/headroomlabs-ai-headroom/route-any-openai-client-through-proxy/","b":false,"f":false,"sc":0.8},{"id":"headroomlabs-ai-headroom--let-agents-retrieve-full-compressed-text","t":"Give an MCP client on-demand access to full originals","s":"Install the Headroom MCP server so the model can fetch uncompressed text when it needs it.","w":"A developer using an MCP-capable client who sometimes needs the full text of a compressed log or file.","o":"The client gets headroom_compress, headroom_retrieve and headroom_stats tools and can pull originals back on request.","c":"Software and DevOps","r":"headroomlabs-ai/headroom","rt":"Headroom","rs":"headroomlabs-ai-headroom","u":"/use-cases/headroomlabs-ai-headroom/let-agents-retrieve-full-compressed-text/","b":false,"f":false,"sc":0.7},{"id":"hellosverre-claude-skins--install-a-readable-skin-for-claude-code","t":"Install skins and pick a readable theme in Claude Code","s":"Add the skins plugin, restart, and switch among fifteen built-in themes with /skin.","w":"A developer who uses Claude Code daily and finds its default tool output hard to scan during long coding sessions.","o":"Tool rows show icons and timings, edits appear as diff cards, and the chosen skin is applied in every new session.","c":"Software and DevOps","r":"hellosverre/claude-skins","rt":"Claude Skins","rs":"hellosverre-claude-skins","u":"/use-cases/hellosverre-claude-skins/install-a-readable-skin-for-claude-code/","b":true,"f":false,"sc":1.0},{"id":"hellosverre-claude-skins--design-a-custom-skin-with-claude","t":"Have Claude design a custom skin from a short description","s":"Describe a mood in plain words and let Claude build and apply a skin you can keep.","w":"A developer who wants a personal look for Claude Code and does not want to hand-pick every colour.","o":"Claude builds a skin from the description and applies it while you watch. Repainting a built-in skin saves it as your own my- skin.","c":"Software and DevOps","r":"hellosverre/claude-skins","rt":"Claude Skins","rs":"hellosverre-claude-skins","u":"/use-cases/hellosverre-claude-skins/design-a-custom-skin-with-claude/","b":false,"f":false,"sc":0.9},{"id":"hellosverre-claude-skins--read-diagrams-and-math-as-cards","t":"Read Claude's Mermaid charts and math as drawn cards","s":"Turn Mermaid fences and TeX math in replies into charts and typeset cards you can copy.","w":"A student, engineer or researcher who asks Claude to explain a system or a formula and wants readable diagrams and equations.","o":"Mermaid fences draw as charts and math draws as typeset cards, each with a Copy button.","c":"Software and DevOps","r":"hellosverre/claude-skins","rt":"Claude Skins","rs":"hellosverre-claude-skins","u":"/use-cases/hellosverre-claude-skins/read-diagrams-and-math-as-cards/","b":false,"f":false,"sc":0.8},{"id":"hellosverre-claude-skins--quiet-claude-code-output-for-focus","t":"Fold Claude Code's routine output to keep long sessions calm","s":"Turn on calm mode to remove motion and fold reads and searches into single lines.","w":"A developer running long Claude Code sessions who gets distracted by animated spinners and a long stream of read and search rows.","o":"Output stays short: no motion, one line per tool row, read-only output folded, and failures still shown in full.","c":"Software and DevOps","r":"hellosverre/claude-skins","rt":"Claude Skins","rs":"hellosverre-claude-skins","u":"/use-cases/hellosverre-claude-skins/quiet-claude-code-output-for-focus/","b":false,"f":false,"sc":0.7},{"id":"heman10x-ngu-openjev-verdict-2-0--gate-typed-decisions-by-confidence","t":"Auto-approve confident decisions and escalate the rest","s":"Use calibrated confidence to automate high-confidence typed decisions and route unclear ones to people.","w":"An operations or platform engineer who handles a high volume of support, security, or invoice decisions and wants fewer manual reviews without silent errors.","o":"A workflow that acts automatically above a chosen confidence threshold and sends lower-confidence cases to a human queue, using the selective classification figures in the README as a guide.","c":"Work and operations","r":"Heman10x-NGU/openJev-verdict-2.0","rt":"Open Jev Verdict 2 0","rs":"heman10x-ngu-openjev-verdict-2-0","u":"/use-cases/heman10x-ngu-openjev-verdict-2-0/gate-typed-decisions-by-confidence/","b":true,"f":false,"sc":1.0},{"id":"heman10x-ngu-openjev-verdict-2-0--demo-typed-decisions-in-browser","t":"Test typed decisions in the browser with no backend","s":"Run the WebGPU playground to try customer service, security, and invoice decisions locally.","w":"A product manager or engineer who wants to see how the model handles real-looking workflow decisions before committing to an integration.","o":"A local browser page where you enter sample customer service, security, or invoice decisions and see the model's output.","c":"Work and operations","r":"Heman10x-NGU/openJev-verdict-2.0","rt":"Open Jev Verdict 2 0","rs":"heman10x-ngu-openjev-verdict-2-0","u":"/use-cases/heman10x-ngu-openjev-verdict-2-0/demo-typed-decisions-in-browser/","b":false,"f":false,"sc":0.9},{"id":"heman10x-ngu-openjev-verdict-2-0--check-decision-order-robustness","t":"Measure how often answers flip when options are reordered","s":"Test whether a decision model gives the same answer when option order changes.","w":"A machine learning engineer who must justify a decision classifier to a risk or compliance team and needs evidence that prompt order does not drive results.","o":"A flip rate for your own shuffled option sets, compared against the 4.76% flip rate and the 7.41% flip rate for Kev-0.5B that the README reports.","c":"Work and operations","r":"Heman10x-NGU/openJev-verdict-2.0","rt":"Open Jev Verdict 2 0","rs":"heman10x-ngu-openjev-verdict-2-0","u":"/use-cases/heman10x-ngu-openjev-verdict-2-0/check-decision-order-robustness/","b":false,"f":false,"sc":0.8},{"id":"hewzhew-dsh-agent-rp--play-imported-character-chat","t":"Chat with an imported character card in DSH","s":"Install Agent RP on Windows, import a character card, and start a character dialogue session.","w":"A roleplay hobbyist with a PNG or JSON character card who wants to chat with it in DSH instead of SillyTavern.","o":"A running Agent RP session where the imported character talks directly as the top-level agent.","c":"Content","r":"hewzhew/dsh-agent-rp","rt":"DSH Agent RP","rs":"hewzhew-dsh-agent-rp","u":"/use-cases/hewzhew-dsh-agent-rp/play-imported-character-chat/","b":true,"f":false,"sc":1.0},{"id":"hewzhew-dsh-agent-rp--migrate-sillytavern-chat-history","t":"Move a SillyTavern JSONL chat into Agent RP","s":"Attach a SillyTavern JSONL log to a character session so the old chat carries over.","w":"A long-time SillyTavern user who has a saved JSONL chat log and wants to continue that story in DSH.","o":"A new character dialogue in DSH that holds the migrated chat, while the source file and source session stay unchanged.","c":"Content","r":"hewzhew/dsh-agent-rp","rt":"DSH Agent RP","rs":"hewzhew-dsh-agent-rp","u":"/use-cases/hewzhew-dsh-agent-rp/migrate-sillytavern-chat-history/","b":false,"f":false,"sc":0.9},{"id":"hewzhew-dsh-agent-rp--run-story-engine-with-workers","t":"Write a serial story with the story engine","s":"Enable 故事工程 to keep an outline, foreshadowing, and character knowledge in sync across chapters.","w":"A fiction writer with an ongoing multi-character story who needs consistent outlines and private knowledge for each character.","o":"A story project with an editable outline and per-character knowledge, where the story engine writes each passage and records what happened afterward.","c":"Content","r":"hewzhew/dsh-agent-rp","rt":"DSH Agent RP","rs":"hewzhew-dsh-agent-rp","u":"/use-cases/hewzhew-dsh-agent-rp/run-story-engine-with-workers/","b":false,"f":false,"sc":0.8},{"id":"hewzhew-dsh-agent-rp--build-and-test-compat-changes","t":"Build the repo from source and run compatibility checks","s":"Clone the source, build it, and check a card against the local compatibility benchmark.","w":"A developer who wants to fix a SillyTavern compatibility gap and needs to test the change against real cards.","o":"A local build of Agent RP loaded into the Agent Host with a compatibility result for the card.","c":"Content","r":"hewzhew/dsh-agent-rp","rt":"DSH Agent RP","rs":"hewzhew-dsh-agent-rp","u":"/use-cases/hewzhew-dsh-agent-rp/build-and-test-compat-changes/","b":false,"f":false,"sc":0.7},{"id":"heycubit-effortless--cut-claude-code-cost-with-auto-effort","t":"Cut Opus coding costs with automatic effort picking","s":"Install Effortless so each prompt gets Low, Medium or High effort without touching the Effort control.","w":"A developer running long coding sessions in Claude Code on Opus who wants a lower bill without giving up answer quality.","o":"Each prompt gets an effort picked by the Haiku judge, and the bar shows the chosen effort and model.","c":"Software and DevOps","r":"HeyCubit/effortless","rt":"Effortless","rs":"heycubit-effortless","u":"/use-cases/heycubit-effortless/cut-claude-code-cost-with-auto-effort/","b":true,"f":false,"sc":1.0},{"id":"heycubit-effortless--time-compaction-and-handoff-on-long-chats","t":"Compact or hand off a heavy chat before the cache goes cold","s":"Use the cache countdown on the bar to decide when to compact or start a fresh chat.","w":"A Claude Code user in a large, long-running chat who wants to avoid paying full price to re-read the whole conversation.","o":"The user sees the time left on the cache, and when the bar turns to ice, runs Handoff or Compact to keep the next messages cheaper.","c":"Software and DevOps","r":"HeyCubit/effortless","rt":"Effortless","rs":"heycubit-effortless","u":"/use-cases/heycubit-effortless/time-compaction-and-handoff-on-long-chats/","b":false,"f":false,"sc":0.9},{"id":"heycubit-effortless--replace-the-wall-of-steps-with-pixel-art","t":"Show pixel art instead of the step log while Claude works","s":"Use the textless desktop app to show one picture, a quote or a chess game during long Claude tasks.","w":"A user who finds the scrolling step output of Claude Code distracting or hard to read while a task runs.","o":"While Claude works, one pixel-art picture stands in for the wall of steps, and the user can pick a set, use their own art or find one in the Marketplace.","c":"Software and DevOps","r":"HeyCubit/effortless","rt":"Effortless","rs":"heycubit-effortless","u":"/use-cases/heycubit-effortless/replace-the-wall-of-steps-with-pixel-art/","b":false,"f":false,"sc":0.8},{"id":"heycubit-effortless--benchmark-the-judge-on-your-own-setup","t":"Test how often the effort judge picks the right level","s":"Run the bundled judge benchmark on your own Claude Code setup before trusting Auto.","w":"A team lead or careful developer who wants evidence that the automatic effort judge picks sensible levels for their kind of work.","o":"The user gets scores for each judge they have set up, measured against labelled prompts, and can compare them with fixed effort levels.","c":"Software and DevOps","r":"HeyCubit/effortless","rt":"Effortless","rs":"heycubit-effortless","u":"/use-cases/heycubit-effortless/benchmark-the-judge-on-your-own-setup/","b":false,"f":false,"sc":0.7},{"id":"heyosseus-sloppy--catch-agent-debt-while-it-codes","t":"Catch agent-written PHP debt before the edit lands","s":"Install Sloppy hooks so Claude Code, Gemini CLI or Codex checks each PHP edit and fixes new findings.","w":"A PHP or Laravel developer who lets an AI coding agent write most of the code and wants it to clean up its own mistakes.","o":"After each PHP edit the agent receives only the findings that edit introduced and fixes them before the developer reviews the change.","c":"Software and DevOps","r":"Heyosseus/sloppy","rt":"Sloppy","rs":"heyosseus-sloppy","u":"/use-cases/heyosseus-sloppy/catch-agent-debt-while-it-codes/","b":true,"f":false,"sc":1.0},{"id":"heyosseus-sloppy--adopt-sloppy-on-legacy-php-without-blocking-builds","t":"Gate CI on new PHP debt only","s":"Baseline today's findings, then fail pull requests only when a branch adds new ones.","w":"A tech lead adopting code quality checks on an existing Laravel or PHP codebase with years of history.","o":"Existing findings are accepted into a baseline, and pull requests get annotations only for findings the branch introduced.","c":"Software and DevOps","r":"Heyosseus/sloppy","rt":"Sloppy","rs":"heyosseus-sloppy","u":"/use-cases/heyosseus-sloppy/adopt-sloppy-on-legacy-php-without-blocking-builds/","b":false,"f":false,"sc":0.9},{"id":"heyosseus-sloppy--review-a-branch-for-what-it-introduced","t":"Review a branch for new PHP debt before merge","s":"Compare a branch with main and rank only the findings it introduced, highest risk first.","w":"A PHP developer about to open or review a pull request who wants to know where to look first.","o":"A ranked list of findings the branch introduced, with the files to read first and where to stop.","c":"Software and DevOps","r":"Heyosseus/sloppy","rt":"Sloppy","rs":"heyosseus-sloppy","u":"/use-cases/heyosseus-sloppy/review-a-branch-for-what-it-introduced/","b":false,"f":false,"sc":0.8},{"id":"heyosseus-sloppy--fix-mechanical-php-findings-in-one-pass","t":"Fix mechanical PHP findings in one pass","s":"Let Rector and Pint fix the findings a machine can change, then review what is left.","w":"A PHP developer with a backlog of Sloppy findings who wants the mechanical ones cleared quickly.","o":"Mechanical findings are fixed, formatting is applied, and a list of findings that still need a person remains.","c":"Software and DevOps","r":"Heyosseus/sloppy","rt":"Sloppy","rs":"heyosseus-sloppy","u":"/use-cases/heyosseus-sloppy/fix-mechanical-php-findings-in-one-pass/","b":false,"f":false,"sc":0.7},{"id":"heyputer-builder--build-website-from-plain-description","t":"Build a website from a plain-language description","s":"Describe a site in chat, watch the live preview update, and publish it to a public URL.","w":"A small business owner or creator with no coding skills who needs a simple website for a project, service, or event.","o":"A working website you can preview, refine in chat, and share at a public URL.","c":"Software and DevOps","r":"HeyPuter/builder","rt":"Builder","rs":"heyputer-builder","u":"/use-cases/heyputer-builder/build-website-from-plain-description/","b":true,"f":false,"sc":1.0},{"id":"heyputer-builder--start-from-template-and-customize","t":"Start from a template and adapt it to your needs","s":"Copy a finished app or site into your own account, then describe the changes you want.","w":"A founder or hobbyist who wants a head start on a common app or landing page instead of a blank project.","o":"Your own copy of a finished app or website, updated to match your content through plain-language requests.","c":"Software and DevOps","r":"HeyPuter/builder","rt":"Builder","rs":"heyputer-builder","u":"/use-cases/heyputer-builder/start-from-template-and-customize/","b":false,"f":false,"sc":0.9},{"id":"heyputer-builder--connect-mcp-tools-while-building","t":"Let the AI use your other services via MCP","s":"Connect a remote MCP server so the AI can call its tools while it builds your project.","w":"A developer or operator who already uses a remote MCP server and wants the Builder to pull in data or actions from it.","o":"A project built with the AI using tools from a remote MCP server you connected.","c":"Software and DevOps","r":"HeyPuter/builder","rt":"Builder","rs":"heyputer-builder","u":"/use-cases/heyputer-builder/connect-mcp-tools-while-building/","b":false,"f":false,"sc":0.8},{"id":"heyputer-builder--run-and-fork-builder-locally","t":"Run AI Builder locally and fork it to customize","s":"Clone the repo, install dependencies, start the dev server, and change the Builder for your own use.","w":"A developer who wants a self-hosted or customized AI site Builder, or who is evaluating an open-source alternative to hosted builders.","o":"A local running copy of AI Builder that you can modify under the Apache License 2.0.","c":"Software and DevOps","r":"HeyPuter/builder","rt":"Builder","rs":"heyputer-builder","u":"/use-cases/heyputer-builder/run-and-fork-builder-locally/","b":false,"f":false,"sc":0.7},{"id":"higress-group-hiroute--cut-agent-costs-with-difficulty-routing","t":"Cut Codex and Claude Code costs with difficulty routing","s":"Send routine reading and fact gathering to cheaper models while hard design work stays on your primary model.","w":"A developer whose Codex or Claude Code subscription runs out early because every step, including simple file reads, uses the strongest model.","o":"Routine turns run on an economical model, difficult turns stay on the primary model, and each session shows which model ran and what it cost.","c":"Software and DevOps","r":"higress-group/HiRoute","rt":"Hi Route","rs":"higress-group-hiroute","u":"/use-cases/higress-group-hiroute/cut-agent-costs-with-difficulty-routing/","b":true,"f":false,"sc":1.0},{"id":"higress-group-hiroute--route-drafting-and-review-to-separate-models","t":"Route drafting and review to separate model groups","s":"Use custom task branches so drafting and review each get the model that fits their category and difficulty.","w":"A team lead or developer who wants cheap models for first drafts and a stronger model for review, without one model handling both.","o":"Hi Route picks a task category first, then the simple or complex degree within it, so drafting and review use different model groups.","c":"Software and DevOps","r":"higress-group/HiRoute","rt":"Hi Route","rs":"higress-group-hiroute","u":"/use-cases/higress-group-hiroute/route-drafting-and-review-to-separate-models/","b":false,"f":false,"sc":0.9},{"id":"higress-group-hiroute--delegate-independent-tasks-to-worker-agents","t":"Delegate independent tasks to other agents through a Worker plan","s":"Hand separate, independent tasks to other agents while Hi Route tracks their execution and cost.","w":"A developer with several independent tasks, such as separate research or code checks, who wants them run by other agents in parallel.","o":"Independent tasks run as delegated Worker work, and each execution appears in local session views with its model, usage and cost.","c":"Software and DevOps","r":"higress-group/HiRoute","rt":"Hi Route","rs":"higress-group-hiroute","u":"/use-cases/higress-group-hiroute/delegate-independent-tasks-to-worker-agents/","b":false,"f":false,"sc":0.8},{"id":"higress-group-hiroute--audit-which-model-ran-and-what-it-cost","t":"Audit which model ran each agent step and what it cost","s":"Check per-session model, usage and cost so you can tune routing with real execution data.","w":"A developer or team lead who suspects routing is not saving money and needs evidence from actual sessions.","o":"A list of sessions showing the task category, actual model group, tool outcomes, usage and cost, which you can use to adjust the routing plan.","c":"Software and DevOps","r":"higress-group/HiRoute","rt":"Hi Route","rs":"higress-group-hiroute","u":"/use-cases/higress-group-hiroute/audit-which-model-ran-and-what-it-cost/","b":false,"f":false,"sc":0.7},{"id":"himovo-movo--self-host-team-agent-workspace","t":"Stand up a self-hosted Agent workspace for a team","s":"Run the full MOVO stack with Docker Compose and finish first-run setup in the browser.","w":"An IT administrator at a company that wants employees to use an Agent workspace on infrastructure it controls.","o":"A running MOVO deployment with an organization, initial accounts and a default chat model, reachable at the user workspace and admin console.","c":"Work and operations","r":"himovo/movo","rt":"Movo","rs":"himovo-movo","u":"/use-cases/himovo-movo/self-host-team-agent-workspace/","b":true,"f":false,"sc":1.0},{"id":"himovo-movo--multi-round-research-with-citations","t":"Run multi-round research with cited sources","s":"Search internal documents and public sources, then inspect the evidence behind each answer.","w":"An analyst or consultant who needs a sourced answer from both company documents and public web material.","o":"A research result that keeps citations and lets the user inspect the supporting evidence.","c":"Work and operations","r":"himovo/movo","rt":"Movo","rs":"himovo-movo","u":"/use-cases/himovo-movo/multi-round-research-with-citations/","b":false,"f":false,"sc":0.9},{"id":"himovo-movo--turn-research-into-report-or-deck","t":"Turn research material into a report or slide deck","s":"Generate a PPTX, PDF, spreadsheet or Markdown deliverable from uploaded source files.","w":"A team lead who must produce a report or presentation from project files on a deadline.","o":"A generated deliverable in a format such as PPTX, PDF, spreadsheet or Markdown, built from parsed source documents.","c":"Work and operations","r":"himovo/movo","rt":"Movo","rs":"himovo-movo","u":"/use-cases/himovo-movo/turn-research-into-report-or-deck/","b":false,"f":false,"sc":0.8},{"id":"himovo-movo--govern-agent-automation-and-audit","t":"Schedule Agent tasks with approval and audit controls","s":"Run scheduled tasks while sensitive tool actions wait for approval and executions stay traceable.","w":"An operations or IT lead who wants recurring Agent tasks in production without losing control of sensitive actions.","o":"Scheduled tasks that require approval for sensitive tool actions, with executions traced and artifacts retained.","c":"Work and operations","r":"himovo/movo","rt":"Movo","rs":"himovo-movo","u":"/use-cases/himovo-movo/govern-agent-automation-and-audit/","b":false,"f":false,"sc":0.7},{"id":"himovo-movo--browser-and-code-agents-via-desktop","t":"Add Browser Agent and Code Agent through MOVO Desktop","s":"Connect the separately distributed desktop app to your self-hosted service for browser and code work.","w":"A developer or operator who needs browser automation or local code work driven by the team's self-hosted Agent platform.","o":"MOVO Desktop connected to the self-hosted MOVO service, with Browser Agent and Code Agent available.","c":"Work and operations","r":"himovo/movo","rt":"Movo","rs":"himovo-movo","u":"/use-cases/himovo-movo/browser-and-code-agents-via-desktop/","b":false,"f":false,"sc":0.6},{"id":"hirotomasato-yowes--synthetic-teacher-docs-for-pipeline-testing","t":"Generate synthetic teacher documents as test fixtures","s":"Render labeled sample teacher ID cards and letters to test a document-processing pipeline.","w":"A QA or data engineer building or testing a document-intake or OCR pipeline who needs realistic, non-real sample images that contain no real person's data.","o":"A folder of PNG sample documents across several countries and document types, produced locally and kept out of version control.","c":"Work and operations","r":"hirotomasato/yowes","rt":"Yowes","rs":"hirotomasato-yowes","u":"/use-cases/hirotomasato-yowes/synthetic-teacher-docs-for-pipeline-testing/","b":true,"f":false,"sc":1.0},{"id":"hirotomasato-yowes--expose-multi-country-doc-generator-to-agent","t":"Give an AI agent a country-aware document generator tool","s":"Connect the Yowes MCP server to an agent that lists countries and schools before generating samples.","w":"An agent builder who wants an agent to request synthetic education documents by country through a standard MCP connection.","o":"An MCP-connected agent that discovers countries and schools, then generates documents on request.","c":"Work and operations","r":"hirotomasato/yowes","rt":"Yowes","rs":"hirotomasato-yowes","u":"/use-cases/hirotomasato-yowes/expose-multi-country-doc-generator-to-agent/","b":false,"f":false,"sc":0.9},{"id":"hirotomasato-yowes--add-country-generator-to-yowes","t":"Add a new country generator to the Yowes codebase","s":"Extend Yowes with a country package that subclasses the base generator and registers itself.","w":"A Python developer maintaining Yowes or a fork who wants to support a fourteenth country with its own document types.","o":"A new country package that the MCP tools list and use after registration.","c":"Work and operations","r":"hirotomasato/yowes","rt":"Yowes","rs":"hirotomasato-yowes","u":"/use-cases/hirotomasato-yowes/add-country-generator-to-yowes/","b":false,"f":false,"sc":0.8},{"id":"hitkeeen-blender-ai-addon--text-prompt-to-3d-model-in-blender","t":"Build a 3D object in Blender from a text prompt","s":"Describe a model in plain words in the viewport chat and let the agent write and run the bpy code.","w":"A Blender user who wants a starting object or simple scene fast and does not want to script it by hand.","o":"A working object or scene appears in the Blender viewport, generated from a text description and run by the add-on.","c":"Content","r":"hitkeeen/blender-ai-addon","rt":"Blender AI Addon","rs":"hitkeeen-blender-ai-addon","u":"/use-cases/hitkeeen-blender-ai-addon/text-prompt-to-3d-model-in-blender/","b":true,"f":false,"sc":1.0},{"id":"hitkeeen-blender-ai-addon--recreate-model-from-reference-image","t":"Create a 3D model from a reference picture","s":"Attach a photo or a viewport screenshot so the agent builds a matching model in Blender.","w":"A 3D artist or prop maker who has a reference image and wants a rough blockout to start from.","o":"A blockout model in the viewport that roughly follows the attached reference image, ready for refinement.","c":"Content","r":"hitkeeen/blender-ai-addon","rt":"Blender AI Addon","rs":"hitkeeen-blender-ai-addon","u":"/use-cases/hitkeeen-blender-ai-addon/recreate-model-from-reference-image/","b":false,"f":false,"sc":0.9},{"id":"hitkeeen-blender-ai-addon--auto-fix-broken-blender-script","t":"Let the agent repair a failing generated script","s":"When generated bpy code errors, the add-on sends the log back so the agent corrects the script.","w":"A Blender user whose first attempt at a prompt produced an error and who wants it fixed without debugging the Python.","o":"A corrected script that runs in the scene after the agent reads the error log.","c":"Content","r":"hitkeeen/blender-ai-addon","rt":"Blender AI Addon","rs":"hitkeeen-blender-ai-addon","u":"/use-cases/hitkeeen-blender-ai-addon/auto-fix-broken-blender-script/","b":false,"f":false,"sc":0.8},{"id":"hitkeeen-blender-ai-addon--edit-scene-with-local-ollama-model","t":"Edit a Blender scene with a local Ollama model","s":"Use Ollama instead of a cloud key to have the agent change objects in your scene.","w":"A Blender user who prefers not to send scene prompts to a cloud provider and already runs Ollama locally.","o":"Objects in the scene are changed by code the agent writes, using a model running on your own machine.","c":"Content","r":"hitkeeen/blender-ai-addon","rt":"Blender AI Addon","rs":"hitkeeen-blender-ai-addon","u":"/use-cases/hitkeeen-blender-ai-addon/edit-scene-with-local-ollama-model/","b":false,"f":false,"sc":0.7},{"id":"hkqr-my-free-code--run-claude-code-on-other-model-providers","t":"Run Claude Code on other model providers","s":"Route Claude Code requests through a local gateway to the provider models you configure.","w":"A developer who uses Claude Code daily and wants to try or pay for models from other providers when a session starts.","o":"Claude Code runs against a local gateway address, and each Claude tier (Sonnet, Haiku, Opus) maps to the provider model you set in .env.","c":"Software and DevOps","r":"hkqr/my-free-code","rt":"My Free Code","rs":"hkqr-my-free-code","u":"/use-cases/hkqr-my-free-code/run-claude-code-on-other-model-providers/","b":true,"f":false,"sc":1.0},{"id":"hkqr-my-free-code--keep-agent-sessions-running-with-model-fallbacks","t":"Keep agent sessions running when a provider fails","s":"Set an ordered fallback list so a failed provider hands the request to the next model.","w":"A developer whose coding agent stalls when one hosted provider has an outage or rate limit during a long task.","o":"Requests fall through the configured FALLBACK_MODELS list when a provider fails before output, and the session keeps going.","c":"Software and DevOps","r":"hkqr/my-free-code","rt":"My Free Code","rs":"hkqr-my-free-code","u":"/use-cases/hkqr-my-free-code/keep-agent-sessions-running-with-model-fallbacks/","b":false,"f":false,"sc":0.9},{"id":"hkqr-my-free-code--run-coding-agents-on-local-models","t":"Run coding agents against local models","s":"Point the gateway at Ollama, LM Studio, or llama.cpp so requests stay on your machine.","w":"A developer working offline or with code that cannot leave the machine, who already runs a local model server.","o":"The gateway forwards agent requests to a local model server at a local base URL, and the agent works without a hosted provider key.","c":"Software and DevOps","r":"hkqr/my-free-code","rt":"My Free Code","rs":"hkqr-my-free-code","u":"/use-cases/hkqr-my-free-code/run-coding-agents-on-local-models/","b":false,"f":false,"sc":0.8},{"id":"hkqr-my-free-code--launch-codex-through-the-gateway","t":"Launch Codex through the local gateway","s":"Start Codex with the gateway as its backend using the built-in launcher.","w":"A developer who uses Codex and wants the same provider routing and fallback that the gateway offers Claude Code.","o":"Codex runs through the gateway launcher, and its requests use the models and fallbacks configured in .env.","c":"Software and DevOps","r":"hkqr/my-free-code","rt":"My Free Code","rs":"hkqr-my-free-code","u":"/use-cases/hkqr-my-free-code/launch-codex-through-the-gateway/","b":false,"f":false,"sc":0.7},{"id":"hkuds-cli-anything--install-agent-clis-from-cli-hub","t":"Install agent-ready CLIs from CLI-Hub with pip","s":"Use the cli-hub package to browse and install community CLIs for desktop software in one command.","w":"A developer who wants an AI agent to use a desktop app but has no CLI for it yet and needs a quick way to find and install one.","o":"The developer has a registry tool installed and at least one harness CLI ready for an agent to call.","c":"Software and DevOps","r":"HKUDS/CLI-Anything","rt":"CLI Anything","rs":"hkuds-cli-anything","u":"/use-cases/hkuds-cli-anything/install-agent-clis-from-cli-hub/","b":true,"f":false,"sc":1.0},{"id":"hkuds-cli-anything--drive-freecad-models-from-an-agent","t":"Let an agent build and edit FreeCAD models from the terminal","s":"Point an AI agent at the FreeCAD CLI to run design commands without opening the GUI by hand.","w":"A mechanical designer or hobbyist who wants an agent to draft or adjust parametric parts and needs commands the agent can call and check.","o":"The agent runs FreeCAD commands from the CLI and reports the resulting model changes.","c":"Software and DevOps","r":"HKUDS/CLI-Anything","rt":"CLI Anything","rs":"hkuds-cli-anything","u":"/use-cases/hkuds-cli-anything/drive-freecad-models-from-an-agent/","b":false,"f":false,"sc":0.9},{"id":"hkuds-cli-anything--search-and-convert-a-calibre-library","t":"Search and convert a Calibre ebook library with an agent","s":"Have an agent search, read metadata from, and convert books in a Calibre library through its CLI.","w":"A reader or researcher with a large ebook collection who needs to find titles and convert formats without manual clicking.","o":"The agent returns matching titles and produces converted files or exports in the requested format.","c":"Software and DevOps","r":"HKUDS/CLI-Anything","rt":"CLI Anything","rs":"hkuds-cli-anything","u":"/use-cases/hkuds-cli-anything/search-and-convert-a-calibre-library/","b":false,"f":false,"sc":0.8},{"id":"hkuds-cli-anything--manage-zotero-citations-with-an-agent","t":"Have an agent manage Zotero library items and citations","s":"Let an agent handle Zotero collections and citations through a CLI built for the Zotero desktop app.","w":"A researcher or student writing a paper who wants an agent to organize references and pull citations from Zotero.","o":"The agent lists or updates Zotero collections and returns citation text the user can paste into a draft.","c":"Software and DevOps","r":"HKUDS/CLI-Anything","rt":"CLI Anything","rs":"hkuds-cli-anything","u":"/use-cases/hkuds-cli-anything/manage-zotero-citations-with-an-agent/","b":false,"f":false,"sc":0.7},{"id":"howseen-ai-claude-motion-design--make-branded-motion-video-from-brief","t":"Make a motion design video from a brief in Claude Code","s":"Turn brand facts and a short brief into a beat-synced motion design film, built in code by Claude Code.","w":"A founder or marketer at a small software company who needs a launch video for a product page or social post and has no video editor or budget for one.","o":"A rendered MP4 with music and sound effects cut to the beat, where each scene is code that can be changed with a follow-up request.","c":"Content","r":"howseen-ai/claude-motion-design","rt":"Claude Motion Design","rs":"howseen-ai-claude-motion-design","u":"/use-cases/howseen-ai-claude-motion-design/make-branded-motion-video-from-brief/","b":true,"f":false,"sc":1.0},{"id":"howseen-ai-claude-motion-design--run-howseen-example-film-locally","t":"Run the Howseen example film locally and re-render it","s":"Render the included Howseen launch film from its source to learn how the skill is structured before you change it.","w":"A developer who wants a working reference project before adapting the skill to their own product video.","o":"A local copy of the 24 second launch film rendered at 60 fps with its music and sound effects, plus a stills sheet to review.","c":"Content","r":"howseen-ai/claude-motion-design","rt":"Claude Motion Design","rs":"howseen-ai-claude-motion-design","u":"/use-cases/howseen-ai-claude-motion-design/run-howseen-example-film-locally/","b":false,"f":false,"sc":0.9},{"id":"howseen-ai-claude-motion-design--remake-launch-video-frame-locked-for-brand","t":"Remake a launch video frame by frame for your brand","s":"Rebuild a reference launch video shot by shot in your own brand, with a side-by-side compare against the original.","w":"A marketer who has seen a launch video they want to match in pacing and structure, but needs their own product, brand and sound.","o":"A frame-locked remake for your brand plus an encoded split-screen that shows the original next to the new copy, with a stacked sync check.","c":"Content","r":"howseen-ai/claude-motion-design","rt":"Claude Motion Design","rs":"howseen-ai-claude-motion-design","u":"/use-cases/howseen-ai-claude-motion-design/remake-launch-video-frame-locked-for-brand/","b":false,"f":false,"sc":0.8},{"id":"hoylon-peerbridge-mcp--run-provider-free-coordination-demo","t":"Run the provider-free coordination demo","s":"Run the synthetic demo and check the receipt for writer lease, quorum, and audit results.","w":"A maintainer or evaluator who wants proof that the coordination core blocks overlapping writers before trusting it with real agents.","o":"A public receipt showing an overlapping second writer was rejected, two reviewers met quorum, completion rehashed the artifact, and the audit chain verified.","c":"Software and DevOps","r":"Hoylon/peerbridge-mcp","rt":"Peerbridge MCP","rs":"hoylon-peerbridge-mcp","u":"/use-cases/hoylon-peerbridge-mcp/run-provider-free-coordination-demo/","b":true,"f":false,"sc":1.0},{"id":"hoylon-peerbridge-mcp--run-implement-and-review-from-windows-app","t":"Run Implement and Review on one repo from the Windows app","s":"Use the portable Windows build to have one agent write in a worktree while another reviews.","w":"A developer on Windows with Codex or Claude Code installed who wants a second agent to review changes before accepting them.","o":"One agent writes inside an approved isolated Git worktree, a peer reviews the source, and the Trust Timeline shows whether the evidence is still current.","c":"Software and DevOps","r":"Hoylon/peerbridge-mcp","rt":"Peerbridge MCP","rs":"hoylon-peerbridge-mcp","u":"/use-cases/hoylon-peerbridge-mcp/run-implement-and-review-from-windows-app/","b":false,"f":false,"sc":0.9},{"id":"hoylon-peerbridge-mcp--continue-earlier-agent-conversation-in-new-room","t":"Continue an earlier agent conversation in a writable room","s":"Import a Codex or Claude Code history and continue it in a normal room without changing the source.","w":"A developer who had useful work in a past Codex or Claude Code session and wants to resume it inside a governed multi-agent room.","o":"A new writable room that carries a bounded source-conversation ID and a SHA-bound context message, while the imported source room stays immutable.","c":"Software and DevOps","r":"Hoylon/peerbridge-mcp","rt":"Peerbridge MCP","rs":"hoylon-peerbridge-mcp","u":"/use-cases/hoylon-peerbridge-mcp/continue-earlier-agent-conversation-in-new-room/","b":false,"f":false,"sc":0.8},{"id":"hoylon-peerbridge-mcp--keep-approved-project-decisions-in-memory-ledger","t":"Keep approved project decisions in a source-bound memory ledger","s":"Save room decisions as memory records that stay tied to their source evidence.","w":"A team lead running several agents over weeks who needs decisions to persist without silently merging unverified notes into project context.","o":"Memory records at Private, Room, or Project scope, each SHA-bound to its explicit source evidence, with Project records requiring human approval.","c":"Software and DevOps","r":"Hoylon/peerbridge-mcp","rt":"Peerbridge MCP","rs":"hoylon-peerbridge-mcp","u":"/use-cases/hoylon-peerbridge-mcp/keep-approved-project-decisions-in-memory-ledger/","b":false,"f":false,"sc":0.7},{"id":"hsandhu-mobilecode--preview-react-native-app-on-ios-and-android","t":"Preview a React Native app on iOS and Android at once","s":"Run one React Native project on both simulators from a single MobileCode session.","w":"A mobile developer on a Mac with a React Native or Expo app who wants to see iOS and Android builds side by side while coding.","o":"Both platforms run the same project in the device pane, with one shared Metro server.","c":"Software and DevOps","r":"hsandhu/mobilecode","rt":"Mobilecode","rs":"hsandhu-mobilecode","u":"/use-cases/hsandhu-mobilecode/preview-react-native-app-on-ios-and-android/","b":true,"f":false,"sc":1.0},{"id":"hsandhu-mobilecode--let-agent-fix-failing-mobile-build","t":"Let an agent fix a failing mobile build on its own","s":"The device_run tool builds, launches, reads the error, and retries the fix.","w":"A developer whose native iOS or Android build keeps failing and who wants the agent to read the compiler or Gradle output and correct the code without copied logs.","o":"The agent runs the app, reads the first build error and log tail, edits the code, and reruns until the app launches or it reports the blocker.","c":"Software and DevOps","r":"hsandhu/mobilecode","rt":"Mobilecode","rs":"hsandhu-mobilecode","u":"/use-cases/hsandhu-mobilecode/let-agent-fix-failing-mobile-build/","b":false,"f":false,"sc":0.9},{"id":"hsandhu-mobilecode--run-mobilecode-from-source-for-development","t":"Run MobileCode from source to change it","s":"Clone the repo, install with Bun, and run the backend, web UI, or desktop app.","w":"A developer who wants to modify MobileCode itself or test changes to its mobile preview features before using a release build.","o":"A local backend and web UI run from source, and you can run the typecheck and tests before sending a change.","c":"Software and DevOps","r":"hsandhu/mobilecode","rt":"Mobilecode","rs":"hsandhu-mobilecode","u":"/use-cases/hsandhu-mobilecode/run-mobilecode-from-source-for-development/","b":false,"f":false,"sc":0.8},{"id":"humanfia-humanize--run-one-shot-agent-flow-from-shell","t":"Run a one-off agent flow from your shell","s":"Send one question or task to a chat flow and get the agent's answer in your terminal.","w":"A developer in a terminal who wants a quick answer about a repository from a coding agent they already pay for.","o":"A single command runs the chat flow with a chosen agent and prints the response to the shell.","c":"Software and DevOps","r":"humanfia/humanize","rt":"Humanize","rs":"humanfia-humanize","u":"/use-cases/humanfia-humanize/run-one-shot-agent-flow-from-shell/","b":true,"f":false,"sc":1.0},{"id":"humanfia-humanize--monitor-all-epics-in-browser","t":"Watch every epic on your machine in a browser","s":"Open one local web view that lists all epics on this machine.","w":"A developer running several agent flows at once who wants one place to check their status.","o":"A browser window shows every epic on the machine, so you can see them together.","c":"Software and DevOps","r":"humanfia/humanize","rt":"Humanize","rs":"humanfia-humanize","u":"/use-cases/humanfia-humanize/monitor-all-epics-in-browser/","b":false,"f":false,"sc":0.9},{"id":"humanfia-humanize--try-humanize-without-installing","t":"Try the terminal interface without installing","s":"Run the latest hmz release from uv's cache to test the terminal interface first.","w":"A developer evaluating Humanize who does not want to install a tool permanently yet.","o":"The terminal interface opens in a repository from a cached copy, and the permanent install stays optional.","c":"Software and DevOps","r":"humanfia/humanize","rt":"Humanize","rs":"humanfia-humanize","u":"/use-cases/humanfia-humanize/try-humanize-without-installing/","b":false,"f":false,"sc":0.8},{"id":"hybirdss-hycli--prepare-website-cli","t":"Turn a website into a typed CLI in one command","s":"Point Hycli at a site and a goal to get its reads, writes, and workflows as CLI subcommands.","w":"A developer who wants scripted access to a website and does not want to write a client by hand.","o":"A list of prepared reads, writes, and multi-step workflows you can run from the terminal, with read actions ready to run.","c":"Software and DevOps","r":"Hybirdss/Hycli","rt":"Hycli","rs":"hybirdss-hycli","u":"/use-cases/hybirdss-hycli/prepare-website-cli/","b":true,"f":false,"sc":1.0},{"id":"hybirdss-hycli--agent-drafts-post-with-write-gate","t":"Let an AI agent draft a post with write approval","s":"Connect Claude Code, Cursor, or Codex to a site and enable writes once for that CLI.","w":"A content writer or marketer who wants an AI assistant to draft posts on a site they already use.","o":"A draft created on the site only after you approved write actions for that CLI.","c":"Software and DevOps","r":"Hybirdss/Hycli","rt":"Hycli","rs":"hybirdss-hycli","u":"/use-cases/hybirdss-hycli/agent-drafts-post-with-write-gate/","b":false,"f":false,"sc":0.9},{"id":"hybirdss-hycli--check-site-login-health","t":"Check whether a site connection is still signed in","s":"Run a health check without AI that separates signed-out, changed, blocked, and unreachable sites.","w":"A user with several logged-in sites wired into agents who needs to know why an action stopped working.","o":"A status that tells you whether to reconnect your account, repair the spec, or wait.","c":"Software and DevOps","r":"Hybirdss/Hycli","rt":"Hycli","rs":"hybirdss-hycli","u":"/use-cases/hybirdss-hycli/check-site-login-health/","b":false,"f":false,"sc":0.8},{"id":"i12bp8-decomp-wtf--decompile-own-n64-game-with-agent","t":"Decompile your own N64 game with an AI agent","s":"Point your agent at a ROM you own and get C functions that compile to the same bytes.","w":"A retro game owner who wants to read the code of an N64 game they already bought, and who already uses Claude Code, Codex or another supported agent.","o":"A project of C source for the game, where each function that was attempted either matches the ROM byte for byte or scores zero and is not counted.","c":"Games and hobbies","r":"i12bp8/decomp.wtf","rt":"Decomp WTF","rs":"i12bp8-decomp-wtf","u":"/use-cases/i12bp8-decomp-wtf/decompile-own-n64-game-with-agent/","b":true,"f":false,"sc":1.0},{"id":"i12bp8-decomp-wtf--continue-public-decomp-with-agents","t":"Continue a community decomp using your own game copy","s":"Fork a decomp.dev project and let agents match more functions, committed to git for review.","w":"A decompilation contributor who wants to speed up an existing community project for a game they own.","o":"A local decomp-wtf branch with one git commit per match, ready for the contributor to review and optionally send upstream.","c":"Games and hobbies","r":"i12bp8/decomp.wtf","rt":"Decomp WTF","rs":"i12bp8-decomp-wtf","u":"/use-cases/i12bp8-decomp-wtf/continue-public-decomp-with-agents/","b":false,"f":false,"sc":0.9},{"id":"i12bp8-decomp-wtf--link-gamecube-wii-game-to-c-source","t":"Build a GameCube or Wii game from its own C source","s":"Drive files toward linked status so the game rebuilds from C and matches its checksum.","w":"A preservation hobbyist or port researcher with a GameCube or Wii game they own, aiming for a rebuildable base for a native PC port.","o":"Source files that link into the game as they match, with % linked shown next to % matched, and a build that passes the game's checksum.","c":"Games and hobbies","r":"i12bp8/decomp.wtf","rt":"Decomp WTF","rs":"i12bp8-decomp-wtf","u":"/use-cases/i12bp8-decomp-wtf/link-gamecube-wii-game-to-c-source/","b":false,"f":false,"sc":0.8},{"id":"i12bp8-decomp-wtf--hand-write-and-check-function-c","t":"Write one function in C and check it against the ROM","s":"Edit a function in the app, press Ctrl+Enter, and see the judge's diff against the original.","w":"A developer learning decompilation who wants to try writing matching C by hand before letting agents run.","o":"A function whose C either matches byte for byte or shows an instruction diff explaining what differs.","c":"Games and hobbies","r":"i12bp8/decomp.wtf","rt":"Decomp WTF","rs":"i12bp8-decomp-wtf","u":"/use-cases/i12bp8-decomp-wtf/hand-write-and-check-function-c/","b":false,"f":false,"sc":0.7},{"id":"i3t4an-kadath--evolve-agent-for-measurable-goal","t":"Evolve a better agent for a measurable goal","s":"Run several epochs of competing agents on one goal and keep the leader that scores highest on the locked benchmark.","w":"A developer who has one recurring task, such as a repeatable analysis or coding objective, and has found that a single prompt gives uneven results.","o":"A ranked population of agents with per-epoch scores, and a top agent whose prompt, source, and framework were refined through selection under the same benchmark.","c":"Software and DevOps","r":"i3T4AN/KADATH","rt":"KADATH","rs":"i3t4an-kadath","u":"/use-cases/i3t4an-kadath/evolve-agent-for-measurable-goal/","b":true,"f":false,"sc":1.0},{"id":"i3t4an-kadath--audit-agent-output-with-locked-rubric","t":"Score agent output against a locked, auditable rubric","s":"Have the Architect define a weighted rubric, then get evidence-backed scores that the kernel computes, not the agent.","w":"A team lead or reviewer who needs to compare agent work on a repeatable basis and wants the scoring method fixed before any agent runs.","o":"A benchmark with locked hashes, per-agent evidence references, and kernel-computed scores where agent self-scores are ignored.","c":"Software and DevOps","r":"i3T4AN/KADATH","rt":"KADATH","rs":"i3t4an-kadath","u":"/use-cases/i3t4an-kadath/audit-agent-output-with-locked-rubric/","b":false,"f":false,"sc":0.9},{"id":"i3t4an-kadath--delegate-web-research-to-evolved-agents","t":"Run a web research goal with evolved browsing agents","s":"Let an evolved population search the web through local SearXNG and rank answers by a locked benchmark.","w":"A researcher or analyst with a question that needs current public sources, who wants several agents to compete on source quality.","o":"A ranked set of research agents whose answers are graded on evidence from public web sources, with the top agent's sources and workers recorded in its frozen evidence.","c":"Software and DevOps","r":"i3T4AN/KADATH","rt":"KADATH","rs":"i3t4an-kadath","u":"/use-cases/i3t4an-kadath/delegate-web-research-to-evolved-agents/","b":false,"f":false,"sc":0.8},{"id":"iamumeransari-claude-show-your-work--qa-bug-fix-before-after","t":"Show a bug fix as a before and after recording","s":"Have Claude Code record the same Playwright steps on the old and new versions and review them side by side.","w":"A developer or product owner in Claude Code who needs proof that a UI bug fix works before merging it.","o":"The old and new versions play side by side in the chat, with change markers and checks that turn green or red as the video plays.","c":"Software and DevOps","r":"iamumeransari/claude-show-your-work","rt":"Claude Show Your Work","rs":"iamumeransari-claude-show-your-work","u":"/use-cases/iamumeransari-claude-show-your-work/qa-bug-fix-before-after/","b":true,"f":false,"sc":1.0},{"id":"iamumeransari-claude-show-your-work--compare-design-directions-in-chat","t":"Compare several design directions side by side","s":"Ask Claude Code for multiple design options and view them together in the terminal before choosing one.","w":"A designer or founder in Claude Code who wants to pick a homepage or screen direction quickly.","o":"Several concepts appear together in the chat, each new version is kept in History, and you can keep iterating on the chosen one.","c":"Software and DevOps","r":"iamumeransari/claude-show-your-work","rt":"Claude Show Your Work","rs":"iamumeransari-claude-show-your-work","u":"/use-cases/iamumeransari-claude-show-your-work/compare-design-directions-in-chat/","b":false,"f":false,"sc":0.9},{"id":"iamumeransari-claude-show-your-work--review-animation-video-in-terminal","t":"Play a scroll animation or ad video in the chat","s":"Have Claude Code record a video of its work and review it in a player with timestamps inside the terminal.","w":"A web developer or marketer who needs to review an animation, scroll effect or launch video that Claude Code produced.","o":"The recording plays in the chat with scrubbing, skip controls and clickable timestamps for each step.","c":"Software and DevOps","r":"iamumeransari/claude-show-your-work","rt":"Claude Show Your Work","rs":"iamumeransari-claude-show-your-work","u":"/use-cases/iamumeransari-claude-show-your-work/review-animation-video-in-terminal/","b":false,"f":false,"sc":0.8},{"id":"iamumeransari-claude-show-your-work--compare-video-draft-versions","t":"Compare two video drafts side by side in sync","s":"Flip between versions of a video Claude Code made, or play old and new drafts together in one player.","w":"A marketer or creator in Claude Code revising an ad, animation or launch video over several rounds.","o":"Each new cut opens in the same player, and old and new drafts can be compared in sync.","c":"Software and DevOps","r":"iamumeransari/claude-show-your-work","rt":"Claude Show Your Work","rs":"iamumeransari-claude-show-your-work","u":"/use-cases/iamumeransari-claude-show-your-work/compare-video-draft-versions/","b":false,"f":false,"sc":0.7},{"id":"icebird1998-scientific-illustrator--redraw-figure-in-drawio-with-png-preview","t":"Redraw a figure in draw.io and export a 2000 px PNG","s":"Rebuild an uploaded figure on a live draw.io canvas and save an editable .drawio file.","w":"A scientist or illustrator who prefers draw.io and needs a diagram that stays editable and can be exported as a PNG for a paper or poster.","o":"An editable .drawio file saved from the live canvas, plus a PNG preview exported at 2000 px width.","c":"Research","r":"icebird1998/scientific-illustrator","rt":"Scientific Illustrator","rs":"icebird1998-scientific-illustrator","u":"/use-cases/icebird1998-scientific-illustrator/redraw-figure-in-drawio-with-png-preview/","b":true,"f":false,"sc":1.0},{"id":"icebird1998-scientific-illustrator--redraw-figure-as-wps-presentation-working-copy","t":"Redraw a figure in WPS Presentation as an editable PPTX","s":"Build an editable PPTX working copy of a figure in WPS Presentation with checkpoint refreshes.","w":"A user on Windows or macOS whose office software is WPS Presentation and who needs an editable figure in that environment.","o":"An editable PPTX working copy built in WPS, with open, document-open, and refresh checks reported for each region.","c":"Research","r":"icebird1998/scientific-illustrator","rt":"Scientific Illustrator","rs":"icebird1998-scientific-illustrator","u":"/use-cases/icebird1998-scientific-illustrator/redraw-figure-as-wps-presentation-working-copy/","b":false,"f":false,"sc":0.9},{"id":"icebird1998-scientific-illustrator--enable-live-object-drawing-in-mac-powerpoint","t":"Watch figure objects draw live in Mac PowerPoint","s":"Set up the optional Office.js add-in so each object appears in Mac PowerPoint as it is drawn.","w":"A macOS user who wants to watch a figure being built object by object in an open PowerPoint window.","o":"A running Office.js add-in task pane, with powerpoint_officejs_status reporting connected=true, so drawing happens live in PowerPoint.","c":"Research","r":"icebird1998/scientific-illustrator","rt":"Scientific Illustrator","rs":"icebird1998-scientific-illustrator","u":"/use-cases/icebird1998-scientific-illustrator/enable-live-object-drawing-in-mac-powerpoint/","b":false,"f":false,"sc":0.8},{"id":"icesixgod-codex-trajectory--find-slow-steps-in-codex-task","t":"Find where a Codex task spent its time","s":"Break one task's active time into tool, model/token, and unattributed shares to locate slow steps.","w":"A developer whose Codex task took much longer than expected and who wants to know whether tools or model time caused the delay.","o":"A timing breakdown for the selected task showing local/tool execution, estimated model/token time, and unattributed time, with percentages, plus a timeline to locate slow calls.","c":"Software and DevOps","r":"icesixgod/codex-trajectory","rt":"Codex Trajectory","rs":"icesixgod-codex-trajectory","u":"/use-cases/icesixgod-codex-trajectory/find-slow-steps-in-codex-task/","b":true,"f":false,"sc":1.0},{"id":"icesixgod-codex-trajectory--check-token-use-and-cost-of-codex-task","t":"Check token use and estimated cost of a Codex task","s":"Review task and turn token totals, cache usage, and estimated cost in one viewer.","w":"A developer or team lead tracking how much a Codex task consumed before deciding whether to repeat a similar workflow.","o":"Task and turn token totals, cache usage, and an estimated cost for the selected task, plus the latest available local quota sample.","c":"Software and DevOps","r":"icesixgod/codex-trajectory","rt":"Codex Trajectory","rs":"icesixgod-codex-trajectory","u":"/use-cases/icesixgod-codex-trajectory/check-token-use-and-cost-of-codex-task/","b":false,"f":false,"sc":0.9},{"id":"icesixgod-codex-trajectory--debug-failed-tool-calls-in-codex-history","t":"Locate failed and slow tool calls in past Codex runs","s":"Search and filter earlier task history to find failing or slow tool calls and inspect them.","w":"An engineer debugging a Codex run that stalled or failed and who needs the exact event where it went wrong.","o":"The matching event selected in the event ledger, with its duration and execution status visible in the inspector.","c":"Software and DevOps","r":"icesixgod/codex-trajectory","rt":"Codex Trajectory","rs":"icesixgod-codex-trajectory","u":"/use-cases/icesixgod-codex-trajectory/debug-failed-tool-calls-in-codex-history/","b":false,"f":false,"sc":0.8},{"id":"icesixgod-codex-trajectory--agent-reads-codex-trajectory-via-mcp","t":"Let an agent read a task's trajectory through MCP","s":"Have Codex call the trajectory tools to pull a safe structured summary of a specific task.","w":"A developer who wants Codex to review its own earlier task, or another task, without opening the viewer by hand.","o":"A safe trajectory summary for the named task, returned through the MCP tools, that the agent can use to answer questions about what happened.","c":"Software and DevOps","r":"icesixgod/codex-trajectory","rt":"Codex Trajectory","rs":"icesixgod-codex-trajectory","u":"/use-cases/icesixgod-codex-trajectory/agent-reads-codex-trajectory-via-mcp/","b":false,"f":false,"sc":0.7},{"id":"idavidov13-agentic-playwright--green-playwright-suite-in-five-minutes","t":"Get a green Playwright TypeScript suite in under 5 minutes","s":"Scaffold a running Playwright and TypeScript test project and see the smoke test pass before writing any code.","w":"A QA engineer or developer starting a new end-to-end test project who wants a working baseline before adapting it to their own app.","o":"A scaffolded project with dependencies and a browser installed, and a passing smoke test run against the bundled demo application.","c":"Software and DevOps","r":"idavidov13/agentic-playwright","rt":"Agentic Playwright","rs":"idavidov13-agentic-playwright","u":"/use-cases/idavidov13-agentic-playwright/green-playwright-suite-in-five-minutes/","b":true,"f":false,"sc":1.0},{"id":"idavidov13-agentic-playwright--ai-assistant-writes-rule-following-tests","t":"Have an AI assistant write tests that follow team rules","s":"Use the bundled rules and write-time hook so Claude Code or Cursor produces tests in the project's required style.","w":"A developer or QA lead who wants AI assistant output to match team conventions without re-explaining them in every prompt.","o":"A new test file using page objects, Given/When/Then steps, and web-first assertions, with the forbidden patterns blocked by the hook.","c":"Software and DevOps","r":"idavidov13/agentic-playwright","rt":"Agentic Playwright","rs":"idavidov13-agentic-playwright","u":"/use-cases/idavidov13-agentic-playwright/ai-assistant-writes-rule-following-tests/","b":false,"f":false,"sc":0.9},{"id":"idavidov13-agentic-playwright--api-contract-tests-with-zod","t":"Add API contract tests with Zod validation and fixtures","s":"Write API tests using the apiRequest fixture, Zod schema checks, and setup and teardown helper fixtures.","w":"A backend or QA engineer who needs to check that API responses match an expected contract as part of the same test suite.","o":"API tests that call endpoints through the apiRequest fixture, validate responses with Zod schemas, and use helper fixtures for setup and teardown.","c":"Software and DevOps","r":"idavidov13/agentic-playwright","rt":"Agentic Playwright","rs":"idavidov13-agentic-playwright","u":"/use-cases/idavidov13-agentic-playwright/api-contract-tests-with-zod/","b":false,"f":false,"sc":0.8},{"id":"idavidov13-agentic-playwright--map-web-app-flows-with-playwright-cli","t":"Map a web app's flows with playwright-cli before testing","s":"Use playwright-cli to explore a live app, trace its flows, and inspect storage before writing tests.","w":"A QA engineer facing an unfamiliar web application who needs to learn its screens and flows before writing test cases.","o":"A captured view of the app's UI, navigation, and storage state that you can use to plan page objects and test cases.","c":"Software and DevOps","r":"idavidov13/agentic-playwright","rt":"Agentic Playwright","rs":"idavidov13-agentic-playwright","u":"/use-cases/idavidov13-agentic-playwright/map-web-app-flows-with-playwright-cli/","b":false,"f":false,"sc":0.7},{"id":"idavidov13-agentic-playwright--block-bad-commits-with-drift-checks","t":"Block bad commits with lint and version drift checks","s":"Run the bundled lint, skill drift, and version checks so broken rules or mismatched versions never get committed.","w":"A team lead or maintainer who keeps a shared test scaffold and wants consistent rules across contributors.","o":"Clear pass or fail results from the drift and version checks, run locally before a commit or in CI.","c":"Software and DevOps","r":"idavidov13/agentic-playwright","rt":"Agentic Playwright","rs":"idavidov13-agentic-playwright","u":"/use-cases/idavidov13-agentic-playwright/block-bad-commits-with-drift-checks/","b":false,"f":false,"sc":0.6},{"id":"imbad0202-academic-research-skills--plan-paper-structure-socratic","t":"Map a paper's chapter structure through guided dialogue","s":"Use the /ars-plan skill to turn a rough paper idea into a chapter outline through Socratic questions.","w":"A researcher who has a paper idea or data but no clear section plan yet and wants questions that force clear thinking about the argument.","o":"A chapter-by-chapter paper structure that you have reviewed and confirmed, built from your own answers.","c":"Research","r":"Imbad0202/academic-research-skills","rt":"Academic Research Skills","rs":"imbad0202-academic-research-skills","u":"/use-cases/imbad0202-academic-research-skills/plan-paper-structure-socratic/","b":true,"f":false,"sc":1.0},{"id":"imbad0202-academic-research-skills--one-shot-literature-review","t":"Produce a literature review on a topic in one command","s":"Run /ars-lit-review on a topic to get a single-shot literature review draft from the Deep Research skills.","w":"A researcher starting work in a new area who needs an initial survey of sources before deciding on a research question.","o":"A literature review draft on your topic, with citations the Deep Research skills verify against the Semantic Scholar API, which you then check yourself.","c":"Research","r":"Imbad0202/academic-research-skills","rt":"Academic Research Skills","rs":"imbad0202-academic-research-skills","u":"/use-cases/imbad0202-academic-research-skills/one-shot-literature-review/","b":false,"f":false,"sc":0.9},{"id":"imbad0202-academic-research-skills--import-ars-skills-into-claude-science","t":"Import the five ARS skills into Claude Science","s":"Load the research, writing, review and pipeline skills into Claude Science from the GitHub repo.","w":"A researcher who uses Claude Science rather than Claude Code and wants the ARS research and writing methods available there.","o":"The five ARS skills appear in your Claude Science skills list as a snapshot of the current release.","c":"Research","r":"Imbad0202/academic-research-skills","rt":"Academic Research Skills","rs":"imbad0202-academic-research-skills","u":"/use-cases/imbad0202-academic-research-skills/import-ars-skills-into-claude-science/","b":false,"f":false,"sc":0.8},{"id":"imbad0202-academic-research-skills--peer-review-draft-before-submission","t":"Get a multi-reviewer critique of a draft before submission","s":"Use the Academic Paper Reviewer skills to get several simulated reviewer perspectives on a draft manuscript.","w":"An author preparing a manuscript for a journal or conference who wants critiques from several angles before sending it out.","o":"A set of reviewer-style critiques with evidence-anchored judgements, plus a read-only review that leaves your draft unchanged.","c":"Research","r":"Imbad0202/academic-research-skills","rt":"Academic Research Skills","rs":"imbad0202-academic-research-skills","u":"/use-cases/imbad0202-academic-research-skills/peer-review-draft-before-submission/","b":false,"f":false,"sc":0.7},{"id":"infermatrixlab-vllm-rlt--serve-looped-model-openai-endpoint","t":"Serve a looped model behind an OpenAI-style endpoint","s":"Host Ouro-1.4B or another supported checkpoint so apps can call a streaming completions API.","w":"Backend engineer who needs a self-hosted text generation endpoint for an internal app and has an NVIDIA GPU host.","o":"A running server that answers completions requests with streamed tokens, reachable from any client that speaks the OpenAI completions format.","c":"Software and DevOps","r":"InferMatrixLab/vllm-rlt","rt":"vLLM RLT","rs":"infermatrixlab-vllm-rlt","u":"/use-cases/infermatrixlab-vllm-rlt/serve-looped-model-openai-endpoint/","b":true,"f":false,"sc":1.0},{"id":"infermatrixlab-vllm-rlt--compare-fixed-depth-vs-early-exit","t":"Compare fixed-depth and early-exit decoding on Ouro","s":"Measure how loop depth settings change Ouro-1.4B outputs for a chosen set of prompts.","w":"Research engineer studying adaptive computation in looped transformers who needs side-by-side runs on the same prompts.","o":"A small table of outputs and loop-depth behavior for fixed-depth and adaptive exit runs, plus a note on where the results differ.","c":"Software and DevOps","r":"InferMatrixLab/vllm-rlt","rt":"vLLM RLT","rs":"infermatrixlab-vllm-rlt","u":"/use-cases/infermatrixlab-vllm-rlt/compare-fixed-depth-vs-early-exit/","b":false,"f":false,"sc":0.9},{"id":"infermatrixlab-vllm-rlt--run-offline-batch-generation","t":"Generate text for a prompt list offline in Python","s":"Run many prompts through a supported checkpoint in one Python script without starting a server.","w":"Data engineer who needs to generate text for a fixed list of prompts as part of a batch job on a GPU host.","o":"A script that writes one generated output per input prompt to a file, using the offline Python API.","c":"Software and DevOps","r":"InferMatrixLab/vllm-rlt","rt":"vLLM RLT","rs":"infermatrixlab-vllm-rlt","u":"/use-cases/infermatrixlab-vllm-rlt/run-offline-batch-generation/","b":false,"f":false,"sc":0.8},{"id":"infermatrixlab-vllm-rlt--benchmark-serving-on-own-gpus","t":"Benchmark depth-aware serving on your own GPUs","s":"Reproduce the published baseline protocol on your hardware before choosing a serving layout.","w":"Infrastructure lead deciding whether to run one replica or split prefill and decode pools across several GPUs on one host.","o":"A short report comparing throughput and latency for your GPU setup against the recorded baselines, with the workload described.","c":"Software and DevOps","r":"InferMatrixLab/vllm-rlt","rt":"vLLM RLT","rs":"infermatrixlab-vllm-rlt","u":"/use-cases/infermatrixlab-vllm-rlt/benchmark-serving-on-own-gpus/","b":false,"f":false,"sc":0.7},{"id":"inikolax-remiqora--song-from-one-phrase","t":"Turn one phrase into a finished song track","s":"Describe a song in one sentence and let a local assistant write the prompt for ACE-Step, YuE2 or Stable Audio 3.","w":"A songwriter or hobbyist with an idea but no prompt-writing skills, who wants a first demo quickly on their own machine.","o":"A generated track named after the idea, with an editable prompt you can refine and regenerate.","c":"Content","r":"inikolax/remiqora","rt":"Remiqora","rs":"inikolax-remiqora","u":"/use-cases/inikolax-remiqora/song-from-one-phrase/","b":true,"f":false,"sc":1.0},{"id":"inikolax-remiqora--build-song-part-by-part","t":"Build a full arrangement part by part with the AI arranger","s":"Add drums, bass, strings or a new section to a track in the DAW instead of re-rolling the whole song.","w":"A producer with a rough track who wants to fill in missing parts while keeping the existing groove, tempo and key.","o":"New parts that fit the tempo and key of your lanes, each delivered as a variant on its own lane for you to choose from.","c":"Content","r":"inikolax/remiqora","rt":"Remiqora","rs":"inikolax-remiqora","u":"/use-cases/inikolax-remiqora/build-song-part-by-part/","b":false,"f":false,"sc":0.9},{"id":"inikolax-remiqora--remix-stems-in-multitrack-daw","t":"Split a track into stems and remix them in the DAW","s":"Separate any saved track into vocals, drums, bass and other, then rearrange and export them in the timeline editor.","w":"A remixer or home producer with a finished mix who wants to rebuild it from isolated parts.","o":"Four isolated stems in a ready-made DAW project, mixed down with effects and exported as WAV or MP3, or as stems for your own DAW.","c":"Content","r":"inikolax/remiqora","rt":"Remiqora","rs":"inikolax-remiqora","u":"/use-cases/inikolax-remiqora/remix-stems-in-multitrack-daw/","b":false,"f":false,"sc":0.8},{"id":"inikolax-remiqora--transcribe-melody-to-midi","t":"Transcribe a track or stem into MIDI notes","s":"Convert a full mix or a single separated stem into MIDI with a built-in piano roll and .mid download.","w":"A musician who wants editable notes from an existing recording to rework in a notation or MIDI tool.","o":"A MIDI file with a note count and BPM readout, previewed in the built-in synth player and piano roll.","c":"Content","r":"inikolax/remiqora","rt":"Remiqora","rs":"inikolax-remiqora","u":"/use-cases/inikolax-remiqora/transcribe-melody-to-midi/","b":false,"f":false,"sc":0.7},{"id":"inikolax-remiqora--train-lora-on-own-tracks","t":"Fine-tune an ACE-Step LoRA on your own tracks","s":"Upload audio, auto-label it, review the labels, train a LoRA adapter and use it on the generation form.","w":"A producer who wants ACE-Step to generate in a consistent style or with a specific voice from their own recordings.","o":"A LoRA adapter added to the LoRA list on the ACE-Step form, with live training progress and a TensorBoard link.","c":"Content","r":"inikolax/remiqora","rt":"Remiqora","rs":"inikolax-remiqora","u":"/use-cases/inikolax-remiqora/train-lora-on-own-tracks/","b":false,"f":false,"sc":0.6},{"id":"inikolax-remiqora--generate-sound-effects-and-samples","t":"Generate sound effects and loops for a sample library","s":"Describe a sound or an instrumental loop and use Stable Audio 3 to create one-shots, loops or textures for your tracks.","w":"A sound designer or producer who needs quick, original sound effects or loops that match a project tempo.","o":"One-shots, loops at the project tempo or textures, auditioned in the editor and dropped onto a track.","c":"Content","r":"inikolax/remiqora","rt":"Remiqora","rs":"inikolax-remiqora","u":"/use-cases/inikolax-remiqora/generate-sound-effects-and-samples/","b":false,"f":false,"sc":0.5},{"id":"init-co-jp-diff-tour--learn-why-a-branch-change-is-written-that-way","t":"Learn why a branch change is written that way","s":"Step through a git branch as a guided tour that explains intent, risks and what to check.","w":"A developer who inherited a branch, or got one from an AI coding agent, and needs to understand the reasons behind the code before changing it.","o":"A step-by-step tour of the branch with the change's purpose, the files to read next, and questions to predict before the answers appear.","c":"Software and DevOps","r":"init-co-jp/diff-tour","rt":"Diff Tour","rs":"init-co-jp-diff-tour","u":"/use-cases/init-co-jp-diff-tour/learn-why-a-branch-change-is-written-that-way/","b":true,"f":false,"sc":1.0},{"id":"init-co-jp-diff-tour--tour-uncommitted-changes-before-you-commit","t":"Tour uncommitted changes before you commit them","s":"Read your own uncommitted work as a guided tour to catch risks before others review it.","w":"A developer or AI-assisted coder who has edited files and wants a second read on the change before it is committed.","o":"A tour of the uncommitted change, including untracked files that are not ignored, showing what to fix and what is fine.","c":"Software and DevOps","r":"init-co-jp/diff-tour","rt":"Diff Tour","rs":"init-co-jp-diff-tour","u":"/use-cases/init-co-jp-diff-tour/tour-uncommitted-changes-before-you-commit/","b":false,"f":false,"sc":0.9},{"id":"init-co-jp-diff-tour--reopen-a-saved-tour-without-waiting","t":"Reopen a saved tour without waiting for the LLM again","s":"Return to a change you toured earlier and open its saved tour instantly.","w":"A reviewer who stepped away from a branch and wants to pick up the same tour later without paying the wait again.","o":"The saved tour for the change opens right away, and you can keep stepping through it where you left off.","c":"Software and DevOps","r":"init-co-jp/diff-tour","rt":"Diff Tour","rs":"init-co-jp-diff-tour","u":"/use-cases/init-co-jp-diff-tour/reopen-a-saved-tour-without-waiting/","b":false,"f":false,"sc":0.8},{"id":"inkloom-art-inkloom--audit-security-and-data-claims","t":"Audit the security and data-handling claims in the source","s":"Check the published engineering against the security and data claims Inkloom makes before trusting it with account data.","w":"A security reviewer or engineering lead evaluating Inkloom before creating an account or sharing user data with the service.","o":"A short written assessment of which claims the source supports, which it does not show, and any gap to report privately.","c":"Software and DevOps","r":"Inkloom-art/inkloom","rt":"Inkloom","rs":"inkloom-art-inkloom","u":"/use-cases/inkloom-art-inkloom/audit-security-and-data-claims/","b":true,"f":false,"sc":1.0},{"id":"inkloom-art-inkloom--design-a-concurrent-redemption-test","t":"Model a race-safe code redemption test on the published one","s":"Use the 25-way simultaneous redemption test as a pattern for testing your own voucher or credit system.","w":"A developer building a promo code, voucher or credit ledger who needs to prove that a code cannot be spent twice under load.","o":"A test plan with the same three checks: one redemption, one ledger entry and one balance after parallel attempts.","c":"Software and DevOps","r":"Inkloom-art/inkloom","rt":"Inkloom","rs":"inkloom-art-inkloom","u":"/use-cases/inkloom-art-inkloom/design-a-concurrent-redemption-test/","b":false,"f":false,"sc":0.9},{"id":"inkloom-art-inkloom--check-early-access-and-credits-today","t":"Check what early access does today before signing up","s":"Create an account and redeem a code to see the current state: credits are reserved, and generation is not live.","w":"A designer or founder who wants logo generation and needs to know whether the product can produce a logo yet.","o":"A clear view of what the early access account can do now, so you can decide whether to wait.","c":"Software and DevOps","r":"Inkloom-art/inkloom","rt":"Inkloom","rs":"inkloom-art-inkloom","u":"/use-cases/inkloom-art-inkloom/check-early-access-and-credits-today/","b":false,"f":false,"sc":0.8},{"id":"inkloom-art-inkloom--compare-platform-stack-with-your-own","t":"Compare the Workers, Postgres and React Router setup with yours","s":"Review how Inkloom serves its app and API from one origin and gates database migrations, to inform your own stack.","w":"A platform engineer running a small web service on Cloudflare Workers and Postgres who wants a second reference for account and deployment design.","o":"A list of design choices you could adopt or reject, with the file each choice lives in.","c":"Software and DevOps","r":"Inkloom-art/inkloom","rt":"Inkloom","rs":"inkloom-art-inkloom","u":"/use-cases/inkloom-art-inkloom/compare-platform-stack-with-your-own/","b":false,"f":false,"sc":0.7},{"id":"innate-labs-noobi-ai--prompt-to-playable-web-game","t":"Turn a game idea into a playable Web game","s":"Describe a game in plain language and get a reviewed, playable local Web project.","w":"A hobbyist or indie maker on a macOS laptop who wants a quick playable prototype from one idea and has no game engine set up.","o":"A standalone Web project in your own local workspace that has passed review, build and automated playtest checks.","c":"Games and hobbies","r":"Innate-Labs/Noobi.ai","rt":"Noobi AI","rs":"innate-labs-noobi-ai","u":"/use-cases/innate-labs-noobi-ai/prompt-to-playable-web-game/","b":true,"f":false,"sc":1.0},{"id":"innate-labs-noobi-ai--godot-game-with-engine-checks","t":"Build a Godot 4 game with engine checks","s":"Have Noobi AI build a Godot 4 project, then import, validate and export it through the host.","w":"A game developer who already uses Godot 4 and wants the Agent to scaffold and check a Godot project.","o":"A Godot 4 workspace that the host has imported, validated and exported to a Web build, with the result visible in the workbench.","c":"Games and hobbies","r":"Innate-Labs/Noobi.ai","rt":"Noobi AI","rs":"innate-labs-noobi-ai","u":"/use-cases/innate-labs-noobi-ai/godot-game-with-engine-checks/","b":false,"f":false,"sc":0.9},{"id":"innate-labs-noobi-ai--add-media-provider-adapter","t":"Add a custom media provider to the pipeline","s":"Wire your own REST image, audio or 3D provider into Noobi AI through its provider store and service.","w":"A developer who has a generation API for images, audio or 3D models and wants Noobi AI to call it for game assets.","o":"A forked Noobi AI build where your provider is a configured route, with its generated assets passing through the existing asset validation.","c":"Games and hobbies","r":"Innate-Labs/Noobi.ai","rt":"Noobi AI","rs":"innate-labs-noobi-ai","u":"/use-cases/innate-labs-noobi-ai/add-media-provider-adapter/","b":false,"f":false,"sc":0.8},{"id":"innate-labs-noobi-ai--study-review-gated-agent-loop","t":"Study a review-gated agent loop with repair rounds","s":"Read how Noobi AI bounds agents with read-only roles, three repair rounds and a host proof gate.","w":"An AI engineer designing a multi-agent coding workflow who needs a working example of bounded review and repair.","o":"A clear map of the Planner, Implementer, Reviewer and repair roles, and the host checks that decide completion, ready to reuse as a pattern.","c":"Games and hobbies","r":"Innate-Labs/Noobi.ai","rt":"Noobi AI","rs":"innate-labs-noobi-ai","u":"/use-cases/innate-labs-noobi-ai/study-review-gated-agent-loop/","b":false,"f":false,"sc":0.7},{"id":"innei-lody-ios--install-lody-ios-beta-on-iphone","t":"Install the Lody iOS beta on iPhone to use Lody on mobile","s":"Get the current TestFlight build of the independent Lody iOS client on your iPhone.","w":"An iPhone user who already uses Lody on a computer and wants chat and session access on the go.","o":"The current Lody iOS beta build is installed on the iPhone through TestFlight and can connect to your Lody sessions.","c":"Software and DevOps","r":"Innei/lody-ios","rt":"Lody iOS","rs":"innei-lody-ios","u":"/use-cases/innei-lody-ios/install-lody-ios-beta-on-iphone/","b":true,"f":false,"sc":1.0},{"id":"innei-lody-ios--review-agent-file-changes-on-phone","t":"Review what a coding agent changed, file by file, from iPhone","s":"Check per-turn file changes and word-level diffs from a coding agent while away from the computer.","w":"A developer who runs a coding agent on a Mac or server and needs to review its edits from a phone.","o":"The user sees a summary of file changes for each conversation turn and can open the diff for any modified file.","c":"Software and DevOps","r":"Innei/lody-ios","rt":"Lody iOS","rs":"innei-lody-ios","u":"/use-cases/innei-lody-ios/review-agent-file-changes-on-phone/","b":false,"f":false,"sc":0.9},{"id":"innei-lody-ios--preview-local-dev-server-from-phone","t":"Open a local dev server running on your Mac from your iPhone","s":"Use the Preview Chip to open a dev server an agent started, through the Lody Quick Tunnel.","w":"A developer whose coding agent started a local dev server on a Mac and who wants to see the result on the phone.","o":"The user opens the dev server from the phone through a short-lived tunnel link, and can copy the link, open it in Safari, or stop sharing.","c":"Software and DevOps","r":"Innei/lody-ios","rt":"Lody iOS","rs":"innei-lody-ios","u":"/use-cases/innei-lody-ios/preview-local-dev-server-from-phone/","b":false,"f":false,"sc":0.8},{"id":"innei-lody-ios--import-agent-conversations-from-computer","t":"Import agent conversation history from your computer into Lody iOS","s":"Pull chosen local agent conversations into the iPhone app from Settings, with manual confirmation.","w":"A developer who has past agent conversations on a computer and wants them available on the phone.","o":"The user selects conversations to import, confirms any conflict replacement, and keeps partial progress from batched imports.","c":"Software and DevOps","r":"Innei/lody-ios","rt":"Lody iOS","rs":"innei-lody-ios","u":"/use-cases/innei-lody-ios/import-agent-conversations-from-computer/","b":false,"f":false,"sc":0.7},{"id":"innei-lody-ios--build-lody-ios-from-source","t":"Build the Lody iOS client from source for local development","s":"Clone the monorepo, install JavaScript and CocoaPods tooling, and prepare an iOS build.","w":"A developer who wants to read, test, or change the Swift and React Native client code.","o":"The repository is cloned, JavaScript dependencies are installed, and the CocoaPods toolchain is installed into apps/mobile/vendor/bundle.","c":"Software and DevOps","r":"Innei/lody-ios","rt":"Lody iOS","rs":"innei-lody-ios","u":"/use-cases/innei-lody-ios/build-lody-ios-from-source/","b":false,"f":false,"sc":0.6},{"id":"insane0777-awwwards-mcp--brief-landing-page-from-award-winners","t":"Build a landing page from shortlisted award-winning references","s":"Turn 2 to 5 Awwwards sites into a cited design brief your agent can build from.","w":"A solo developer or designer starting a new marketing page who wants a visual direction backed by real award-winning sites.","o":"A Markdown direction and versioned JSON brief that cite the shared signals and outliers across the chosen sites, which the agent uses as its build spec.","c":"Software and DevOps","r":"INSANE0777/Awwwards-mcp","rt":"Awwwards MCP","rs":"insane0777-awwwards-mcp","u":"/use-cases/insane0777-awwwards-mcp/brief-landing-page-from-award-winners/","b":true,"f":false,"sc":1.0},{"id":"insane0777-awwwards-mcp--score-build-against-reference-site","t":"Score your build against a reference site and fix the gaps","s":"Band-map your page and diff its motion against a reference, then iterate to a passing score.","w":"A frontend developer who has a draft page and needs an objective check that it matches the structure and motion of a chosen reference.","o":"A 0 to 100 score with a pass, warn, or fail verdict and evidence lines, plus a list of band and motion differences to fix.","c":"Software and DevOps","r":"INSANE0777/Awwwards-mcp","rt":"Awwwards MCP","rs":"insane0777-awwwards-mcp","u":"/use-cases/insane0777-awwwards-mcp/score-build-against-reference-site/","b":false,"f":false,"sc":0.9},{"id":"insane0777-awwwards-mcp--rebuild-scroll-animations-as-gsap-stub","t":"Turn a site's scroll animations into a runnable GSAP stub","s":"Census a live page's scroll motion and generate a single-file GSAP ScrollTrigger starting point.","w":"A front-end developer who wants to recreate a scroll-driven effect they saw on a reference site and needs a starting timeline instead of reverse-engineering it by hand.","o":"A per-element scroll census and a single-file GSAP plus ScrollTrigger stub with one timeline per animation and a reduced-motion guard.","c":"Software and DevOps","r":"INSANE0777/Awwwards-mcp","rt":"Awwwards MCP","rs":"insane0777-awwwards-mcp","u":"/use-cases/insane0777-awwwards-mcp/rebuild-scroll-animations-as-gsap-stub/","b":false,"f":false,"sc":0.8},{"id":"insane0777-awwwards-mcp--watch-studios-for-new-award-winners","t":"Get alerts when new award winners match your watched studios or tags","s":"Poll new winners and watch studios or tags, then report only what changed since the last check.","w":"A designer or agency lead who tracks specific studios or design tags and wants fresh references without browsing the Awwwards listing every day.","o":"A list of new winners and per-watch NEW deltas, with each new winner's elements made searchable immediately.","c":"Software and DevOps","r":"INSANE0777/Awwwards-mcp","rt":"Awwwards MCP","rs":"insane0777-awwwards-mcp","u":"/use-cases/insane0777-awwwards-mcp/watch-studios-for-new-award-winners/","b":false,"f":false,"sc":0.7},{"id":"isas1-skills--short-plain-explanation-in-chat","t":"Get a short plain-language explanation in chat","s":"Ask for a brief ELI5-style answer in chat, with no file written.","w":"Someone who needs to grasp a technical term or a piece of AI output quickly and does not want a long answer.","o":"A short plain-language answer in the chat window, with no file created.","c":"Work and operations","r":"isas1/skills","rt":"Skills","rs":"isas1-skills","u":"/use-cases/isas1-skills/short-plain-explanation-in-chat/","b":true,"f":false,"sc":1.0},{"id":"isas1-skills--work-tree-into-html-summary-page","t":"Turn a repo's current work into one HTML summary page","s":"Build one self-contained HTML page that summarises a branch or work tree, ready to view or send.","w":"A developer or reviewer who needs to show a branch's changes to someone else without making them read the diff.","o":"One HTML file that opens in a browser and survives Print to PDF.","c":"Work and operations","r":"isas1/skills","rt":"Skills","rs":"isas1-skills","u":"/use-cases/isas1-skills/work-tree-into-html-summary-page/","b":false,"f":false,"sc":0.9},{"id":"isas1-skills--accessible-summary-page-for-adhd-or-dyslexia","t":"Make a summary page accessible for ADHD or dyslexia readers","s":"Add the accessible mode to a summary page so readers get the same facts with less visual load.","w":"A team lead sharing a status page with colleagues who need an accessible format.","o":"An accessible HTML page with the same facts, status repeated top and bottom, literal headings, colour-coded state and no motion.","c":"Work and operations","r":"isas1/skills","rt":"Skills","rs":"isas1-skills","u":"/use-cases/isas1-skills/accessible-summary-page-for-adhd-or-dyslexia/","b":false,"f":false,"sc":0.8},{"id":"itsmostafa-system-one-connector--triage-tickets-by-urgency-and-team","t":"Triage support tickets by urgency and owning team","s":"Have an agent score each ticket for urgency and pick the owning team with probabilities.","w":"A support lead or support engineer whose agent receives incoming tickets and needs to route them without reading each one.","o":"Each ticket gets a yes/no urgency probability and a team choice with per-team probabilities that the agent can compare against a threshold.","c":"Software and DevOps","r":"itsmostafa/system-one-connector","rt":"System One Connector","rs":"itsmostafa-system-one-connector","u":"/use-cases/itsmostafa-system-one-connector/triage-tickets-by-urgency-and-team/","b":true,"f":false,"sc":1.0},{"id":"itsmostafa-system-one-connector--batch-classify-records-with-items","t":"Classify a dataset of records in one call","s":"Pass up to 500 records as items and ask the same questions of each one.","w":"A data analyst or ops engineer with a spreadsheet or export of customer messages, feedback or logs to label.","o":"Each record returns its own answers, and a failure on one record does not stop the rest from completing.","c":"Software and DevOps","r":"itsmostafa/system-one-connector","rt":"System One Connector","rs":"itsmostafa-system-one-connector","u":"/use-cases/itsmostafa-system-one-connector/batch-classify-records-with-items/","b":false,"f":false,"sc":0.9},{"id":"itsmostafa-system-one-connector--gate-agent-actions-on-confidence","t":"Let an agent act only when it is confident","s":"Use Jev confidence scores to proceed on clear cases and escalate unsure ones.","w":"A developer building an agent workflow that takes actions such as replies, refunds or deletions and needs a safe stop point.","o":"The agent proceeds when the confidence is high and escalates to a person when the answer is close to a coin flip.","c":"Software and DevOps","r":"itsmostafa/system-one-connector","rt":"System One Connector","rs":"itsmostafa-system-one-connector","u":"/use-cases/itsmostafa-system-one-connector/gate-agent-actions-on-confidence/","b":false,"f":false,"sc":0.8},{"id":"itsmostafa-system-one-connector--run-self-hosted-clm-or-laya-model","t":"Route judgments to a self-hosted CLM or Laya model","s":"Point the connector at your own server to run CLM or Laya instead of the hosted Jev.","w":"A developer or team that wants judgment calls to run on a model server they control.","o":"Your agent gets the same typed answers from a self-hosted model, with the connector configured to use your own endpoint.","c":"Software and DevOps","r":"itsmostafa/system-one-connector","rt":"System One Connector","rs":"itsmostafa-system-one-connector","u":"/use-cases/itsmostafa-system-one-connector/run-self-hosted-clm-or-laya-model/","b":false,"f":false,"sc":0.7},{"id":"jakeatx-llamampere--run-local-qwen-server-24gb-card","t":"Run a local 262K-context model server on a 24 GB card","s":"Build llama-server for an RTX 3090 and serve Qwen3.8-27B on a local OpenAI-compatible API.","w":"A developer with one RTX 3090 or 3090 Ti who wants a private, local model endpoint for coding or agent tools and needs long context.","o":"A llama-server process listening on http://127.0.0.1:8080 with a 262,144-token context, the MTP drafter and the prompt cache on by default.","c":"Software and DevOps","r":"JakeATX/llamAmpere","rt":"Llam Ampere","rs":"jakeatx-llamampere","u":"/use-cases/jakeatx-llamampere/run-local-qwen-server-24gb-card/","b":true,"f":false,"sc":1.0},{"id":"jakeatx-llamampere--run-long-context-model-on-12gb-card","t":"Run 204,800-token context on a 12 GB card","s":"Serve a 2.3 bpw Qwen3.8 model with SJ-KVaRN cache on an RTX 3060 12 GB or similar card.","w":"A developer with a 12 GB NVIDIA card (RTX 3060 12 GB, 3080 12 GB or 3080 Ti) who wants long-context coding, agentic or RAG work locally.","o":"A llama-server process with a 204,800-token context that the README reports at about 11 GB of card memory, with the MTP drafter enabled.","c":"Software and DevOps","r":"JakeATX/llamAmpere","rt":"Llam Ampere","rs":"jakeatx-llamampere","u":"/use-cases/jakeatx-llamampere/run-long-context-model-on-12gb-card/","b":false,"f":false,"sc":0.9},{"id":"jakeatx-llamampere--reuse-prebuilt-cache-for-repeat-evals","t":"Speed up repeat evals with a prebuilt prompt cache","s":"Point llama-server at a read-only prompt cache folder so long eval prompts skip re-reading.","w":"An ML engineer or researcher who runs the same long eval or benchmark prompts many times against Swift 1.5 on Llam Ampere.","o":"Eval prompts load from a prebuilt folder, and at temperature 0 the output matches the uncached run according to the README.","c":"Software and DevOps","r":"JakeATX/llamAmpere","rt":"Llam Ampere","rs":"jakeatx-llamampere","u":"/use-cases/jakeatx-llamampere/reuse-prebuilt-cache-for-repeat-evals/","b":false,"f":false,"sc":0.8},{"id":"jakeschincariol-arena-skill--rescue-a-rejected-answer","t":"Get a stronger answer after Claude keeps missing","s":"Run /arena on a task Claude keeps getting wrong and receive one attacked, judged survivor.","w":"A developer or writer who has asked Claude for the same thing several times and still is not happy with the result.","o":"One surviving solution, the attacks it beat, its strategy card and the round count, plus a blind comparison against the rejected answer.","c":"Software and DevOps","r":"Jakeschincariol/arena-skill","rt":"Arena Skill","rs":"jakeschincariol-arena-skill","u":"/use-cases/jakeschincariol-arena-skill/rescue-a-rejected-answer/","b":true,"f":false,"sc":1.0},{"id":"jakeschincariol-arena-skill--stress-test-a-test-fix","t":"Stress-test a fix for a flaky test","s":"Let 32 competitors attack and defend a proposed fix before you commit to it.","w":"A developer whose test suite fails now and then on a file like tests/test_api.py and who wants a fix that holds up.","o":"A surviving fix with the attacks that broke weaker candidates, so you can check the reasoning before you apply it.","c":"Software and DevOps","r":"Jakeschincariol/arena-skill","rt":"Arena Skill","rs":"jakeschincariol-arena-skill","u":"/use-cases/jakeschincariol-arena-skill/stress-test-a-test-fix/","b":false,"f":false,"sc":0.9},{"id":"jakeschincariol-arena-skill--budget-a-tournament-before-running-it","t":"Price a 100-agent run before you spend tokens","s":"Print the rounds, calls and waves for any agent count before the tournament starts.","w":"A user watching token spend who wants to choose the agent count for a task that matters.","o":"A table of rounds, sub-agent calls and waves for the chosen size, so you can pick the setting on purpose.","c":"Software and DevOps","r":"Jakeschincariol/arena-skill","rt":"Arena Skill","rs":"jakeschincariol-arena-skill","u":"/use-cases/jakeschincariol-arena-skill/budget-a-tournament-before-running-it/","b":false,"f":false,"sc":0.8},{"id":"jakeschincariol-arena-skill--tune-the-judging-rubric","t":"Change the rubric and strategy cards for your team","s":"Edit the five judging criteria and the strategy list, then run the arena with your rules.","w":"A team lead who wants judges to weigh criteria the way their work does, such as more weight on robustness or on specificity.","o":"A customised rubric.md and strategies.json that the arena uses in its next run.","c":"Software and DevOps","r":"Jakeschincariol/arena-skill","rt":"Arena Skill","rs":"jakeschincariol-arena-skill","u":"/use-cases/jakeschincariol-arena-skill/tune-the-judging-rubric/","b":false,"f":false,"sc":0.7},{"id":"jakeschincariol-founder-skill--stress-test-business-idea-before-launch","t":"Stress-test a business idea before you launch","s":"Run a board review and a 100-buyer simulated panel on an idea before you spend money.","w":"A founder or small business owner who has an idea for a product or service and wants to find objections and weak points before committing savings.","o":"A scored board verdict (fund, fund if, or pass), a list of risks and the buyer objections and reasons to pass from the simulated consumer panel.","c":"Sales and marketing","r":"Jakeschincariol/founder-skill","rt":"Founder Skill","rs":"jakeschincariol-founder-skill","u":"/use-cases/jakeschincariol-founder-skill/stress-test-business-idea-before-launch/","b":true,"f":false,"sc":1.0},{"id":"jakeschincariol-founder-skill--calculate-real-margins-and-break-even","t":"Calculate real margins, break-even and payback","s":"Run unit economics on your numbers to see profit per sale, break-even and cash needed.","w":"A founder with planned prices and costs who needs to know whether each sale makes money and how long the startup spend takes to earn back.","o":"A CFO report with contribution per sale, profit margin at plan, break-even per day, year 1 by month, cash needed, payback and what-ifs.","c":"Sales and marketing","r":"Jakeschincariol/founder-skill","rt":"Founder Skill","rs":"jakeschincariol-founder-skill","u":"/use-cases/jakeschincariol-founder-skill/calculate-real-margins-and-break-even/","b":false,"f":false,"sc":0.9},{"id":"jakeschincariol-founder-skill--find-acceptable-price-range-from-panel","t":"Find an acceptable price range from buyer answers","s":"Turn four price answers per buyer into a range and check your planned price against it.","w":"A founder who has panel results or a CSV from a real price survey and needs to decide what to charge.","o":"The optimal and indifference price points and a check of your planned price against the acceptable range.","c":"Sales and marketing","r":"Jakeschincariol/founder-skill","rt":"Founder Skill","rs":"jakeschincariol-founder-skill","u":"/use-cases/jakeschincariol-founder-skill/find-acceptable-price-range-from-panel/","b":false,"f":false,"sc":0.8},{"id":"jakeschincariol-founder-skill--compile-business-plan-with-computed-verdict","t":"Compile a business plan with a computed verdict","s":"Assemble all the founder files into one plan with a verdict from the numbers.","w":"A founder who has run the other skills and needs one business plan to share with a partner, lender or advisor.","o":"founder/business-plan.md with a verdict of Profitable, Not yet or Incomplete computed from the CFO, panel and capacity figures.","c":"Sales and marketing","r":"Jakeschincariol/founder-skill","rt":"Founder Skill","rs":"jakeschincariol-founder-skill","u":"/use-cases/jakeschincariol-founder-skill/compile-business-plan-with-computed-verdict/","b":false,"f":false,"sc":0.7},{"id":"jakeschincariol-linkedin-agent-skill--draft-linkedin-post-from-one-idea","t":"Turn one idea into a LinkedIn post you approve","s":"Write a full post from a single idea, with three hook options and a humanized draft.","w":"A founder or consultant with a rough idea and 15 minutes who wants to publish a post this week without a blank page.","o":"A copy-ready post with three hook options from the 21 formulas, one full draft that has been humanized, and a block you paste yourself.","c":"Sales and marketing","r":"Jakeschincariol/linkedin-agent-skill","rt":"Linkedin Agent Skill","rs":"jakeschincariol-linkedin-agent-skill","u":"/use-cases/jakeschincariol-linkedin-agent-skill/draft-linkedin-post-from-one-idea/","b":true,"f":false,"sc":1.0},{"id":"jakeschincariol-linkedin-agent-skill--humanize-draft-before-posting","t":"Strip AI tells from a draft and score it before posting","s":"Clean invisible characters and stock phrases from any draft, then get a five-check human score.","w":"A writer or marketer who already has a draft from any source and wants a local check before it goes public.","o":"A cleaned draft with a report of every change, plus a five-check score that shows what still needs a human rewrite.","c":"Sales and marketing","r":"Jakeschincariol/linkedin-agent-skill","rt":"Linkedin Agent Skill","rs":"jakeschincariol-linkedin-agent-skill","u":"/use-cases/jakeschincariol-linkedin-agent-skill/humanize-draft-before-posting/","b":false,"f":false,"sc":0.9},{"id":"jakeschincariol-linkedin-agent-skill--score-and-fix-linkedin-profile","t":"Score your LinkedIn profile and fix the weakest parts first","s":"Get a 100-point profile score and a rewrite ordered by what loses the most points.","w":"A job seeker or founder whose LinkedIn profile is out of date and who wants a clear fix order before a campaign or application push.","o":"A score out of 100 against a 12-part rubric and a rewrite in fix-first order, using only facts you supply.","c":"Sales and marketing","r":"Jakeschincariol/linkedin-agent-skill","rt":"Linkedin Agent Skill","rs":"jakeschincariol-linkedin-agent-skill","u":"/use-cases/jakeschincariol-linkedin-agent-skill/score-and-fix-linkedin-profile/","b":false,"f":false,"sc":0.8},{"id":"jakeschincariol-linkedin-agent-skill--plan-linkedin-week-and-engagement","t":"Plan a week of LinkedIn posts and 10 engagement targets","s":"Get a weekly plan of what to post, when to post it, and who to comment on.","w":"A marketer or founder who posts irregularly and wants a fixed weekly plan with named people to engage with.","o":"A plan saved as ~/.claude/linkedin/plan.md with the posts for the week, timing, and 10 people to engage with.","c":"Sales and marketing","r":"Jakeschincariol/linkedin-agent-skill","rt":"Linkedin Agent Skill","rs":"jakeschincariol-linkedin-agent-skill","u":"/use-cases/jakeschincariol-linkedin-agent-skill/plan-linkedin-week-and-engagement/","b":false,"f":false,"sc":0.7},{"id":"jakeschincariol-linkedin-agent-skill--audit-past-linkedin-posts","t":"Find which of your past posts actually worked","s":"Rank your published posts by engagement rate and reach multiple, not raw impressions.","w":"A creator who has posted for months and wants to know which topics and formats are worth repeating.","o":"A ranked post-mortem of what you already published, judged by engagement rate and reach multiple.","c":"Sales and marketing","r":"Jakeschincariol/linkedin-agent-skill","rt":"Linkedin Agent Skill","rs":"jakeschincariol-linkedin-agent-skill","u":"/use-cases/jakeschincariol-linkedin-agent-skill/audit-past-linkedin-posts/","b":false,"f":false,"sc":0.6},{"id":"jamro-tiny-engineer--show-agent-progress-on-desk-robot","t":"Show your coding agent's progress on a desk robot","s":"Build the robot so it moves as Claude Code or Cursor reads, writes, and finishes tasks.","w":"A developer who runs Claude Code or Cursor for long tasks and wants to see at a glance when the agent is working, reading files, or done, without watching the screen.","o":"A small robot on the desk mirrors the agent's state: it looks around when reading files, types when writing code, looks up when thinking, and rings the bell when the task is done.","c":"Software and DevOps","r":"jamro/tiny-engineer","rt":"Tiny Engineer","rs":"jamro-tiny-engineer","u":"/use-cases/jamro-tiny-engineer/show-agent-progress-on-desk-robot/","b":true,"f":false,"sc":1.0},{"id":"jamro-tiny-engineer--drive-robot-from-any-script-over-http","t":"Send poses and speech to the robot from any script","s":"Call the robot's HTTP API from a custom agent, hook, or script to set animations and play speech.","w":"A developer who has their own AI agent, CI job, or automation script that can send HTTP POST requests and wants a physical status output.","o":"Any script that can POST can set the robot's pose with POST /anim and make it speak with POST /play, giving custom workflows a physical output.","c":"Software and DevOps","r":"jamro/tiny-engineer","rt":"Tiny Engineer","rs":"jamro-tiny-engineer","u":"/use-cases/jamro-tiny-engineer/drive-robot-from-any-script-over-http/","b":false,"f":false,"sc":0.9},{"id":"jamro-tiny-engineer--drive-robot-over-usb-serial-without-wifi","t":"Control the robot over USB serial instead of Wi-Fi","s":"Connect the robot by USB cable and drive it from your agent through the serial transport.","w":"A developer whose robot sits somewhere without a Wi-Fi connection or who prefers a wired link to the computer running the agent.","o":"The robot receives agent poses over a USB cable, using the serial transport from the same setup tool.","c":"Software and DevOps","r":"jamro/tiny-engineer","rt":"Tiny Engineer","rs":"jamro-tiny-engineer","u":"/use-cases/jamro-tiny-engineer/drive-robot-over-usb-serial-without-wifi/","b":false,"f":false,"sc":0.8},{"id":"jamro-tiny-engineer--design-custom-robot-shell-with-cad","t":"Design a custom robot shell by changing the CAD files","s":"Edit the CAD source and print a new body or mod for the same electronics.","w":"A maker or engineer who wants a different look or shape for the robot and is comfortable with CAD and 3D printing.","o":"A custom printed shell that still houses the same main control board, servos, OLED, and speaker, with the design shared back to the project if wanted.","c":"Software and DevOps","r":"jamro/tiny-engineer","rt":"Tiny Engineer","rs":"jamro-tiny-engineer","u":"/use-cases/jamro-tiny-engineer/design-custom-robot-shell-with-cad/","b":false,"f":false,"sc":0.7},{"id":"jaredrhod-barehands--let-ai-show-its-plan-on-screen","t":"Have your AI put a plan on a glass board","s":"Your AI assistant pins a plan or answer as a large card on your screen instead of only typing it.","w":"A solo builder or manager working with an AI assistant who wants to see plans and results visually while talking through them.","o":"A presented card appears center stage, enlarged and spotlit, and your assistant can read back what is on the board before it speaks.","c":"Personal productivity","r":"jaredrhod/barehands","rt":"Barehands","rs":"jaredrhod-barehands","u":"/use-cases/jaredrhod-barehands/let-ai-show-its-plan-on-screen/","b":true,"f":false,"sc":1.0},{"id":"jaredrhod-barehands--browse-obsidian-vault-by-hand","t":"Flip through your Obsidian notes with pinches","s":"Point a board orb at your Obsidian vault and open your notes as glass cards with hand gestures.","w":"A knowledge worker or writer who keeps notes in an Obsidian vault and wants to browse them without touching a keyboard or mouse.","o":"Your vault appears as a notes orb on the board, and tapping the orb unfolds your markdown files as cards you can pinch, drag, and throw.","c":"Personal productivity","r":"jaredrhod/barehands","rt":"Barehands","rs":"jaredrhod-barehands","u":"/use-cases/jaredrhod-barehands/browse-obsidian-vault-by-hand/","b":false,"f":false,"sc":0.9},{"id":"jaredrhod-barehands--inspect-3d-model-in-exploded-view","t":"Pull a 3D model apart by hand","s":"Drop a 3D model into the media folder and scrub its exploded view with your fingers.","w":"An engineer, product designer, or hobbyist who wants to look at how a 3D model is assembled and does not want to use a mouse in a 3D viewer.","o":"The model floats on the board, you can rotate it by holding still while carrying it, and an empty pinch dragged sideways pulls its parts apart into an exploded view.","c":"Personal productivity","r":"jaredrhod/barehands","rt":"Barehands","rs":"jaredrhod-barehands","u":"/use-cases/jaredrhod-barehands/inspect-3d-model-in-exploded-view/","b":false,"f":false,"sc":0.8},{"id":"jaredrhod-barehands--stream-glass-overlay-into-obs","t":"Run a hand-tracked overlay in an OBS scene","s":"Mirror the glass board into OBS as a transparent layer over your camera for streams and recordings.","w":"A streamer or video creator who records demos or tutorials in OBS and wants hand-driven glass cards over their camera feed.","o":"The render page composites the glass cards over your camera in OBS with real transparency, and you can switch to vertical 9:16 for short-form video.","c":"Personal productivity","r":"jaredrhod/barehands","rt":"Barehands","rs":"jaredrhod-barehands","u":"/use-cases/jaredrhod-barehands/stream-glass-overlay-into-obs/","b":false,"f":false,"sc":0.7},{"id":"jarrodwatts-intermission--play-doom-while-claude-works","t":"Play Doom deathmatch while Claude runs tasks","s":"Install the plugin on macOS and get dropped into a shared Doom game each time Claude is busy.","w":"A Claude Code user on macOS who waits on long Claude tasks and wants something to do in the gap.","o":"Claude opens a game pane after about two seconds of work, returns control with a three-second countdown when it finishes, and yields at once for permission prompts.","c":"Games and hobbies","r":"jarrodwatts/intermission","rt":"Intermission","rs":"jarrodwatts-intermission","u":"/use-cases/jarrodwatts-intermission/play-doom-while-claude-works/","b":true,"f":false,"sc":1.0},{"id":"jarrodwatts-intermission--set-up-intermission-on-windows-with-rio","t":"Set up Intermission on Windows with Rio","s":"Install Rio, add the ConPTY files and the Visual C++ Redistributable, then enable pictures for Claude Code.","w":"A Windows 10 or 11 x64 developer who uses Claude Code and wants the game pane to show pictures.","o":"Rio shows the game pane inside Claude Code, and /intermission turns the mod on after the setup is complete.","c":"Games and hobbies","r":"jarrodwatts/intermission","rt":"Intermission","rs":"jarrodwatts-intermission","u":"/use-cases/jarrodwatts-intermission/set-up-intermission-on-windows-with-rio/","b":false,"f":false,"sc":0.9},{"id":"jarrodwatts-intermission--self-host-the-intermission-server","t":"Self-host the Intermission game server","s":"Use deploy.sh to build and run the stock Odamex server on your own droplet.","w":"A developer or hobbyist who wants a private Doom server for their own group instead of the shared one.","o":"A stock Odamex server built and running on a droplet, reachable by the game client for a group.","c":"Games and hobbies","r":"jarrodwatts/intermission","rt":"Intermission","rs":"jarrodwatts-intermission","u":"/use-cases/jarrodwatts-intermission/self-host-the-intermission-server/","b":false,"f":false,"sc":0.8},{"id":"jarrodwatts-intermission--study-or-rebuild-the-odamex-engine-patch","t":"Study or rebuild the Odamex changes for the mod","s":"Apply engine/odamex.patch to the named Odamex commit to see or reproduce the headless engine changes.","w":"A C++ or game engine developer who wants to learn how the mod runs Odamex without a window.","o":"A local Odamex tree at the matching commit with the Intermission patch applied, ready for reading or building.","c":"Games and hobbies","r":"jarrodwatts/intermission","rt":"Intermission","rs":"jarrodwatts-intermission","u":"/use-cases/jarrodwatts-intermission/study-or-rebuild-the-odamex-engine-patch/","b":false,"f":false,"sc":0.7},{"id":"jatechan-ai-data-extractor--back-up-ai-coding-chat-history","t":"Back up AI coding chat history before it is lost","s":"Export local chats from supported AI coding tools into timestamped JSONL files you keep yourself.","w":"A developer who has years of conversations in AI coding tools and fears an app update or cleanup will clear the local database.","o":"One folder of timestamped JSONL files per source, plus an optional combined all_conversations.jsonl file.","c":"Software and DevOps","r":"jatechan/ai-data-extractor","rt":"AI Data Extractor","rs":"jatechan-ai-data-extractor","u":"/use-cases/jatechan-ai-data-extractor/back-up-ai-coding-chat-history/","b":true,"f":false,"sc":1.0},{"id":"jatechan-ai-data-extractor--prepare-coding-chats-for-fine-tuning","t":"Turn your coding chats into a fine-tuning dataset","s":"Extract, secret-scan, and load your assistant conversations as a training set for a chat model.","w":"An ML engineer who wants to fine-tune a model on their own coding conversations and needs a clean, filtered dataset.","o":"A filtered Hugging Face dataset of conversations that contain at least one assistant message, ready for chat-template formatting.","c":"Software and DevOps","r":"jatechan/ai-data-extractor","rt":"AI Data Extractor","rs":"jatechan-ai-data-extractor","u":"/use-cases/jatechan-ai-data-extractor/prepare-coding-chats-for-fine-tuning/","b":false,"f":false,"sc":0.9},{"id":"jatechan-ai-data-extractor--analyze-ai-coding-usage-across-tools","t":"Measure your AI coding usage across tools and projects","s":"Count sessions, projects, and models over time from your extracted assistant conversations.","w":"A developer or team lead who wants to see how they use different AI coding assistants across projects.","o":"A summary table of sessions per source, project, model, and month, built from the normalized JSONL files.","c":"Software and DevOps","r":"jatechan/ai-data-extractor","rt":"AI Data Extractor","rs":"jatechan-ai-data-extractor","u":"/use-cases/jatechan-ai-data-extractor/analyze-ai-coding-usage-across-tools/","b":false,"f":false,"sc":0.8},{"id":"jatechan-ai-data-extractor--extract-aider-transcripts-from-many-projects","t":"Collect Aider chat logs from all your project folders","s":"Find every Aider transcript across your project directories and export them to JSONL.","w":"A developer who uses the terminal tool Aider across many repositories and keeps its transcripts scattered in project folders.","o":"One aider_conversations JSONL file with the transcripts from every project you point the tool at.","c":"Software and DevOps","r":"jatechan/ai-data-extractor","rt":"AI Data Extractor","rs":"jatechan-ai-data-extractor","u":"/use-cases/jatechan-ai-data-extractor/extract-aider-transcripts-from-many-projects/","b":false,"f":false,"sc":0.7},{"id":"jaxton07-percho--install-percho-desktop-app","t":"Install Percho and start your first agent chat","s":"Download a prebuilt installer and open a visual chat with the Pi coding agent.","w":"A developer who wants a visual desktop interface for the Pi coding agent instead of a terminal-only workflow.","o":"A working Percho app on your desktop with a first chat session open, ready to send prompts to the Pi engine.","c":"Software and DevOps","r":"Jaxton07/percho","rt":"Percho","rs":"jaxton07-percho","u":"/use-cases/jaxton07-percho/install-percho-desktop-app/","b":true,"f":false,"sc":1.0},{"id":"jaxton07-percho--continue-terminal-pi-session-in-gui","t":"Continue a Pi CLI session in the Percho window","s":"Pick up a terminal Pi session in the visual app without losing its history.","w":"A developer who started a task in the Pi CLI in a terminal and wants a visual view to keep working on it.","o":"The same session appears in Percho with its history, because both tools read the same configuration directory.","c":"Software and DevOps","r":"Jaxton07/percho","rt":"Percho","rs":"jaxton07-percho","u":"/use-cases/jaxton07-percho/continue-terminal-pi-session-in-gui/","b":false,"f":false,"sc":0.9},{"id":"jaxton07-percho--review-tool-calls-with-visual-approvals","t":"Approve or deny each agent tool call visually","s":"Review every tool request in a dock and allow or block it before it runs.","w":"A developer who lets a coding agent act on files or commands and wants a visible checkpoint before each action.","o":"Each tool call waits in a visual dock until you approve or deny it, with rules applied per tool.","c":"Software and DevOps","r":"Jaxton07/percho","rt":"Percho","rs":"jaxton07-percho","u":"/use-cases/jaxton07-percho/review-tool-calls-with-visual-approvals/","b":false,"f":false,"sc":0.8},{"id":"jaxton07-percho--monitor-agent-session-from-phone","t":"Watch a running agent session from a phone browser","s":"Scan a QR code to follow a session from a tablet or phone and act on approvals.","w":"A developer who starts a long agent task at a desk and wants to check progress from another room or device.","o":"You see the session on a phone or tablet browser and can respond to approvals while away from the desk.","c":"Software and DevOps","r":"Jaxton07/percho","rt":"Percho","rs":"jaxton07-percho","u":"/use-cases/jaxton07-percho/monitor-agent-session-from-phone/","b":false,"f":false,"sc":0.7},{"id":"jaxton07-percho--run-percho-from-source-to-customize","t":"Run Percho from source to customize its themes","s":"Install dependencies, start the dev build, and run the checks before changing the UI.","w":"A developer who wants to change Percho's themes, UI plugins, or tool-call cards, or contribute a fix.","o":"A running development build of Percho with typecheck and tests passing, ready for UI changes.","c":"Software and DevOps","r":"Jaxton07/percho","rt":"Percho","rs":"jaxton07-percho","u":"/use-cases/jaxton07-percho/run-percho-from-source-to-customize/","b":false,"f":false,"sc":0.6},{"id":"jazzenchen-agent-hud-open--glance-agent-quotas-at-the-notch","t":"Watch every agent's quota at the Mac notch","s":"Build the open-source HUD and see each agent's quota as a colour glow at the notch or a screen edge.","w":"A developer running Claude Code, Codex and other agents at once who keeps losing track of how much quota is left.","o":"A glow at the notch or on a screen edge that turns green, yellow or red as each quota fills, with the numbers one hover away.","c":"Software and DevOps","r":"jazzenchen/agent-hud-open","rt":"Agent Hud Open","rs":"jazzenchen-agent-hud-open","u":"/use-cases/jazzenchen-agent-hud-open/glance-agent-quotas-at-the-notch/","b":true,"f":false,"sc":1.0},{"id":"jazzenchen-agent-hud-open--answer-agent-approvals-without-switching-windows","t":"Answer agent approvals and questions from the HUD","s":"Allow, deny or answer an agent's request from the HUD and jump back to its session in one click.","w":"A developer working in another app who needs to approve a command or answer a question from an agent without losing focus.","o":"Each pending request appears on the HUD with its command, file or diff, and can be answered there, with a click back to the session when needed.","c":"Software and DevOps","r":"jazzenchen/agent-hud-open","rt":"Agent Hud Open","rs":"jazzenchen-agent-hud-open","u":"/use-cases/jazzenchen-agent-hud-open/answer-agent-approvals-without-switching-windows/","b":false,"f":false,"sc":0.9},{"id":"jazzenchen-agent-hud-open--audit-token-spend-by-agent-and-model","t":"Audit token spend by agent, model and session","s":"Review 30 days of token history and estimated API cost per agent, model, session and turn.","w":"A developer or team lead who wants to know which agent, model or session is using the most tokens.","o":"A statistics window that breaks tokens down by time, agent, model, session and turn, with cost estimates at API prices.","c":"Software and DevOps","r":"jazzenchen/agent-hud-open","rt":"Agent Hud Open","rs":"jazzenchen-agent-hud-open","u":"/use-cases/jazzenchen-agent-hud-open/audit-token-spend-by-agent-and-model/","b":false,"f":false,"sc":0.8},{"id":"jazzenchen-agent-hud-open--check-agents-from-iphone-on-local-network","t":"Check agent quotas and sessions from iPhone on home Wi-Fi","s":"Share your Mac with the official iPhone app to see quotas and sessions without a server, on the same network.","w":"A developer who steps away from the desk but stays on the same network as their Mac and wants to see agent status on the phone.","o":"Quotas, balances, token statistics and sessions show on iPhone, in widgets and on Apple Watch, served directly by the Mac.","c":"Software and DevOps","r":"jazzenchen/agent-hud-open","rt":"Agent Hud Open","rs":"jazzenchen-agent-hud-open","u":"/use-cases/jazzenchen-agent-hud-open/check-agents-from-iphone-on-local-network/","b":false,"f":false,"sc":0.7},{"id":"jddevtime-open-lakehouse-compute-fabric--run-full-lakehouse-on-one-machine","t":"Run a full lakehouse platform on one machine","s":"Start the console, SQL, notebooks and sample Retail lakehouse on a laptop with Python only.","w":"A data analyst or developer who wants to try a lakehouse platform locally, with no cloud account and no Spark install.","o":"A running OLCF console on one machine with SQL on DuckDB, Python notebooks, dashboards, pipelines and a sample Retail lakehouse.","c":"Data and analytics","r":"jddevtime/open-lakehouse-compute-fabric","rt":"Open Lakehouse Compute Fabric","rs":"jddevtime-open-lakehouse-compute-fabric","u":"/use-cases/jddevtime-open-lakehouse-compute-fabric/run-full-lakehouse-on-one-machine/","b":true,"f":false,"sc":1.0},{"id":"jddevtime-open-lakehouse-compute-fabric--trace-table-lineage-and-owners","t":"Find what depends on a table and who owns it","s":"Use OLCF Intelligence to follow table lineage and see the confidence and gaps for each edge.","w":"A data steward who must answer what depends on a table before changing or retiring it.","o":"A lineage view of upstream and downstream assets, with each edge marked verified, derived, inferred or unknown, and a list of gaps with reasons.","c":"Data and analytics","r":"jddevtime/open-lakehouse-compute-fabric","rt":"Open Lakehouse Compute Fabric","rs":"jddevtime-open-lakehouse-compute-fabric","u":"/use-cases/jddevtime-open-lakehouse-compute-fabric/trace-table-lineage-and-owners/","b":false,"f":false,"sc":0.9},{"id":"jddevtime-open-lakehouse-compute-fabric--let-claude-code-query-the-catalog","t":"Let Claude Code browse the catalog and run read-only SQL","s":"Connect Claude Code to the OLCF MCP endpoint to explore tables, follow lineage and query safely.","w":"An analyst who wants an AI coding agent to answer questions about the lakehouse without giving it write access.","o":"Claude Code lists catalog assets, follows lineage and returns read-only SQL results, limited to the permissions of the token's creator.","c":"Data and analytics","r":"jddevtime/open-lakehouse-compute-fabric","rt":"Open Lakehouse Compute Fabric","rs":"jddevtime-open-lakehouse-compute-fabric","u":"/use-cases/jddevtime-open-lakehouse-compute-fabric/let-claude-code-query-the-catalog/","b":false,"f":false,"sc":0.8},{"id":"jddevtime-open-lakehouse-compute-fabric--run-fabric-notebook-on-own-spark","t":"Run a Fabric notebook on your own Spark hardware","s":"Send a Fabric notebook to your own Spark workers with olcf.run_remote() and read OneLake directly.","w":"A Fabric data engineer who wants heavy or sensitive notebook compute to run inside their own network instead of consuming Fabric capacity.","o":"A Fabric notebook cell that runs on your Spark workers, with status, logs and the exit value returned to the cell and to any calling Fabric pipeline.","c":"Data and analytics","r":"jddevtime/open-lakehouse-compute-fabric","rt":"Open Lakehouse Compute Fabric","rs":"jddevtime-open-lakehouse-compute-fabric","u":"/use-cases/jddevtime-open-lakehouse-compute-fabric/run-fabric-notebook-on-own-spark/","b":false,"f":false,"sc":0.7},{"id":"jddevtime-open-lakehouse-compute-fabric--build-spark-fabric-across-own-machines","t":"Build a Spark cluster from your own machines","s":"Enroll several machines as workers and run Spark jobs on the combined Standalone cluster.","w":"A platform engineer with spare servers, VMs or a rack who needs Spark capacity without moving data to a managed service.","o":"A Spark Standalone cluster built from enrolled machines, with a Spark runtime installed and jobs placed only on nodes where that runtime is ready.","c":"Data and analytics","r":"jddevtime/open-lakehouse-compute-fabric","rt":"Open Lakehouse Compute Fabric","rs":"jddevtime-open-lakehouse-compute-fabric","u":"/use-cases/jddevtime-open-lakehouse-compute-fabric/build-spark-fabric-across-own-machines/","b":false,"f":false,"sc":0.6},{"id":"jianruntech-geo-score--score-site-ai-readiness","t":"Score a website's readiness for AI answer engines","s":"Get a free 0 to 100 AI visibility score with the three gates and biggest gaps.","w":"A marketing or web lead who wants to know why AI engines might leave their site out, before spending on content or SEO changes.","o":"A 0 to 100 score on the open rubric, the three gate checks, the gaps worth fixing first, and a result anyone can recompute.","c":"Sales and marketing","r":"jianruntech/geo-score","rt":"Geo Score","rs":"jianruntech-geo-score","u":"/use-cases/jianruntech-geo-score/score-site-ai-readiness/","b":true,"f":false,"sc":1.0},{"id":"jianruntech-geo-score--check-if-ai-engines-cite-site","t":"Check whether AI engines cite your site for one question","s":"Ask one buyer question to AI engines and see whom the answers cite.","w":"A founder or content lead who wants to know, right now, whether ChatGPT, Perplexity, Gemini or Claude cite their company for a question a buyer would ask.","o":"The engines' answers to your question and a list of the sources each one cites, including whether your site appears.","c":"Sales and marketing","r":"jianruntech/geo-score","rt":"Geo Score","rs":"jianruntech-geo-score","u":"/use-cases/jianruntech-geo-score/check-if-ai-engines-cite-site/","b":false,"f":false,"sc":0.9},{"id":"jianruntech-geo-score--track-weekly-ai-citations","t":"Track how often AI engines cite your site each week","s":"Run a fixed question set weekly and compare cited rates and share of voice.","w":"A growth or SEO lead who needs to show whether changes to content or site structure move AI citations over time.","o":"A weekly report with cited rate and a 95% interval, share of voice against competitors and sources, and a diff that calls a change only when a paired test supports it.","c":"Sales and marketing","r":"jianruntech/geo-score","rt":"Geo Score","rs":"jianruntech-geo-score","u":"/use-cases/jianruntech-geo-score/track-weekly-ai-citations/","b":false,"f":false,"sc":0.8},{"id":"jianruntech-geo-score--block-site-regressions-in-ci","t":"Fail a build when a site's AI readiness regresses","s":"Score the site on every push and fail the build on a regression or a zero gate.","w":"A web developer or DevOps engineer who wants AI readiness checked alongside other tests on each deploy.","o":"Each push is scored, and the build fails if the score regresses or a gate check drops to zero, with a job summary written for the run.","c":"Sales and marketing","r":"jianruntech/geo-score","rt":"Geo Score","rs":"jianruntech-geo-score","u":"/use-cases/jianruntech-geo-score/block-site-regressions-in-ci/","b":false,"f":false,"sc":0.7},{"id":"jinzijian-evotrace--mine-coding-history-for-candidates","t":"Find the worth-keeping sessions in your coding history","s":"Import local Claude Code and Codex history and rank the sessions that hold useful task evidence.","w":"An ML engineer or developer with months of Claude Code or Codex sessions who wants to know which sessions are worth turning into training or eval data, without sending them to a model.","o":"A ranked candidate list with task intent, repository, corrections, failures, and the evidence gaps for each session.","c":"Software and DevOps","r":"jinzijian/EvoTrace","rt":"Evo Trace","rs":"jinzijian-evotrace","u":"/use-cases/jinzijian-evotrace/mine-coding-history-for-candidates/","b":true,"f":false,"sc":1.0},{"id":"jinzijian-evotrace--build-and-validate-executable-task","t":"Compile a session into a Docker-validated coding task","s":"Review a candidate, build an executable bundle, and run two-state Docker validation on it.","w":"A developer building regression tasks or RL environments from real agent work who needs each task to be independently checked before use.","o":"A bundle with a recorded Docker validation run that moves from generated to verified, or a clear rejection with reasons.","c":"Software and DevOps","r":"jinzijian/EvoTrace","rt":"Evo Trace","rs":"jinzijian-evotrace","u":"/use-cases/jinzijian-evotrace/build-and-validate-executable-task/","b":false,"f":false,"sc":0.9},{"id":"jinzijian-evotrace--harden-and-calibrate-verified-task","t":"Make a verified task harder and measure its difficulty","s":"Derive a harder child task from a verified one, then measure it with fresh solver attempts.","w":"A researcher building a difficulty curriculum for coding agents who needs measured difficulty rather than guesses from patch size.","o":"A harder child task with a calibration result based on fresh solver attempts against the default target of two verifier passes in five attempts.","c":"Software and DevOps","r":"jinzijian/EvoTrace","rt":"Evo Trace","rs":"jinzijian-evotrace","u":"/use-cases/jinzijian-evotrace/harden-and-calibrate-verified-task/","b":false,"f":false,"sc":0.8},{"id":"jinzijian-evotrace--test-experience-transfer-held-out-task","t":"Test whether compressed experience transfers to a new task","s":"Compress execution experience from one task and score it on an independent held-out task.","w":"An ML researcher studying whether agent experience generalizes within a repository and needs a controlled held-out comparison.","o":"A comparison of baseline and experience-conditioned solver attempts on a held-out task, scored by Docker rewards.","c":"Software and DevOps","r":"jinzijian/EvoTrace","rt":"Evo Trace","rs":"jinzijian-evotrace","u":"/use-cases/jinzijian-evotrace/test-experience-transfer-held-out-task/","b":false,"f":false,"sc":0.7},{"id":"joetawil7-first-pass--review-own-branch-before-pr","t":"Check your own branch before asking for review","s":"Run First Pass review on your branch to catch unproven problems before a teammate sees the pull request.","w":"A developer with a finished branch who wants it checked before opening or requesting a pull request review.","o":"A list of findings, each with its proof or marked unproven, plus what the merge needs. Nothing is posted to GitHub.","c":"Software and DevOps","r":"joetawil7/first-pass","rt":"First Pass","rs":"joetawil7-first-pass","u":"/use-cases/joetawil7-first-pass/review-own-branch-before-pr/","b":true,"f":false,"sc":1.0},{"id":"joetawil7-first-pass--fix-bug-across-the-class","t":"Fix a bug and every same-pattern copy in one pass","s":"Reproduce a bug, find the same pattern across the task's scope, and add a check that stops it returning.","w":"A developer who has found one bug and suspects the same mistake exists in other code paths that touch the same data.","o":"A reproduction, the bug class named, every same-pattern hit in scope fixed or recorded, and a new check that catches the class.","c":"Software and DevOps","r":"joetawil7/first-pass","rt":"First Pass","rs":"joetawil7-first-pass","u":"/use-cases/joetawil7-first-pass/fix-bug-across-the-class/","b":false,"f":false,"sc":0.9},{"id":"joetawil7-first-pass--ten-questions-before-feature-code","t":"Answer ten pre-code questions before writing a feature","s":"Have the agent answer ten questions against the real code before it writes a feature.","w":"A developer about to start a feature where retries, outside services, endings or shared data could break things.","o":"Each of the ten questions answered with a file and line, a test, or a named gap you accept.","c":"Software and DevOps","r":"joetawil7/first-pass","rt":"First Pass","rs":"joetawil7-first-pass","u":"/use-cases/joetawil7-first-pass/ten-questions-before-feature-code/","b":false,"f":false,"sc":0.8},{"id":"joetawil7-first-pass--quick-checks-on-small-change","t":"Run faster checks on a small change","s":"Switch to quick mode so a small change runs only the checks it can affect.","w":"A developer making a small, contained change who does not need the full CI run on every edit.","o":"The change runs format, lint, types, build, its own tests, and every test that reaches what it touched. The rest is left for a full run.","c":"Software and DevOps","r":"joetawil7/first-pass","rt":"First Pass","rs":"joetawil7-first-pass","u":"/use-cases/joetawil7-first-pass/quick-checks-on-small-change/","b":false,"f":false,"sc":0.7},{"id":"johnzhaors-bit-pixelcrabs--preview-static-site-locally","t":"Preview a static site on localhost","s":"Serve a static site folder on a localhost URL with one command and stop it with Ctrl+C.","w":"A web designer or developer who has a plain HTML site folder and wants to see it running locally without building a framework setup.","o":"The site loads at a localhost URL printed in the terminal, and the user can stop the preview cleanly.","c":"Software and DevOps","r":"johnzhaors-bit/pixelcrabs","rt":"Pixelcrabs","rs":"johnzhaors-bit-pixelcrabs","u":"/use-cases/johnzhaors-bit-pixelcrabs/preview-static-site-locally/","b":true,"f":false,"sc":1.0},{"id":"johnzhaors-bit-pixelcrabs--run-opencode-engine-on-project","t":"Run the pinned OpenCode engine on a project","s":"Install the locked OpenCode dependencies with Bun and start its dev command against a chosen project folder.","w":"A developer who wants the coding agent engine that PixelCrabs is built on, pointed at their own project directory.","o":"The OpenCode engine starts against the target project directory, with dependencies installed from the preserved lockfile.","c":"Software and DevOps","r":"johnzhaors-bit/pixelcrabs","rt":"Pixelcrabs","rs":"johnzhaors-bit-pixelcrabs","u":"/use-cases/johnzhaors-bit-pixelcrabs/run-opencode-engine-on-project/","b":false,"f":false,"sc":0.9},{"id":"johnzhaors-bit-pixelcrabs--verify-local-runtime-before-changes","t":"Run public runtime tests before changing the runtime","s":"Run the dependency-free public runtime test suite to confirm a clean baseline before editing the local runtime.","w":"A contributor who plans to modify the local Web runtime or preview gateway and wants a known-good baseline first.","o":"The five public runtime test files run and report a result, giving a baseline before any edits.","c":"Software and DevOps","r":"johnzhaors-bit/pixelcrabs","rt":"Pixelcrabs","rs":"johnzhaors-bit-pixelcrabs","u":"/use-cases/johnzhaors-bit-pixelcrabs/verify-local-runtime-before-changes/","b":false,"f":false,"sc":0.8},{"id":"jonwheatley-pixel-path--make-pixel-fly-through-of-a-road-trip","t":"Make a pixel-art fly-through of a real road trip","s":"Turn a commute, road trip or move between cities into a scrollable pixel-art drive.","w":"A traveller or content maker who wants to show a real journey on screen, such as a trip recap, travel post or video intro.","o":"A folder with an index.html that plays the route as a pixel-art drive along the real road, where the viewer scrolls to go faster, slower or backwards.","c":"Content","r":"jonwheatley/pixel-path","rt":"Pixel Path","rs":"jonwheatley-pixel-path","u":"/use-cases/jonwheatley-pixel-path/make-pixel-fly-through-of-a-road-trip/","b":true,"f":false,"sc":1.0},{"id":"jonwheatley-pixel-path--build-real-road-level-for-driving-game","t":"Build a driving or racing level from a real road","s":"Use a real road from the map as the level for a driving, racing or endless-runner game.","w":"An indie game developer who wants a level based on a real place instead of a made-up track.","o":"A real road baked from OpenStreetMap, with the pixel renderer and bake pipeline used as the base for a game built on the route.","c":"Content","r":"jonwheatley/pixel-path","rt":"Pixel Path","rs":"jonwheatley-pixel-path","u":"/use-cases/jonwheatley-pixel-path/build-real-road-level-for-driving-game/","b":false,"f":false,"sc":0.9},{"id":"jonwheatley-pixel-path--study-osm-bake-and-pseudo-3d-renderer","t":"Learn an OpenStreetMap bake pipeline and pseudo-3D renderer","s":"Read a commented renderer and map bake pipeline to learn how a real road becomes pixel art.","w":"A student or developer who wants to learn real-map rendering, pseudo-3D techniques or OpenStreetMap data processing.","o":"A working placeholder route plus notes on how the bake and the renderer fit together, with the credited sources for the projection technique.","c":"Content","r":"jonwheatley/pixel-path","rt":"Pixel Path","rs":"jonwheatley-pixel-path","u":"/use-cases/jonwheatley-pixel-path/study-osm-bake-and-pseudo-3d-renderer/","b":false,"f":false,"sc":0.8},{"id":"jonwheatley-pixel-path--generate-real-pixel-art-scenery-for-route","t":"Generate real pixel-art scenery for a route","s":"Spend a set budget on RetroDiffusion art for a route, with the quote shown before any money is spent.","w":"A content maker or game developer who wants the finished art look and has a RetroDiffusion account with credit.","o":"A route with generated pictures at the level you chose, with the exact cost shown after the bake and a contact sheet for review.","c":"Content","r":"jonwheatley/pixel-path","rt":"Pixel Path","rs":"jonwheatley-pixel-path","u":"/use-cases/jonwheatley-pixel-path/generate-real-pixel-art-scenery-for-route/","b":false,"f":false,"sc":0.7},{"id":"jordyzomer-lemmalog--persistent-memory-for-claude-code","t":"Give Claude Code a persistent, queryable memory","s":"Register the Lemmalog MCP server so Claude Code can assert facts, query them and trace each answer back to its source.","w":"A developer running Claude Code on a multi-session project who keeps losing track of decisions, people and facts established in earlier sessions.","o":"Claude Code stores facts with lemmalog_observe, derives conclusions with rules, and uses lemmalog_why to show the proof tree back to the episodes that support each conclusion.","c":"Software and DevOps","r":"JordyZomer/lemmalog","rt":"Lemmalog","rs":"jordyzomer-lemmalog","u":"/use-cases/jordyzomer-lemmalog/persistent-memory-for-claude-code/","b":true,"f":false,"sc":1.0},{"id":"jordyzomer-lemmalog--install-lemmalog-skill-for-investigations","t":"Turn Claude Code into a disciplined investigator","s":"Install the Lemmalog skill so Claude Code uses the engine as working memory for debugging, audits and multi-step research.","w":"An engineer who runs long debugging or audit sessions with Claude Code and wants hypotheses, evidence and decisions tracked instead of re-reasoned each turn.","o":"Claude Code records located facts, hypothesis status and decisions in the engine, queries them before re-reasoning, and writes the report from engine queries.","c":"Software and DevOps","r":"JordyZomer/lemmalog","rt":"Lemmalog","rs":"jordyzomer-lemmalog","u":"/use-cases/jordyzomer-lemmalog/install-lemmalog-skill-for-investigations/","b":false,"f":false,"sc":0.9},{"id":"jordyzomer-lemmalog--schedule-fact-ingestion-from-scripts","t":"Feed facts into memory from scripts and cron","s":"Use the headless lemmalog-cli to observe facts and run queries from shell scripts or scheduled jobs.","w":"An operator with a scheduled job or shell pipeline that produces structured facts and needs them in a shared memory for later agent queries.","o":"A script writes triples to the snapshot with lemmalog-cli observe, and a later step reads derived answers with lemmalog-cli query.","c":"Software and DevOps","r":"JordyZomer/lemmalog","rt":"Lemmalog","rs":"jordyzomer-lemmalog","u":"/use-cases/jordyzomer-lemmalog/schedule-fact-ingestion-from-scripts/","b":false,"f":false,"sc":0.8},{"id":"jordyzomer-lemmalog--merge-entity-aliases-with-canonical-views","t":"Merge duplicate entity names into one canonical view","s":"Assert alias edges and read facts through canonical names, with conflicts escalated instead of silently merged.","w":"A researcher or engineer whose extracted facts use several spellings for the same entity and who needs one consistent name for queries.","o":"Alias edges are asserted, closures derive same_as links, and canonical views project facts under one spelling, with topology violations flagged as alias_conflict.","c":"Software and DevOps","r":"JordyZomer/lemmalog","rt":"Lemmalog","rs":"jordyzomer-lemmalog","u":"/use-cases/jordyzomer-lemmalog/merge-entity-aliases-with-canonical-views/","b":false,"f":false,"sc":0.7},{"id":"josssphzhou-groki-bot--talk-to-grok-bot-agent-with-robot","t":"Talk to a Grok Bot agent through your robot","s":"Flash the robot, run the Mac gateway, and say \"Hi Grok\" to talk with a Grok Bot agent.","w":"A maker with a CoreS3 Stack-chan robot and a Mac who wants to speak with a Grok Bot agent hands-free at the desk.","o":"The robot wakes on \"Hi Grok\" and holds a voice conversation with your named Grok Bot agent, using the Grok Bot app login on your Mac.","c":"Games and hobbies","r":"JosssphZhou/groki-bot","rt":"Groki Bot","rs":"josssphzhou-groki-bot","u":"/use-cases/josssphzhou-groki-bot/talk-to-grok-bot-agent-with-robot/","b":true,"f":false,"sc":1.0},{"id":"josssphzhou-groki-bot--make-robot-follow-your-face","t":"Make the robot track your face as you move","s":"Use your Mac camera so the robot's servos keep you in view while you move around.","w":"A desk hobbyist with a Stack-chan robot who wants the robot to face them during video calls or while they work.","o":"The robot keeps facing you using face detection from your Mac camera and dual-axis servo steering, with expressive eyes shown on its screen.","c":"Games and hobbies","r":"JosssphZhou/groki-bot","rt":"Groki Bot","rs":"josssphzhou-groki-bot","u":"/use-cases/josssphzhou-groki-bot/make-robot-follow-your-face/","b":false,"f":false,"sc":0.9},{"id":"josssphzhou-groki-bot--build-robot-firmware-from-source","t":"Build and update the robot firmware from source","s":"Compile the CoreS3 firmware yourself and push updates over Wi-Fi with on-device OTA.","w":"A firmware developer or maker who wants to change the robot's behavior, not only use the default build.","o":"You have a firmware build from this repository, flashed once and then updated over Wi-Fi through on-device OTA.","c":"Games and hobbies","r":"JosssphZhou/groki-bot","rt":"Groki Bot","rs":"josssphzhou-groki-bot","u":"/use-cases/josssphzhou-groki-bot/build-robot-firmware-from-source/","b":false,"f":false,"sc":0.8},{"id":"jpzk-opensidian--install-opensidian-deb-on-ubuntu","t":"Install Opensidian as a system package on Ubuntu","s":"Install the DEB package to get a menu entry, icon, and the notes app in one step.","w":"An Ubuntu or Debian user who wants a markdown notes app and does not want to build anything.","o":"Opensidian is installed as a system package and starts from the application menu.","c":"Personal productivity","r":"jpzk/opensidian","rt":"Opensidian","rs":"jpzk-opensidian","u":"/use-cases/jpzk-opensidian/install-opensidian-deb-on-ubuntu/","b":true,"f":false,"sc":1.0},{"id":"jpzk-opensidian--verify-release-download-before-install","t":"Check a release download against the signed checksums","s":"Confirm the AppImage or package matches the maintainer's signed SHA256SUMS before running it.","w":"A security-minded Linux user or packager who wants to confirm a download was not altered.","o":"The download is confirmed against the signed SHA256SUMS file, and the signature is checked against the published key.","c":"Personal productivity","r":"jpzk/opensidian","rt":"Opensidian","rs":"jpzk-opensidian","u":"/use-cases/jpzk-opensidian/verify-release-download-before-install/","b":false,"f":false,"sc":0.9},{"id":"jpzk-opensidian--build-opensidian-from-source-with-rust","t":"Build Opensidian from source with a pinned Rust toolchain","s":"Compile the release binary from the repo using the Rust version the README tested.","w":"A developer on Ubuntu or Fedora who wants to run a locally built copy or test changes to the code.","o":"A release binary is built at target/release/opensidian and it starts on the machine.","c":"Personal productivity","r":"jpzk/opensidian","rt":"Opensidian","rs":"jpzk-opensidian","u":"/use-cases/jpzk-opensidian/build-opensidian-from-source-with-rust/","b":false,"f":false,"sc":0.8},{"id":"jpzk-opensidian--move-obsidian-vault-and-add-theme","t":"Open an existing Obsidian vault and add a community theme","s":"Point Opensidian at a vault folder and install a theme into the vault's .obsidian folder.","w":"An Obsidian user on Linux who wants to try Opensidian with their existing notes and keep a familiar look.","o":"The vault opens in Opensidian and the chosen theme appears under Settings, Appearance, Themes.","c":"Personal productivity","r":"jpzk/opensidian","rt":"Opensidian","rs":"jpzk-opensidian","u":"/use-cases/jpzk-opensidian/move-obsidian-vault-and-add-theme/","b":false,"f":false,"sc":0.7},{"id":"jpzk-opensidian--link-research-notes-with-backlinks-and-files","t":"Link research notes with wikilinks and attach PDFs and images","s":"Connect notes with wikilinks, review backlinks and the graph, and drop source files into notes.","w":"A researcher or student who collects papers, screenshots, and notes and needs to see how ideas connect.","o":"Notes link to each other, backlinks and the graph show the connections, and PDFs and images sit in the vault next to the notes.","c":"Personal productivity","r":"jpzk/opensidian","rt":"Opensidian","rs":"jpzk-opensidian","u":"/use-cases/jpzk-opensidian/link-research-notes-with-backlinks-and-files/","b":false,"f":false,"sc":0.6},{"id":"jrz97619761-test-model-thing--train-own-byte-level-model-on-mlx","t":"Train a small byte-level model on your own machine","s":"Install MLX, train the 4.5M-parameter proof of concept, and save weights locally.","w":"A developer or student with an Apple Silicon Mac or a Linux machine who wants to see a small experimental language model train from scratch.","o":"You have a locally trained model whose weights are saved to disk, ready for chat or benchmarking.","c":"Research","r":"jrz97619761/test-model-thing","rt":"Test Model Thing","rs":"jrz97619761-test-model-thing","u":"/use-cases/jrz97619761-test-model-thing/train-own-byte-level-model-on-mlx/","b":true,"f":false,"sc":1.0},{"id":"jrz97619761-test-model-thing--chat-with-frozen-model-to-test-byte-output","t":"Chat with a frozen model to inspect byte output","s":"Load your trained weights and chat without changing them, to see how it spells and closes quotes.","w":"A researcher who has trained a model and wants to probe its byte-by-byte output without the weights changing.","o":"You get a chat session where the model's weights are not modified, plus notes on its spelling and bracket behavior.","c":"Research","r":"jrz97619761/test-model-thing","rt":"Test Model Thing","rs":"jrz97619761-test-model-thing","u":"/use-cases/jrz97619761-test-model-thing/chat-with-frozen-model-to-test-byte-output/","b":false,"f":false,"sc":0.9},{"id":"jrz97619761-test-model-thing--benchmark-model-on-cola-and-compare-to-gpt-1","t":"Benchmark your model on CoLA against GPT-1","s":"Run the included CoLA benchmark on your trained model and compare the score to GPT-1's 45.4.","w":"A researcher or student who wants a measurable score for a small experimental model and a known reference point.","o":"You get a CoLA score for your model that you can compare with the README's GPT-1 figure of 45.4.","c":"Research","r":"jrz97619761/test-model-thing","rt":"Test Model Thing","rs":"jrz97619761-test-model-thing","u":"/use-cases/jrz97619761-test-model-thing/benchmark-model-on-cola-and-compare-to-gpt-1/","b":false,"f":false,"sc":0.8},{"id":"js713-lab-sonic-match-mcp--score-reel-with-license-safe-bgm","t":"Find license-labeled BGM and a ducking spec for a Reel","s":"Install the MCP server and get ranked background tracks, licenses, and an ffmpeg mix command for one clip.","w":"A solo creator or editor who has a finished Instagram Reel or Short and needs background music with clear licensing before posting.","o":"A shortlist of tracks with the license and attribution printed on each row, a recommended hook window, and an ffmpeg command that ducks the music under speech.","c":"Content","r":"js713-lab/sonic-match-mcp","rt":"Sonic Match MCP","rs":"js713-lab-sonic-match-mcp","u":"/use-cases/js713-lab-sonic-match-mcp/score-reel-with-license-safe-bgm/","b":true,"f":false,"sc":1.0},{"id":"js713-lab-sonic-match-mcp--match-one-music-bed-to-a-clip-series","t":"Pick one shared playlist for a batch of clips","s":"Send up to 20 clips to analyze_batch and get a mood cluster plus one mini-playlist for the series.","w":"A content producer making a series of related clips, such as a product or cafe campaign, who wants the same sound across all of them.","o":"A mood cluster for the batch and one shared mini-playlist that fits the whole series.","c":"Content","r":"js713-lab/sonic-match-mcp","rt":"Sonic Match MCP","rs":"js713-lab-sonic-match-mcp","u":"/use-cases/js713-lab-sonic-match-mcp/match-one-music-bed-to-a-clip-series/","b":false,"f":false,"sc":0.9},{"id":"js713-lab-sonic-match-mcp--lock-bgm-to-a-brand-kit","t":"Keep background music on brand with a saved kit","s":"Save BPM, mood, and no-vocals settings once and reuse them for every recommendation.","w":"A marketing team or agency editor who must keep every ad or shop video on the same tempo, mood, and vocal rules.","o":"Recommendations that follow a saved brand kit, using a user-owned licensed library file for ads and shops.","c":"Content","r":"js713-lab/sonic-match-mcp","rt":"Sonic Match MCP","rs":"js713-lab-sonic-match-mcp","u":"/use-cases/js713-lab-sonic-match-mcp/lock-bgm-to-a-brand-kit/","b":false,"f":false,"sc":0.8},{"id":"js713-lab-sonic-match-mcp--try-hosted-bgm-matching-without-install","t":"Test BGM matching on the hosted endpoint","s":"Use a trial key on the hosted server to match music to a sample clip without installing Python.","w":"A creator or marketer who wants to see what the tool returns before running anything locally.","o":"A first set of matched tracks and license details from the hosted endpoint, using the bundled sample clip.","c":"Content","r":"js713-lab/sonic-match-mcp","rt":"Sonic Match MCP","rs":"js713-lab-sonic-match-mcp","u":"/use-cases/js713-lab-sonic-match-mcp/try-hosted-bgm-matching-without-install/","b":false,"f":false,"sc":0.7},{"id":"jsdhwfmax-evalforge--gate-ai-release-in-ci","t":"Block an AI release when eval scores regress","s":"Run a baseline-versus-candidate gate that exits non-zero and writes CI-readable reports.","w":"A maintainer of a RAG app or AI assistant who needs a clear pass or fail check on each pull request before a model, prompt, or retrieval change ships.","o":"A gate result with JSON, JUnit, SARIF, and Markdown reports, and a non-zero exit code when a required check fails.","c":"Software and DevOps","r":"jsdhwfmax/EvalForge","rt":"Eval Forge","rs":"jsdhwfmax-evalforge","u":"/use-cases/jsdhwfmax-evalforge/gate-ai-release-in-ci/","b":true,"f":false,"sc":1.0},{"id":"jsdhwfmax-evalforge--import-promptfoo-results-into-gate","t":"Gate promptfoo eval results before a release","s":"Convert promptfoo JSON output into a portable artifact and run a policy gate on it.","w":"A developer who already runs promptfoo evaluations and wants a release decision in CI without sending prompts or traces anywhere.","o":"A portable Eval Forge artifact built from promptfoo results, checked by a policy file that does not copy prompts, responses, or traces.","c":"Software and DevOps","r":"jsdhwfmax/EvalForge","rt":"Eval Forge","rs":"jsdhwfmax-evalforge","u":"/use-cases/jsdhwfmax-evalforge/import-promptfoo-results-into-gate/","b":false,"f":false,"sc":0.9},{"id":"jsdhwfmax-evalforge--gate-ragas-or-deepeval-scores","t":"Enforce thresholds on Ragas or DeepEval scores","s":"Import selected Ragas or DeepEval metrics and apply a policy gate to them.","w":"A RAG team that already scores answers with Ragas or DeepEval and wants one policy check across both frameworks in CI.","o":"A portable artifact that carries only the chosen score columns, checked against a policy, with missing or errored evidence failing the import.","c":"Software and DevOps","r":"jsdhwfmax/EvalForge","rt":"Eval Forge","rs":"jsdhwfmax-evalforge","u":"/use-cases/jsdhwfmax-evalforge/gate-ragas-or-deepeval-scores/","b":false,"f":false,"sc":0.8},{"id":"jsdhwfmax-evalforge--compare-rag-configs-offline","t":"Compare two RAG retrieval setups without a model key","s":"Run baseline and candidate RAG configurations offline and review the deltas in a dashboard.","w":"A team tuning retrieval for a RAG app that wants to know whether a hybrid setup beats a baseline before choosing it, without a hosted model account.","o":"Two exported experiment summaries with matching dataset fingerprints, a gate verdict on the deltas, and a dashboard comparison.","c":"Software and DevOps","r":"jsdhwfmax/EvalForge","rt":"Eval Forge","rs":"jsdhwfmax-evalforge","u":"/use-cases/jsdhwfmax-evalforge/compare-rag-configs-offline/","b":false,"f":false,"sc":0.7},{"id":"jsdsg666-autowwtp-asm-demo--calibrate-asm-model-from-task-file","t":"Calibrate an ASM model from a task file","s":"Run the full ASM workflow on plant data and get a report, calibration results and a final summary.","w":"A wastewater engineer who has plant data in a spreadsheet and needs an ASM model calibrated for an anaerobic, anoxic or aerobic tank or the full process section.","o":"A run folder with the process context, plan, configuration, sensitivity and calibration results, figures, an asm_report.md and asm_report.pdf, and final_result.json.","c":"Research","r":"jsdsg666/AutoWWTP-ASM-Demo","rt":"Auto WWTP ASM Demo","rs":"jsdsg666-autowwtp-asm-demo","u":"/use-cases/jsdsg666-autowwtp-asm-demo/calibrate-asm-model-from-task-file/","b":true,"f":false,"sc":1.0},{"id":"jsdsg666-autowwtp-asm-demo--review-asm-plan-before-calibration","t":"Review the ASM plan before calibration runs","s":"Pause after the plan is written, check or edit asm_plan.md, then let the run continue.","w":"A process modeler who wants to approve the modeling plan before any sensitivity analysis or calibration runs on plant data.","o":"A checked or edited asm_plan.md and a run that continues from your approved plan.","c":"Research","r":"jsdsg666/AutoWWTP-ASM-Demo","rt":"Auto WWTP ASM Demo","rs":"jsdsg666-autowwtp-asm-demo","u":"/use-cases/jsdsg666-autowwtp-asm-demo/review-asm-plan-before-calibration/","b":false,"f":false,"sc":0.9},{"id":"jsdsg666-autowwtp-asm-demo--run-asm-workflow-from-codex-project","t":"Run the ASM workflow from the Codex project package","s":"Open the Codex project version and ask the agent to run an ASM modeling task.","w":"A researcher who already works in Codex and wants the AutoWWTP-ASM workflow inside that project.","o":"A Codex session that reads AGENTS.md and the agent definitions, then runs an ASM modeling task on your data.","c":"Research","r":"jsdsg666/AutoWWTP-ASM-Demo","rt":"Auto WWTP ASM Demo","rs":"jsdsg666-autowwtp-asm-demo","u":"/use-cases/jsdsg666-autowwtp-asm-demo/run-asm-workflow-from-codex-project/","b":false,"f":false,"sc":0.8},{"id":"jtydhr88-screenwriting-skills--break-series-into-acts-with-act-outs","t":"Break a multi-episode series into acts and act outs","s":"Get an act-by-act breakdown with act outs for each episode of your series, using the series structure skill.","w":"A TV writer or showrunner who has a series outline with 12 or more episodes and needs each episode split into acts before drafting.","o":"A per-episode act map with act-out placements and cliffhanger notes, drawn from the series structure skill.","c":"Content","r":"jtydhr88/screenwriting-skills","rt":"Screenwriting Skills","rs":"jtydhr88-screenwriting-skills","u":"/use-cases/jtydhr88-screenwriting-skills/break-series-into-acts-with-act-outs/","b":true,"f":false,"sc":1.0},{"id":"jtydhr88-screenwriting-skills--fix-on-the-nose-dialogue-in-a-scene","t":"Rewrite on-the-nose dialogue in a scene","s":"Revise a scene whose characters say exactly what they feel, using the dialogue and scene craft skills together.","w":"A screenwriter whose draft scene feels flat because characters state their emotions outright and the action has little pressure.","o":"A revised scene with subtext-driven dialogue and tighter scene structure, plus notes on which lines changed and why.","c":"Content","r":"jtydhr88/screenwriting-skills","rt":"Screenwriting Skills","rs":"jtydhr88-screenwriting-skills","u":"/use-cases/jtydhr88-screenwriting-skills/fix-on-the-nose-dialogue-in-a-scene/","b":false,"f":false,"sc":0.9},{"id":"jtydhr88-screenwriting-skills--turn-long-novel-into-episode-outline","t":"Turn a long novel into a series episode outline","s":"Convert a long manuscript into a numbered episode outline with a series engine and bible, using the Chinese series skill.","w":"A producer or writer adapting a long novel into a multi-episode drama who needs a first episode-by-episode outline.","o":"A proposed episode outline with a series engine statement and bible notes, built from the series practice and engine skills.","c":"Content","r":"jtydhr88/screenwriting-skills","rt":"Screenwriting Skills","rs":"jtydhr88-screenwriting-skills","u":"/use-cases/jtydhr88-screenwriting-skills/turn-long-novel-into-episode-outline/","b":false,"f":false,"sc":0.8},{"id":"jtydhr88-screenwriting-skills--keep-screenplay-project-state-across-sessions","t":"Track a screenplay project's stage across sessions","s":"Use the workflow orchestrator and a story bible file to keep your screenplay's stage and decisions between chats.","w":"A writer who works on a script over many sessions and loses track of which stage they reached and which decisions are settled.","o":"A story bible file that records project state, plus a stage check that says where to pick up next time.","c":"Content","r":"jtydhr88/screenwriting-skills","rt":"Screenwriting Skills","rs":"jtydhr88-screenwriting-skills","u":"/use-cases/jtydhr88-screenwriting-skills/keep-screenplay-project-state-across-sessions/","b":false,"f":false,"sc":0.7},{"id":"judegomila-onco--search-oncology-records-with-mcp","t":"Let an AI agent search and compare On Co cancer records","s":"Connect an agent to the On Co MCP server to search, fetch and compare cancer records with sources.","w":"An AI agent builder or a researcher whose agent needs cited oncology facts about a specific cancer, treatment or trial.","o":"The agent answers from On Co records, with a TL;DR, approval status for a chosen country and primary source links for each claim.","c":"Research","r":"judegomila/OnCo","rt":"On Co","rs":"judegomila-onco","u":"/use-cases/judegomila-onco/search-oncology-records-with-mcp/","b":true,"f":false,"sc":1.0},{"id":"judegomila-onco--pull-oncology-records-into-scripts","t":"Pull On Co cancer records into a script via CLI or API","s":"Use the onco command or the static JSON API to load cancer records into your own analysis.","w":"A data analyst or developer who needs structured oncology records, such as cancers, drugs or trials, for a dashboard, report or dataset.","o":"A script that reads On Co records as JSON, with the required attribution line carried through to the output.","c":"Research","r":"judegomila/OnCo","rt":"On Co","rs":"judegomila-onco","u":"/use-cases/judegomila-onco/pull-oncology-records-into-scripts/","b":false,"f":false,"sc":0.9},{"id":"judegomila-onco--correct-a-cancer-record-by-pull-request","t":"Correct an oncology record and open a pull request","s":"Edit a record in the corpus, run the checks and submit a change that passes the same safety gate.","w":"A clinician, scientist or patient advocate who has found an error or a missing fact in a record on the site.","o":"A pull request that corrects the record, cites its source, and passes validation, type checks, lint, tests and build.","c":"Research","r":"judegomila/OnCo","rt":"On Co","rs":"judegomila-onco","u":"/use-cases/judegomila-onco/correct-a-cancer-record-by-pull-request/","b":false,"f":false,"sc":0.8},{"id":"judegomila-onco--audit-corpus-facts-against-regulators-and-trials","t":"Cross-check corpus facts against openFDA and ClinicalTrials.gov","s":"Run the fact-check and audit scripts to flag stale or contradictory oncology records.","w":"A maintainer or researcher who wants to find outdated approvals or trial statuses in the corpus before relying on them.","o":"A list of records that disagree with openFDA or ClinicalTrials.gov, or that the audit marks as stale or contradictory.","c":"Research","r":"judegomila/OnCo","rt":"On Co","rs":"judegomila-onco","u":"/use-cases/judegomila-onco/audit-corpus-facts-against-regulators-and-trials/","b":false,"f":false,"sc":0.7},{"id":"juliobsz-skills--build-portfolio-from-one-line","t":"Build a distinctive portfolio site from one line","s":"Get a designed, browser-checked portfolio site from a single sentence instead of a template.","w":"A freelancer or creative who needs a personal site fast and does not want the generic purple-gradient, three-card default an agent usually produces.","o":"A built site with a written concept, a DESIGN.md design system, semantic HTML, screenshots checked on desktop and mobile, and a list of placeholders you still need to replace.","c":"Content","r":"juliobsz/skills","rt":"Skills","rs":"juliobsz-skills","u":"/use-cases/juliobsz-skills/build-portfolio-from-one-line/","b":true,"f":false,"sc":1.0},{"id":"juliobsz-skills--score-live-site-like-awwwards-jury","t":"Score a live website like an Awwwards jury","s":"Get a scorecard with screenshots and measurements for any reachable site.","w":"A designer or developer who wants an honest, evidence-based review of a live site before showing it to a client or submitting it.","o":"A .jury/ folder with a scorecard.md, screenshots and reports, where every number cites a screenshot or measurement, and fixes ranked by how much score they would gain.","c":"Content","r":"juliobsz/skills","rt":"Skills","rs":"juliobsz-skills","u":"/use-cases/juliobsz-skills/score-live-site-like-awwwards-jury/","b":false,"f":false,"sc":0.9},{"id":"juliobsz-skills--compare-two-sites-with-jury","t":"Compare your site against a competitor's","s":"Score two sites side by side with the same rubric and evidence.","w":"A product or marketing lead who wants to see where their site falls short of a competitor's on design, usability and content.","o":"Two scored reports under the same rubric, showing where each site leads or trails, with evidence you can share.","c":"Content","r":"juliobsz/skills","rt":"Skills","rs":"juliobsz-skills","u":"/use-cases/juliobsz-skills/compare-two-sites-with-jury/","b":false,"f":false,"sc":0.8},{"id":"juliobsz-skills--redesign-landing-page-in-project","t":"Redesign an existing landing page in your project","s":"Rebuild a landing page inside your own project and check it before shipping.","w":"A developer or founder with an existing site who wants a stronger visual design and a pre-launch quality check.","o":"A redesigned page in the project, a DESIGN.md design system, real-browser screenshots, and a score from the same blind critic used by /awwwards.","c":"Content","r":"juliobsz/skills","rt":"Skills","rs":"juliobsz-skills","u":"/use-cases/juliobsz-skills/redesign-landing-page-in-project/","b":false,"f":false,"sc":0.7},{"id":"juspay-xyne-spaces--run-xyne-spaces-locally","t":"Run the full Xyne Spaces stack on your machine","s":"Clone the repo and start the dashboard, backend, Claw and Claw Auth with one command.","w":"A developer or platform engineer who wants to evaluate Xyne Spaces before connecting real org data.","o":"The dashboard, backend API, Xyne Claw and Claw Auth run on localhost and you can sign in with the local admin account.","c":"Software and DevOps","r":"juspay/xyne-spaces","rt":"Xyne Spaces","rs":"juspay-xyne-spaces","u":"/use-cases/juspay-xyne-spaces/run-xyne-spaces-locally/","b":true,"f":false,"sc":1.0},{"id":"juspay-xyne-spaces--triage-support-tickets-with-automations","t":"Triage incoming support tickets with Automations","s":"Let scheduled agent runs classify and triage Customer Support Desk tickets in the background.","w":"A support lead whose queue fills up faster than the team can sort it, and who wants routine triage done without someone remembering to run it.","o":"New tickets arrive in the Customer Support Desk already classified and sorted into queues, with SLA deadlines tracked.","c":"Software and DevOps","r":"juspay/xyne-spaces","rt":"Xyne Spaces","rs":"juspay-xyne-spaces","u":"/use-cases/juspay-xyne-spaces/triage-support-tickets-with-automations/","b":false,"f":false,"sc":0.9},{"id":"juspay-xyne-spaces--review-a-repo-with-a-claw-agent","t":"Have a Claw agent review a repository with approval gates","s":"Run a sandboxed agent that reads a repo and runs code, with you approving every write.","w":"An engineering lead who wants an agent to read a codebase and report on it, without giving it write access by default.","o":"The agent returns a review of the repository, and every write it proposes waits for your approve or decline click.","c":"Software and DevOps","r":"juspay/xyne-spaces","rt":"Xyne Spaces","rs":"juspay-xyne-spaces","u":"/use-cases/juspay-xyne-spaces/review-a-repo-with-a-claw-agent/","b":false,"f":false,"sc":0.8},{"id":"juspay-xyne-spaces--connect-github-tools-to-an-agent","t":"Let an agent act on GitHub through brokered MCP tools","s":"Connect GitHub through Claw Auth so an agent can work with your repos under your own access.","w":"A developer who wants an agent to open or read GitHub items, and who needs that access tied to their own account.","o":"The agent calls GitHub tools through Claw Auth using your own configured connection, and only for actions you are allowed to take.","c":"Software and DevOps","r":"juspay/xyne-spaces","rt":"Xyne Spaces","rs":"juspay-xyne-spaces","u":"/use-cases/juspay-xyne-spaces/connect-github-tools-to-an-agent/","b":false,"f":false,"sc":0.7},{"id":"jwuthri-cloud-tracely-ai--freeze-failing-trace-into-pr-gate","t":"Turn a failing agent trace into a PR-blocking test","s":"Promote a production failure to a replayable case that blocks the PR that would ship it again.","w":"An engineer on a team running an AI agent in production who has just seen a real run fail and wants that exact failure to never come back.","o":"The failing run is frozen into a hermetic case with recorded fixtures, and CI fails any pull request that reproduces it.","c":"Software and DevOps","r":"jwuthri-cloud/Tracely-ai","rt":"Tracely AI","rs":"jwuthri-cloud-tracely-ai","u":"/use-cases/jwuthri-cloud-tracely-ai/freeze-failing-trace-into-pr-gate/","b":true,"f":false,"sc":1.0},{"id":"jwuthri-cloud-tracely-ai--group-agent-failures-into-issues","t":"Cluster broken agent runs into one issue per failure","s":"Collapse dozens of failed runs into a single counted issue with a suggested evaluator.","w":"A team lead or on-call engineer facing a flood of failed agent runs who needs to know which problem is actually happening.","o":"Failures are grouped by structure and meaning into clusters with counts, each with a suggested evaluator and an option to promote it to a case.","c":"Software and DevOps","r":"jwuthri-cloud/Tracely-ai","rt":"Tracely AI","rs":"jwuthri-cloud-tracely-ai","u":"/use-cases/jwuthri-cloud-tracely-ai/group-agent-failures-into-issues/","b":false,"f":false,"sc":0.9},{"id":"jwuthri-cloud-tracely-ai--alert-on-live-agent-judge-failures","t":"Get a Slack or email alert when a live agent run fails","s":"Build an alert flow that notifies you when a judge fails a live conversation.","w":"An engineer on call for a production agent who needs to hear about a failing conversation without watching a dashboard.","o":"An alert rule fires on a judge failure, runs a flow of conditions and notifications, and sends a message to Slack, email, or your own webhook.","c":"Software and DevOps","r":"jwuthri-cloud/Tracely-ai","rt":"Tracely AI","rs":"jwuthri-cloud-tracely-ai","u":"/use-cases/jwuthri-cloud-tracely-ai/alert-on-live-agent-judge-failures/","b":false,"f":false,"sc":0.8},{"id":"jwuthri-cloud-tracely-ai--calibrate-judges-before-they-gate-releases","t":"Check a judge's accuracy before it blocks a release","s":"Label judge verdicts against human review to catch over-flagging before it gates a PR.","w":"A QA or ML engineer who has added an LLM judge to a release gate and wants proof it flags the right runs.","o":"Each judge gets an agreement score against human labels, with missed failures and over-flagging shown separately.","c":"Software and DevOps","r":"jwuthri-cloud/Tracely-ai","rt":"Tracely AI","rs":"jwuthri-cloud-tracely-ai","u":"/use-cases/jwuthri-cloud-tracely-ai/calibrate-judges-before-they-gate-releases/","b":false,"f":false,"sc":0.7},{"id":"jwuthri-cloud-tracely-ai--self-host-tracely-on-railway","t":"Deploy the full Tracely stack to Railway in one click","s":"Run the API, worker, UI, Postgres, ClickHouse, Redis and MinIO on your own Railway project.","w":"A platform or DevOps engineer who needs the agent observability stack hosted in their own cloud account.","o":"A running Tracely deployment on Railway with a frontend domain where you can create your workspace.","c":"Software and DevOps","r":"jwuthri-cloud/Tracely-ai","rt":"Tracely AI","rs":"jwuthri-cloud-tracely-ai","u":"/use-cases/jwuthri-cloud-tracely-ai/self-host-tracely-on-railway/","b":false,"f":false,"sc":0.6},{"id":"jwuthri-cloud-tracely-ai--let-coding-agent-drive-tracely-via-mcp","t":"Let a coding agent query and edit your Tracely workspace","s":"Connect a coding agent to the Tracely MCP endpoint with an ingest key.","w":"A developer who uses a coding agent day to day and wants it to inspect failing traces and set up cases without leaving the editor.","o":"A coding agent reads traces, creates evaluators, cases and alerts in your workspace through the MCP endpoint.","c":"Software and DevOps","r":"jwuthri-cloud/Tracely-ai","rt":"Tracely AI","rs":"jwuthri-cloud-tracely-ai","u":"/use-cases/jwuthri-cloud-tracely-ai/let-coding-agent-drive-tracely-via-mcp/","b":false,"f":false,"sc":0.5},{"id":"jzjzzzzzzz-agent-me--run-twin-locally-with-docker","t":"Run the Agent-Me twin locally with Docker Compose","s":"Start the web app and API on your machine with the example knowledge and no API key.","w":"A developer or curious user who wants to see a personal AI twin running before adding private notes.","o":"The web application and API run locally using the default extractive and collaboration modes.","c":"Personal productivity","r":"jzjzzzzzzz/agent-me","rt":"Agent Me","rs":"jzjzzzzzzz-agent-me","u":"/use-cases/jzjzzzzzzz-agent-me/run-twin-locally-with-docker/","b":true,"f":false,"sc":1.0},{"id":"jzjzzzzzzz-agent-me--inspect-verified-answer-grounding","t":"Inspect why a verified answer was grounded","s":"Call the five-stage workflow and read its sources, grounding result, and public trace.","w":"An engineer or auditor who needs to see why the twin answered a question the way it did.","o":"A JSON response showing the workflow, the exact source excerpts, whether grounding passed, and a per-stage trace.","c":"Personal productivity","r":"jzjzzzzzzz/agent-me","rt":"Agent Me","rs":"jzjzzzzzzz-agent-me","u":"/use-cases/jzjzzzzzzz-agent-me/inspect-verified-answer-grounding/","b":false,"f":false,"sc":0.9},{"id":"jzjzzzzzzz-agent-me--check-private-markdown-before-startup","t":"Check a private Markdown folder before startup","s":"Preflight your knowledge directory and get a safe document count and relative file list.","w":"A user or automation agent preparing a private notes folder before the twin starts reading it.","o":"A check result listing the document count and relative paths, with no document contents or absolute host paths.","c":"Personal productivity","r":"jzjzzzzzzz/agent-me","rt":"Agent Me","rs":"jzjzzzzzzz-agent-me","u":"/use-cases/jzjzzzzzzz-agent-me/check-private-markdown-before-startup/","b":false,"f":false,"sc":0.8},{"id":"jzjzzzzzzz-agent-me--build-twin-from-reviewed-markdown","t":"Build your own AI Twin from reviewed Markdown","s":"Replace the example profile with your approved notes, set the app identity, and run the checks.","w":"A developer who wants a personal twin grounded in their own reviewed notes and is ready to maintain evaluation cases.","o":"A private configuration with your own Markdown corpus that passes lint, tests, docs checks, and evaluation.","c":"Personal productivity","r":"jzjzzzzzzz/agent-me","rt":"Agent Me","rs":"jzjzzzzzzz-agent-me","u":"/use-cases/jzjzzzzzzz-agent-me/build-twin-from-reviewed-markdown/","b":false,"f":false,"sc":0.7},{"id":"jzjzzzzzzz-agent-me--run-deterministic-collaboration-evals","t":"Run deterministic evals on the collaboration workflow","s":"Run the versioned fixtures and see the pass count for the verified workflow.","w":"A maintainer or evaluator who needs repeatable results before trusting changes to the role pipeline.","o":"A deterministic report of supported, unsupported, adversarial, and boundary cases for the verified workflow.","c":"Personal productivity","r":"jzjzzzzzzz/agent-me","rt":"Agent Me","rs":"jzjzzzzzzz-agent-me","u":"/use-cases/jzjzzzzzzz-agent-me/run-deterministic-collaboration-evals/","b":false,"f":false,"sc":0.6},{"id":"kaankiziltug-logo-design-skill--design-logo-concepts-for-new-brand","t":"Design logo concepts for a new brand with an agent","s":"Turn a brand brief into 8 to 12 concepts, three built in SVG, and a checkpoint to choose from.","w":"A founder or marketer starting a brand who needs a logo direction before commissioning a full identity.","o":"One overview image of concepts with a recommendation, and a chosen direction before any full kit is made.","c":"Content","r":"kaankiziltug/logo-design-skill","rt":"Logo Design Skill","rs":"kaankiziltug-logo-design-skill","u":"/use-cases/kaankiziltug-logo-design-skill/design-logo-concepts-for-new-brand/","b":true,"f":false,"sc":1.0},{"id":"kaankiziltug-logo-design-skill--audit-svg-logo-against-design-principles","t":"Audit an SVG logo against design principles","s":"Check an existing SVG logo for construction faults and test it at 16 px and in one colour.","w":"A designer or developer checking a logo file before it goes into a website, deck or print run.","o":"Audit results for the SVG against logo principles, plus test sheets showing the mark at 16 px and in one colour.","c":"Content","r":"kaankiziltug/logo-design-skill","rt":"Logo Design Skill","rs":"kaankiziltug-logo-design-skill","u":"/use-cases/kaankiziltug-logo-design-skill/audit-svg-logo-against-design-principles/","b":false,"f":false,"sc":0.9},{"id":"kaankiziltug-logo-design-skill--export-favicon-and-app-icon-set","t":"Export a favicon, app icon and web manifest set","s":"Generate a complete favicon, app-icon and web-manifest set from a finished SVG logo.","w":"A web developer who has a finished logo and needs icons for a site or an installable web app.","o":"A complete favicon, app-icon and web-manifest set generated from the SVG logo, ready to copy into a site.","c":"Content","r":"kaankiziltug/logo-design-skill","rt":"Logo Design Skill","rs":"kaankiziltug-logo-design-skill","u":"/use-cases/kaankiziltug-logo-design-skill/export-favicon-and-app-icon-set/","b":false,"f":false,"sc":0.8},{"id":"kai-jungsthoefel-soma--design-printable-case-from-description","t":"Design a printable case from a plain description","s":"Describe a case or bracket in words and get a CadQuery model you can check and export for printing.","w":"A maker who needs a case, bracket or mount for a project and does not want to learn a CAD program.","o":"A checked 3D model of the part, exported as STL or 3MF and ready to print.","c":"Software and DevOps","r":"Kai-Jungsthoefel/SOMA","rt":"SOMA","rs":"kai-jungsthoefel-soma","u":"/use-cases/kai-jungsthoefel-soma/design-printable-case-from-description/","b":true,"f":false,"sc":1.0},{"id":"kai-jungsthoefel-soma--make-model-dimensions-adjustable","t":"Make a model's dimensions adjustable without code","s":"Have the agent expose key values as parameters so you can change a size without touching the code.","w":"A designer who wants to resize a finished part for a different project or printer without reopening the code.","o":"A model where chosen dimensions can be changed in SOMA and the model rebuilds with the new values.","c":"Software and DevOps","r":"Kai-Jungsthoefel/SOMA","rt":"SOMA","rs":"kai-jungsthoefel-soma","u":"/use-cases/kai-jungsthoefel-soma/make-model-dimensions-adjustable/","b":false,"f":false,"sc":0.9},{"id":"kai-jungsthoefel-soma--check-part-for-printing-issues","t":"Check a part for overhangs and thin walls","s":"Run the analysis tools on a model to find overhangs, thin walls and weak spots before printing.","w":"A 3D printing hobbyist about to print a functional part who wants to catch problems first.","o":"A list of printing and strength issues the agent can fix in the model code before you print.","c":"Software and DevOps","r":"Kai-Jungsthoefel/SOMA","rt":"SOMA","rs":"kai-jungsthoefel-soma","u":"/use-cases/kai-jungsthoefel-soma/check-part-for-printing-issues/","b":false,"f":false,"sc":0.8},{"id":"kai-jungsthoefel-soma--render-motion-animation-video","t":"Render a moving mechanism as a video","s":"Describe a motion in Python and render the animation of a model to video.","w":"A product designer or teacher who wants to show how a mechanism or assembly moves.","o":"A video file of the model moving as described in the animation code.","c":"Software and DevOps","r":"Kai-Jungsthoefel/SOMA","rt":"SOMA","rs":"kai-jungsthoefel-soma","u":"/use-cases/kai-jungsthoefel-soma/render-motion-animation-video/","b":false,"f":false,"sc":0.7},{"id":"kai-jungsthoefel-soma--move-cadquery-script-into-soma","t":"Move an existing CadQuery script into SOMA","s":"Open a CadQuery script in SOMA, let the agent extend it, and export it back as a script.","w":"A developer with an existing CadQuery script who wants agent help and a 3D viewer in one place.","o":"A SOMA model built from your script, with agent-made changes, that can be exported back as a CadQuery script.","c":"Software and DevOps","r":"Kai-Jungsthoefel/SOMA","rt":"SOMA","rs":"kai-jungsthoefel-soma","u":"/use-cases/kai-jungsthoefel-soma/move-cadquery-script-into-soma/","b":false,"f":false,"sc":0.6},{"id":"kairunwen-awesome-robot-use-agent--map-robot-use-agent-field-from-surveys","t":"Map the robot-use agent field from current surveys","s":"Read the survey papers to learn the main approaches, terms, and open problems in robot-use agents.","w":"A graduate student or product lead who is new to robot-use agents and needs a fast overview before choosing a research or build direction.","o":"A short written map of the field that names the main categories, the survey sources, and the open challenges.","c":"Research","r":"kairunwen/Awesome-Robot-Use-Agent","rt":"Awesome Robot Use Agent","rs":"kairunwen-awesome-robot-use-agent","u":"/use-cases/kairunwen-awesome-robot-use-agent/map-robot-use-agent-field-from-surveys/","b":true,"f":false,"sc":1.0},{"id":"kairunwen-awesome-robot-use-agent--pick-robot-use-method-for-manipulation-project","t":"Shortlist a robot-use method for a manipulation project","s":"Compare listed methods and their evaluation settings to pick one to reproduce or adapt.","w":"A robotics engineer starting a long-horizon manipulation project who needs a method that fits the robot and task.","o":"A ranked shortlist of two or three methods with the benchmarks each was evaluated on and the code status the README reports.","c":"Research","r":"kairunwen/Awesome-Robot-Use-Agent","rt":"Awesome Robot Use Agent","rs":"kairunwen-awesome-robot-use-agent","u":"/use-cases/kairunwen-awesome-robot-use-agent/pick-robot-use-method-for-manipulation-project/","b":false,"f":false,"sc":0.9},{"id":"kairunwen-awesome-robot-use-agent--choose-benchmarks-to-test-robot-use-agent","t":"Choose benchmarks to test a robot-use agent","s":"Pick simulation benchmarks from the list that match your robot and task before you run tests.","w":"An AI engineer evaluating a robot-use agent who needs a fair test set before comparing results.","o":"A short evaluation plan that names two or three benchmarks, the task types each covers, and the links to their sources.","c":"Research","r":"kairunwen/Awesome-Robot-Use-Agent","rt":"Awesome Robot Use Agent","rs":"kairunwen-awesome-robot-use-agent","u":"/use-cases/kairunwen-awesome-robot-use-agent/choose-benchmarks-to-test-robot-use-agent/","b":false,"f":false,"sc":0.8},{"id":"kairunwen-awesome-robot-use-agent--prototype-voice-camera-desktop-robot-agent","t":"Prototype a voice and camera desktop robot agent","s":"Follow the linked tutorial to connect a language model to a desktop robot with voice and vision.","w":"A developer or maker with a Reachy Mini who wants an interactive desktop robot that listens, sees, and acts.","o":"A working desktop robot prototype that responds to voice and camera input through tool calling.","c":"Research","r":"kairunwen/Awesome-Robot-Use-Agent","rt":"Awesome Robot Use Agent","rs":"kairunwen-awesome-robot-use-agent","u":"/use-cases/kairunwen-awesome-robot-use-agent/prototype-voice-camera-desktop-robot-agent/","b":false,"f":false,"sc":0.7},{"id":"kajisho5-ffmpeg-skill--cut-interview-to-60s-reels-clip","t":"Cut an interview into a 60-second Reels clip","s":"An agent keeps chosen segments of a long interview, fits them to 60 seconds in 9:16 and exports a Reels file.","w":"A creator or editor with a long interview recording who needs a short vertical clip for Instagram Reels and has no time to edit by hand.","o":"A Reels-ready MP4 that is about 60 seconds, 1080x1920, with a probe and a contact sheet the agent has checked.","c":"Content","r":"kajisho5/ffmpeg-skill","rt":"Ffmpeg Skill","rs":"kajisho5-ffmpeg-skill","u":"/use-cases/kajisho5-ffmpeg-skill/cut-interview-to-60s-reels-clip/","b":true,"f":false,"sc":1.0},{"id":"kajisho5-ffmpeg-skill--render-talk-to-tiktok-with-captions","t":"Turn a talking-head video into a captioned TikTok","s":"One render command crops to 9:16, burns in your cue text and normalizes loudness for TikTok.","w":"A creator with a talking-head recording and a text file of caption cues, who wants a finished TikTok without learning FFmpeg.","o":"A TikTok-ready file with popped captions above the description bar, around -14 LUFS, plus a check report written by the skill.","c":"Content","r":"kajisho5/ffmpeg-skill","rt":"Ffmpeg Skill","rs":"kajisho5-ffmpeg-skill","u":"/use-cases/kajisho5-ffmpeg-skill/render-talk-to-tiktok-with-captions/","b":false,"f":false,"sc":0.9},{"id":"kajisho5-ffmpeg-skill--export-one-edit-to-every-platform","t":"Export one edit to nine social platforms at once","s":"A single render command makes a file for each platform template and a summary table.","w":"A marketer or creator who publishes the same video on TikTok, Reels, Shorts, LinkedIn, X and other platforms and wants all versions from one edit.","o":"One output file per platform template, plus a pack table that lists what each destination produced.","c":"Content","r":"kajisho5/ffmpeg-skill","rt":"Ffmpeg Skill","rs":"kajisho5-ffmpeg-skill","u":"/use-cases/kajisho5-ffmpeg-skill/export-one-edit-to-every-platform/","b":false,"f":false,"sc":0.8},{"id":"kajisho5-ffmpeg-skill--remove-silences-and-normalize-loudness","t":"Strip dead air and set loudness to -14 LUFS","s":"An agent removes silent gaps from a recording and sets its loudness to the -14 LUFS target.","w":"A podcaster or presenter whose raw recording has long pauses and uneven volume and who wants a cleaned file before publishing.","o":"An edited file with silent gaps removed and integrated loudness near -14 LUFS with a true peak of -1 dBTP.","c":"Content","r":"kajisho5/ffmpeg-skill","rt":"Ffmpeg Skill","rs":"kajisho5-ffmpeg-skill","u":"/use-cases/kajisho5-ffmpeg-skill/remove-silences-and-normalize-loudness/","b":false,"f":false,"sc":0.7},{"id":"kanaworksai-hue-audio-studio-mcp--generate-game-bgm-loop","t":"Generate a seamless BGM loop for a game scene","s":"Describe a scene in one sentence and get candidate music loops sized for game BGM.","w":"An indie game developer or hobby game maker who needs a looping background track for a level, menu or cafe scene and has no budget for a composer.","o":"Three candidate BGM WAV files, each with a JSON sidecar, processed into a seamless loop at -16 LUFS and exported as OGG.","c":"Content","r":"kanaworksai-hue/audio-studio-mcp","rt":"Audio Studio MCP","rs":"kanaworksai-hue-audio-studio-mcp","u":"/use-cases/kanaworksai-hue-audio-studio-mcp/generate-game-bgm-loop/","b":true,"f":false,"sc":1.0},{"id":"kanaworksai-hue-audio-studio-mcp--create-sound-effects-for-godot","t":"Create a sound effect and export it for Godot","s":"Describe a sound by its source, action, material and space, then export it as OGG.","w":"A game developer using Godot who needs a specific sound effect, such as a door slam, and does not have a sound library that covers it.","o":"A short sound effect file that matches the described source and space, peak normalized and exported as OGG for Godot.","c":"Content","r":"kanaworksai-hue/audio-studio-mcp","rt":"Audio Studio MCP","rs":"kanaworksai-hue-audio-studio-mcp","u":"/use-cases/kanaworksai-hue-audio-studio-mcp/create-sound-effects-for-godot/","b":false,"f":false,"sc":0.9},{"id":"kanaworksai-hue-audio-studio-mcp--extend-or-restyle-existing-track","t":"Extend or restyle an existing track with edit_audio","s":"Lengthen a generated track, change its style, or regenerate one section.","w":"A video editor or game developer who has a generated track that is too short or the wrong style for a new cut.","o":"An extended or re-styled track with candidates, followed by loudness normalization to the target level.","c":"Content","r":"kanaworksai-hue/audio-studio-mcp","rt":"Audio Studio MCP","rs":"kanaworksai-hue-audio-studio-mcp","u":"/use-cases/kanaworksai-hue-audio-studio-mcp/extend-or-restyle-existing-track/","b":false,"f":false,"sc":0.8},{"id":"kanaworksai-hue-audio-studio-mcp--share-one-audio-server-across-sessions","t":"Share one warm audio server across all sessions","s":"Run one local HTTP server so every MCP session uses the same loaded models.","w":"A developer who opens several client sessions a day and does not want the models to reload in each one.","o":"One local server on 127.0.0.1 that keeps the models warm and is reachable from every session.","c":"Content","r":"kanaworksai-hue/audio-studio-mcp","rt":"Audio Studio MCP","rs":"kanaworksai-hue-audio-studio-mcp","u":"/use-cases/kanaworksai-hue-audio-studio-mcp/share-one-audio-server-across-sessions/","b":false,"f":false,"sc":0.7},{"id":"karanb192-awesome-claude-code-mods--find-mod-by-task","t":"Find a Claude Code mod that fits a task","s":"Ask mod-finder for mods that match a task, then compare their access before installing.","w":"A developer who uses Claude Code daily and wants a mod for a specific job, such as code reviews, but does not know which mods exist.","o":"A short list of mods that match the task, each with its access details, so you can pick one to install.","c":"Software and DevOps","r":"karanb192/awesome-claude-code-mods","rt":"Awesome Claude Code Mods","rs":"karanb192-awesome-claude-code-mods","u":"/use-cases/karanb192-awesome-claude-code-mods/find-mod-by-task/","b":true,"f":false,"sc":1.0},{"id":"karanb192-awesome-claude-code-mods--keep-prompt-cache-warm","t":"Keep the prompt cache warm during breaks","s":"Install cache-tax to keep the prompt cache warm and see the estimated cost of a cold send.","w":"A Claude Code user who pauses between prompts and notices slower or costlier replies after a break.","o":"The cache stays warm during breaks, and you see one estimated cost warning when a cold send happens.","c":"Software and DevOps","r":"karanb192/awesome-claude-code-mods","rt":"Awesome Claude Code Mods","rs":"karanb192-awesome-claude-code-mods","u":"/use-cases/karanb192-awesome-claude-code-mods/keep-prompt-cache-warm/","b":false,"f":false,"sc":0.9},{"id":"karanb192-awesome-claude-code-mods--monitor-context-and-cost","t":"Watch context, cost and subagents in a live dashboard","s":"Use flightdeck to see context use, cost, permission checks and subagents while Claude works.","w":"A developer running long Claude Code sessions with subagents who wants to see context and spend as they grow.","o":"A live dashboard that shows context, cost, permission checks and subagents, without changing tool calls.","c":"Software and DevOps","r":"karanb192/awesome-claude-code-mods","rt":"Awesome Claude Code Mods","rs":"karanb192-awesome-claude-code-mods","u":"/use-cases/karanb192-awesome-claude-code-mods/monitor-context-and-cost/","b":false,"f":false,"sc":0.8},{"id":"karanb192-awesome-claude-code-mods--build-custom-mod","t":"Build a custom Claude Code mod with Claude","s":"Ask Claude to build a mod, then test it locally with --plugin-dir before sharing it.","w":"A developer who wants a Claude Code interface change or behavior change that no existing mod provides.","o":"A local mod that runs in Claude Code and changes the interface or behavior the developer asked for.","c":"Software and DevOps","r":"karanb192/awesome-claude-code-mods","rt":"Awesome Claude Code Mods","rs":"karanb192-awesome-claude-code-mods","u":"/use-cases/karanb192-awesome-claude-code-mods/build-custom-mod/","b":false,"f":false,"sc":0.7},{"id":"karanb192-cache-tax--keep-claude-code-cache-warm-on-break","t":"Keep Claude Code's cache warm during a break","s":"Arm a timed keepwarm window before stepping away so the next message does not pay a full cache rewrite.","w":"A developer deep in a large Claude Code session who needs to step away for a meeting, lunch or a short break and return to the same context.","o":"The session stays warm for the chosen window, and the user knows the next ping time and the last receipt when they return.","c":"Software and DevOps","r":"karanb192/cache-tax","rt":"Cache Tax","rs":"karanb192-cache-tax","u":"/use-cases/karanb192-cache-tax/keep-claude-code-cache-warm-on-break/","b":true,"f":false,"sc":1.0},{"id":"karanb192-cache-tax--check-cold-resend-price-before-sending","t":"See the rewrite price before a cold send","s":"Get a warning with the estimated cost when a message would rewrite an expired cache, then choose to resend or start fresh.","w":"A developer returning to a long Claude Code session after the cache has gone cold, who wants to know the cost before paying it.","o":"The user sees an estimated rewrite price, resends only if they accept it, or clears the session and starts from a note.","c":"Software and DevOps","r":"karanb192/cache-tax","rt":"Cache Tax","rs":"karanb192-cache-tax","u":"/use-cases/karanb192-cache-tax/check-cold-resend-price-before-sending/","b":false,"f":false,"sc":0.9},{"id":"karanb192-cache-tax--keep-every-session-warm-across-breaks","t":"Keep every session warm with always mode","s":"Turn on always mode so each turn leaves at least six hours of warm window across sessions.","w":"A developer who runs several long Claude Code sessions over a workday and does not want to arm keepwarm in each one.","o":"Each session that reaches the cache keeps a warm window of at least six hours from its last turn, and the setting persists across sessions.","c":"Software and DevOps","r":"karanb192/cache-tax","rt":"Cache Tax","rs":"karanb192-cache-tax","u":"/use-cases/karanb192-cache-tax/keep-every-session-warm-across-breaks/","b":false,"f":false,"sc":0.8},{"id":"karanb192-itr-wala--file-fy-2025-26-itr-without-a-ca","t":"File your FY 2025-26 income tax return without a CA","s":"Turn Form 16 and AIS into a checked, regime-compared filing pack for the income tax portal.","w":"A salaried or investing Indian taxpayer with Form 16 and AIS for April 2025 to March 2026 who wants to file without paying a CA or spending hours on the portal.","o":"A filing pack with every portal field and value, a regime comparison with exact rupee savings, and a final payable or refund figure to match on the portal. You still pay, submit, and e-verify yourself.","c":"Money","r":"karanb192/itr-wala","rt":"Itr Wala","rs":"karanb192-itr-wala","u":"/use-cases/karanb192-itr-wala/file-fy-2025-26-itr-without-a-ca/","b":true,"f":false,"sc":1.0},{"id":"karanb192-itr-wala--plan-fy-2026-27-advance-tax-payments","t":"Plan FY 2026-27 advance tax payments and due dates","s":"Get the next advance-tax amount and its due date from your expected income and TDS.","w":"A self-employed person or investor with income that is not fully covered by employer TDS, who must pay advance tax for FY 2026-27.","o":"A payment plan that shows how much to pay next and by when, based on your as-of date, expected income, expected TDS, and receipts for advance tax already paid.","c":"Money","r":"karanb192/itr-wala","rt":"Itr Wala","rs":"karanb192-itr-wala","u":"/use-cases/karanb192-itr-wala/plan-fy-2026-27-advance-tax-payments/","b":false,"f":false,"sc":0.9},{"id":"karanb192-itr-wala--recheck-fy-2025-26-tax-after-rebate-fix","t":"Recheck an old FY 2025-26 tax result after the 1.3.0 fix","s":"Recompute your FY 2025-26 tax to see whether an earlier install understated new-regime tax.","w":"A taxpayer who used an Itr Wala install older than 1.3.0 for FY 2025-26, with special-rate gains or income above ₹12 lakh.","o":"A recomputed FY 2025-26 result from the corrected engine, to compare with your filed return and any processing intimation.","c":"Money","r":"karanb192/itr-wala","rt":"Itr Wala","rs":"karanb192-itr-wala","u":"/use-cases/karanb192-itr-wala/recheck-fy-2025-26-tax-after-rebate-fix/","b":false,"f":false,"sc":0.8},{"id":"karanb192-itr-wala--compare-old-and-new-tax-regimes","t":"Compare old and new tax regimes with exact rupee savings","s":"See the tax under each regime side by side and which one saves more.","w":"A taxpayer choosing between the old and new regimes for FY 2025-26 who wants a figure-level comparison instead of a rough guess.","o":"A side-by-side table of gross income, deductions, slab tax, special-rate tax, cess, interest, and net payable for both regimes, with the recommended regime and the rupee saving.","c":"Money","r":"karanb192/itr-wala","rt":"Itr Wala","rs":"karanb192-itr-wala","u":"/use-cases/karanb192-itr-wala/compare-old-and-new-tax-regimes/","b":false,"f":false,"sc":0.7},{"id":"kayforkind-reimagine-it--auto-redesign-existing-html-page","t":"Redesign an existing HTML page in one command","s":"Turn a plain HTML page into a standalone, offline redesign that keeps the original meaning.","w":"A developer or content owner with an old article, bulletin, or landing page that needs a stronger look without a rewrite.","o":"A single standalone redesign.html file that uses the source's own headings, dates, numbers, and colors, with the original input left untouched.","c":"Content","r":"Kayforkind/reimagine-it","rt":"Reimagine It","rs":"kayforkind-reimagine-it","u":"/use-cases/kayforkind-reimagine-it/auto-redesign-existing-html-page/","b":true,"f":false,"sc":1.0},{"id":"kayforkind-reimagine-it--review-several-design-directions","t":"Show a client several ranked redesign options","s":"Generate multiple ranked directions from one source page for a side-by-side client review.","w":"A designer preparing a handoff who needs to show two or three defensible directions instead of one guess.","o":"A review folder with ranked redesign pages and a contrast sheet built from the same source evidence.","c":"Content","r":"Kayforkind/reimagine-it","rt":"Reimagine It","rs":"kayforkind-reimagine-it","u":"/use-cases/kayforkind-reimagine-it/review-several-design-directions/","b":false,"f":false,"sc":0.9},{"id":"kayforkind-reimagine-it--pin-approved-design-with-seed-and-report","t":"Pin an approved redesign with a seed and report","s":"Reproduce an approved direction exactly and keep a decision report beside the artifact.","w":"A team lead or designer who must re-create the same approved page later and explain why it was chosen.","o":"An approved HTML page plus a JSON report that records the selected direction, candidate scores, seed, rationale, and source anchors.","c":"Content","r":"Kayforkind/reimagine-it","rt":"Reimagine It","rs":"kayforkind-reimagine-it","u":"/use-cases/kayforkind-reimagine-it/pin-approved-design-with-seed-and-report/","b":false,"f":false,"sc":0.8},{"id":"kayforkind-reimagine-it--audit-redesign-against-craft-rules","t":"Check a redesign against the craft audit rules","s":"Run the Node audit on a generated page to catch clipped content, focus problems, or invented facts.","w":"A developer or reviewer who needs a pass or fail check before a generated page is shared.","o":"A list of audit results for the redesign, showing which of the 19 rules pass or need fixes.","c":"Content","r":"Kayforkind/reimagine-it","rt":"Reimagine It","rs":"kayforkind-reimagine-it","u":"/use-cases/kayforkind-reimagine-it/audit-redesign-against-craft-rules/","b":false,"f":false,"sc":0.7},{"id":"keli-wen-agy-staff--second-opinion-pr-review","t":"Get a second-model review of a pull request","s":"Run agy's reviewer persona on a PR to get severity-ranked findings before merging.","w":"A developer using Claude Code or Codex who wants coverage from a second model family before merging a pull request.","o":"A severity-ranked list of review findings for the PR, delivered when the agy job finishes.","c":"Software and DevOps","r":"keli-wen/agy-staff","rt":"Agy Staff","rs":"keli-wen-agy-staff","u":"/use-cases/keli-wen-agy-staff/second-opinion-pr-review/","b":true,"f":false,"sc":1.0},{"id":"keli-wen-agy-staff--challenge-plan-before-building","t":"Stress-test a plan or design doc before building","s":"Have agy challenge a plan from several angles before you commit to it.","w":"A developer or tech lead with a migration plan or design decision who wants it challenged before work starts.","o":"A multi-angle critique of the plan or decision, returned as a job report.","c":"Software and DevOps","r":"keli-wen/agy-staff","rt":"Agy Staff","rs":"keli-wen-agy-staff","u":"/use-cases/keli-wen-agy-staff/challenge-plan-before-building/","b":false,"f":false,"sc":0.9},{"id":"keli-wen-agy-staff--survey-codebase-with-researcher","t":"Map how a feature works across an unfamiliar repo","s":"Use agy's researcher persona to survey a topic in a codebase you do not know yet.","w":"A developer onboarding to a repo who needs a quick map of how one subsystem works.","o":"A research report on the topic, returned when the job finishes.","c":"Software and DevOps","r":"keli-wen/agy-staff","rt":"Agy Staff","rs":"keli-wen-agy-staff","u":"/use-cases/keli-wen-agy-staff/survey-codebase-with-researcher/","b":false,"f":false,"sc":0.8},{"id":"keli-wen-agy-staff--generate-image-with-staffer","t":"Generate a project image with agy's staffer persona","s":"Ask the general staffer persona to create an image and save it into the repo.","w":"A developer who needs a placeholder mascot or illustration for a project and wants it generated from the terminal.","o":"A PNG file saved at the path you name, such as assets/mascot.png.","c":"Software and DevOps","r":"keli-wen/agy-staff","rt":"Agy Staff","rs":"keli-wen-agy-staff","u":"/use-cases/keli-wen-agy-staff/generate-image-with-staffer/","b":false,"f":false,"sc":0.7},{"id":"kerim0x1-bettercode--review-agent-edits-before-commit","t":"Review agent edits in Git and Diff views before committing","s":"Open a project, let an agent change files, then inspect staged and unstaged changes in the app before you commit.","w":"A developer who lets a coding agent edit code and wants to check every change before it enters Git history.","o":"You see each staged and unstaged change next to the conversation that produced it and commit only the changes you accept.","c":"Software and DevOps","r":"kerim0x1/bettercode","rt":"Bettercode","rs":"kerim0x1-bettercode","u":"/use-cases/kerim0x1-bettercode/review-agent-edits-before-commit/","b":true,"f":false,"sc":1.0},{"id":"kerim0x1-bettercode--compare-coding-agents-on-one-project","t":"Compare Claude Code, Codex and Cursor on one project","s":"Run several coding agents side by side on the same project to see which one fits a task best.","w":"A developer or team lead who has access to more than one coding agent and needs to choose one for a repeated task.","o":"You keep several agent conversations visible in one workspace and judge their results against the same project files.","c":"Software and DevOps","r":"kerim0x1/bettercode","rt":"Bettercode","rs":"kerim0x1-bettercode","u":"/use-cases/kerim0x1-bettercode/compare-coding-agents-on-one-project/","b":false,"f":false,"sc":0.9},{"id":"kerim0x1-bettercode--send-visual-ui-feedback-to-agent","t":"Preview a web UI and send visual feedback to the agent","s":"Check your project's live previews across screen sizes, select a page element, and send feedback to the agent.","w":"A front-end developer whose agent-built page looks wrong on some screens and who wants to point at the problem instead of describing it.","o":"The agent receives feedback tied to a specific element on the live page, which shortens the fix cycle.","c":"Software and DevOps","r":"kerim0x1/bettercode","rt":"Bettercode","rs":"kerim0x1-bettercode","u":"/use-cases/kerim0x1-bettercode/send-visual-ui-feedback-to-agent/","b":false,"f":false,"sc":0.8},{"id":"kerim0x1-bettercode--build-betterc0de-from-source","t":"Build and run BetterC0de from source for contributions","s":"Clone the open source repo, install pinned tools, and start the app in development mode to test a change.","w":"A developer who wants to read or change the BetterC0de code, such as a UI or theme contribution, after the source was released under MIT.","o":"You have a running development copy of BetterC0de with hot reload that you can use to test your edits.","c":"Software and DevOps","r":"kerim0x1/bettercode","rt":"Bettercode","rs":"kerim0x1-bettercode","u":"/use-cases/kerim0x1-bettercode/build-betterc0de-from-source/","b":false,"f":false,"sc":0.7},{"id":"kerpopule-hermes-jev-skills--cut-hermes-model-spend-per-turn","t":"Cut per-turn model spend in a Hermes agent","s":"Let Jev pick a cheaper model per turn, shadow mode first, then switch on.","w":"A developer running a Hermes agent on a frontier model who wants lower token costs without losing answer quality.","o":"Each turn is routed to a model Jev judges good enough, and a shadow log shows what it would have done before anything switches.","c":"Software and DevOps","r":"kerpopule/hermes-jev-skills","rt":"Hermes Jev Skills","rs":"kerpopule-hermes-jev-skills","u":"/use-cases/kerpopule-hermes-jev-skills/cut-hermes-model-spend-per-turn/","b":true,"f":false,"sc":1.0},{"id":"kerpopule-hermes-jev-skills--add-cheap-lane-subagents-to-claude-code","t":"Add cheaper lane subagents to Claude Code","s":"Install four Jev lane subagents, each with its own model and effort, into Claude Code.","w":"A Claude Code user who wants routine subtasks handled by smaller, cheaper lanes instead of the main model.","o":"Claude Code gains four lane subagents (jev-lane-small through jev-lane-escalate) and a delimited lanes block in its CLAUDE.md file.","c":"Software and DevOps","r":"kerpopule/hermes-jev-skills","rt":"Hermes Jev Skills","rs":"kerpopule-hermes-jev-skills","u":"/use-cases/kerpopule-hermes-jev-skills/add-cheap-lane-subagents-to-claude-code/","b":false,"f":false,"sc":0.9},{"id":"kerpopule-hermes-jev-skills--screen-web-results-for-hidden-instructions","t":"Screen web search results for hidden instructions","s":"Withhold parts of web results that carry instructions aimed at the agent.","w":"A Hermes user whose agent runs web_search or web_extract and who worries that pages may contain prompt injections.","o":"Results are logged in shadow mode first, then the flagged parts are withheld with a notice in their place.","c":"Software and DevOps","r":"kerpopule/hermes-jev-skills","rt":"Hermes Jev Skills","rs":"kerpopule-hermes-jev-skills","u":"/use-cases/kerpopule-hermes-jev-skills/screen-web-results-for-hidden-instructions/","b":false,"f":false,"sc":0.8},{"id":"kerpopule-hermes-jev-skills--sort-mailbox-into-lanes","t":"Sort a mailbox into lanes with Jev","s":"Sort an inbox export into needs-reply, updates, promotional, sales and spam lanes.","w":"A person with a backlog of email who wants a quick first sort with per-message cost known in advance.","o":"A summary of counts per lane, the messages Jev was unsure about, and what the run cost.","c":"Software and DevOps","r":"kerpopule/hermes-jev-skills","rt":"Hermes Jev Skills","rs":"kerpopule-hermes-jev-skills","u":"/use-cases/kerpopule-hermes-jev-skills/sort-mailbox-into-lanes/","b":false,"f":false,"sc":0.7},{"id":"kgoedecke-doop--live-section-design-with-claude-code","t":"Design a page section live with Claude Code on a canvas","s":"Connect Claude Code over MCP and watch it stream a frame onto your canvas as you follow along.","w":"A designer or developer who wants an AI agent to sketch a section, such as pricing, while watching it appear next to their cursor.","o":"A new frame with a streamed section on your canvas, created by Claude Code acting as you, visible in the activity feed.","c":"Work and operations","r":"kgoedecke/doop","rt":"Doop","rs":"kgoedecke-doop","u":"/use-cases/kgoedecke-doop/live-section-design-with-claude-code/","b":true,"f":false,"sc":1.0},{"id":"kgoedecke-doop--self-host-team-canvas-with-docker","t":"Self-host a private team design canvas with Docker","s":"Run Doop's production build with Docker so your team designs on infrastructure you control.","w":"A team lead or ops person who needs a private shared design space and does not want to use the hosted service.","o":"Doop running on port 4400 with app and Postgres in containers, ready for invited collaborators.","c":"Work and operations","r":"kgoedecke/doop","rt":"Doop","rs":"kgoedecke-doop","u":"/use-cases/kgoedecke-doop/self-host-team-canvas-with-docker/","b":false,"f":false,"sc":0.9},{"id":"kgoedecke-doop--queue-design-cards-for-doop-agent","t":"Queue design cards for the built-in Doop Agent","s":"Turn on the built-in agent with an Anthropic key and let it pick up cards without a client.","w":"A product builder who wants design tasks done in the background, without connecting an MCP client.","o":"A queued card or @mention that the Doop Agent claims, designs, and reports back in the canvas chat.","c":"Work and operations","r":"kgoedecke/doop","rt":"Doop","rs":"kgoedecke-doop","u":"/use-cases/kgoedecke-doop/queue-design-cards-for-doop-agent/","b":false,"f":false,"sc":0.8},{"id":"kgoedecke-doop--build-style-rules-from-pinned-frames","t":"Turn pinned frames into durable style rules for agents","s":"Pin exemplar frames and let the guideline distiller propose rules every agent follows.","w":"A design lead who wants consistent output from every agent working on the same canvas.","o":"A set of distiller-proposed style rules, backed by pinned exemplars and captured decisions, that agents read before designing.","c":"Work and operations","r":"kgoedecke/doop","rt":"Doop","rs":"kgoedecke-doop","u":"/use-cases/kgoedecke-doop/build-style-rules-from-pinned-frames/","b":false,"f":false,"sc":0.7},{"id":"khalidabdi1-factory--run-live-isometric-world-locally","t":"Run the live isometric world on your own machine","s":"Start the Factory Yard simulation locally and watch trucks, people and robberies move in real time.","w":"A developer or hobbyist who wants to see the live isometric town running before deciding whether to use it.","o":"A local copy of the town running in the browser, with clickable cards showing live details for buildings, vehicles and people.","c":"Games and hobbies","r":"Khalidabdi1/factory","rt":"Factory","rs":"khalidabdi1-factory","u":"/use-cases/khalidabdi1-factory/run-live-isometric-world-locally/","b":true,"f":false,"sc":1.0},{"id":"khalidabdi1-factory--publish-static-town-site","t":"Publish the town as a static site on any host","s":"Build Factory Yard to plain HTML and JS and host the output anywhere.","w":"A developer or small team that wants to share the live town at a public address without running a server.","o":"A folder of plain HTML and JS in out/ that can be uploaded to any static host, plus a local preview to check it first.","c":"Games and hobbies","r":"Khalidabdi1/factory","rt":"Factory","rs":"khalidabdi1-factory","u":"/use-cases/khalidabdi1-factory/publish-static-town-site/","b":false,"f":false,"sc":0.9},{"id":"khalidabdi1-factory--teach-supply-chain-flow-with-live-view","t":"Teach the factory-to-shop flow using the live view","s":"Use the running town to show how goods move from Factory to warehouse to shop.","w":"An operations trainer or teacher preparing a session on logistics who needs a visual example of a supply chain.","o":"A live walkthrough in which the trainer points to Plant 01, the flatbeds, Warehouse 01, the box trucks and Corner Market, and shows the cards for each.","c":"Games and hobbies","r":"Khalidabdi1/factory","rt":"Factory","rs":"khalidabdi1-factory","u":"/use-cases/khalidabdi1-factory/teach-supply-chain-flow-with-live-view/","b":false,"f":false,"sc":0.8},{"id":"khalidabdi1-factory--add-new-place-to-yard-simulation","t":"Add a new place to the yard simulation","s":"Follow the repo's folder layout to add a new building or area to the isometric world.","w":"A developer who wants to extend the town with a new place, such as a new district, and needs to know which folders hold the engine and the simulation.","o":"A new place added in the correct folder with its own card, built and running in the local dev server.","c":"Games and hobbies","r":"Khalidabdi1/factory","rt":"Factory","rs":"khalidabdi1-factory","u":"/use-cases/khalidabdi1-factory/add-new-place-to-yard-simulation/","b":false,"f":false,"sc":0.7},{"id":"kharmanskyi-open-steps--get-a-one-screen-done-or-not-report","t":"Get a one-screen done-or-not report after each session","s":"Ask \"are we done?\" and get a verdict on done, needed input, new debt and whether it is safe to close.","w":"A founder or product owner building with an AI agent who cannot tell from commit hashes whether a task is finished.","o":"A short report with a verdict row, a row for anything needed from you, a row for new debt, and a row for whether it is safe to close.","c":"Software and DevOps","r":"kharmanskyi/open-steps","rt":"Open Steps","rs":"kharmanskyi-open-steps","u":"/use-cases/kharmanskyi-open-steps/get-a-one-screen-done-or-not-report/","b":true,"f":false,"sc":1.0},{"id":"kharmanskyi-open-steps--turn-agent-requests-into-numbered-steps","t":"Turn agent requests into numbered steps you can follow","s":"When the agent needs you to run, paste, click or approve something, get exact numbered steps instead.","w":"A non-technical operator who has to run commands or click through screens for an AI agent that is working on a project.","o":"Numbered steps that a non-technical person can follow, with the agent trying everything it can itself first and asking only for what truly needs the person.","c":"Software and DevOps","r":"kharmanskyi/open-steps","rt":"Open Steps","rs":"kharmanskyi-open-steps","u":"/use-cases/kharmanskyi-open-steps/turn-agent-requests-into-numbered-steps/","b":false,"f":false,"sc":0.9},{"id":"kharmanskyi-open-steps--check-another-sessions-claims-before-accepting","t":"Check another agent's \"done\" claims before accepting them","s":"Verify each claim from another session against what actually happened, then get a next action.","w":"A developer or product lead who gets a \"finished\" message from another agent session and wants proof before merging or moving on.","o":"Each claim is checked against what actually happened, with a plain statement of what to do about any gaps.","c":"Software and DevOps","r":"kharmanskyi/open-steps","rt":"Open Steps","rs":"kharmanskyi-open-steps","u":"/use-cases/kharmanskyi-open-steps/check-another-sessions-claims-before-accepting/","b":false,"f":false,"sc":0.8},{"id":"kharmanskyi-open-steps--keep-a-plain-language-project-status-file","t":"Keep a plain-language status file for the whole project","s":"Maintain one BIG-PICTURE.md with every feature, its progress, unused parts and queued work.","w":"A product owner running several features with an agent who wants one standing view of where the project stands.","o":"A BIG-PICTURE.md file in plain words that lists each feature and how far it got, unused parts, and the queue, with optional tickets opened in a tracker after your approval.","c":"Software and DevOps","r":"kharmanskyi/open-steps","rt":"Open Steps","rs":"kharmanskyi-open-steps","u":"/use-cases/kharmanskyi-open-steps/keep-a-plain-language-project-status-file/","b":false,"f":false,"sc":0.7},{"id":"kimglee-cambium--adopt-governance-for-knowledge-repo","t":"Adopt Cambium governance for a knowledge repository","s":"Create, validate, and approve one Cambium profile for one knowledge repository.","w":"A knowledge-base operator who wants LLM agents to edit a repository under explicit rules and must first approve the governing profile.","o":"The repository has one approved profile bound to a recorded Standards identity, and the operator knows which decisions remain theirs.","c":"Research","r":"KimGLee/Cambium","rt":"Cambium","rs":"kimglee-cambium","u":"/use-cases/kimglee-cambium/adopt-governance-for-knowledge-repo/","b":true,"f":false,"sc":1.0},{"id":"kimglee-cambium--resume-interrupted-corpus-task","t":"Resume an interrupted corpus task without guessing","s":"Check recorded runtime state before any agent writes to a half-finished knowledge corpus.","w":"An operator whose agent session stopped mid-batch on a repository that already has Cambium runtime state.","o":"The operator sees the recorded task, locks, holds, in-flight batches, and the exact next action before anything is written.","c":"Research","r":"KimGLee/Cambium","rt":"Cambium","rs":"kimglee-cambium","u":"/use-cases/kimglee-cambium/resume-interrupted-corpus-task/","b":false,"f":false,"sc":0.9},{"id":"kimglee-cambium--plan-multi-batch-corpus-task","t":"Plan a long multi-batch corpus task with a Task Plan","s":"Publish a confirmed Task Plan and compile a resumable Queue for large corpus work.","w":"A knowledge-base operator starting long-running, multi-batch agent work that must survive interruptions.","o":"The task identity, scope, Standards, and batch manifests are recorded once, and the Queue is compiled and checked.","c":"Research","r":"KimGLee/Cambium","rt":"Cambium","rs":"kimglee-cambium","u":"/use-cases/kimglee-cambium/plan-multi-batch-corpus-task/","b":false,"f":false,"sc":0.8},{"id":"kishormorol-cli-faq-shortcuts--turn-repeated-asks-into-slash-commands","t":"Turn repeated agent prompts into slash commands","s":"Install the skill, find the requests you repeat, and save each one as a short slash command.","w":"A developer who retypes the same long request to a coding agent every day in one project.","o":"Your most repeated asks become named shortcuts in the project, such as /signups or /sent, stored as SKILL.md files your team can share.","c":"Software and DevOps","r":"kishormorol/cli-faq-shortcuts","rt":"CLI Faq Shortcuts","rs":"kishormorol-cli-faq-shortcuts","u":"/use-cases/kishormorol-cli-faq-shortcuts/turn-repeated-asks-into-slash-commands/","b":true,"f":false,"sc":1.0},{"id":"kishormorol-cli-faq-shortcuts--count-and-export-your-repeated-prompts","t":"Count and export your repeated prompts","s":"Run the extractor alone to list, count or export your prompts with no agent involved.","w":"A developer or team lead who wants to see how much time goes into repeated requests before picking shortcuts.","o":"A list of your matching prompts, a count since a chosen date, and JSONL records you can load into your own scripts.","c":"Software and DevOps","r":"kishormorol/cli-faq-shortcuts","rt":"CLI Faq Shortcuts","rs":"kishormorol-cli-faq-shortcuts","u":"/use-cases/kishormorol-cli-faq-shortcuts/count-and-export-your-repeated-prompts/","b":false,"f":false,"sc":0.9},{"id":"kishormorol-cli-faq-shortcuts--shortcut-a-repeated-status-check","t":"Shortcut a repeated status check for your team","s":"Save a status-check request as a project slash command that reports and never writes.","w":"A team member who checks the same send, migration or project status with an agent every week.","o":"A committed SKILL.md shortcut in the project that points at the scripts the project already uses and reports the outcome directly.","c":"Software and DevOps","r":"kishormorol/cli-faq-shortcuts","rt":"CLI Faq Shortcuts","rs":"kishormorol-cli-faq-shortcuts","u":"/use-cases/kishormorol-cli-faq-shortcuts/shortcut-a-repeated-status-check/","b":false,"f":false,"sc":0.8},{"id":"kitionai-kition--review-agent-edits-to-a-markdown-document","t":"Review agent edits to a Markdown document line by line","s":"Let the Kition Agent edit a real document, then accept or reject each addition and deletion.","w":"A writer, researcher, or team lead who wants an AI agent to revise a document but must approve every change before it stays in the file.","o":"An updated Markdown file in the workspace where every change was reviewed and each addition or deletion was kept or rejected.","c":"Work and operations","r":"KitionAI/kition","rt":"Kition","rs":"kitionai-kition","u":"/use-cases/kitionai-kition/review-agent-edits-to-a-markdown-document/","b":true,"f":false,"sc":1.0},{"id":"kitionai-kition--turn-receipt-photos-into-searchable-records","t":"Turn receipt photos into searchable table records","s":"Drop receipt images into an attachment field and let vision-powered fields fill in vendor, category, and text.","w":"A freelancer, small business owner, or household admin who keeps a pile of receipt photos for expense tracking.","o":"A table where each receipt row holds its image, vendor, address, category, structured JSON, and OCR text, ready to filter and summarize.","c":"Work and operations","r":"KitionAI/kition","rt":"Kition","rs":"kitionai-kition","u":"/use-cases/kitionai-kition/turn-receipt-photos-into-searchable-records/","b":false,"f":false,"sc":0.9},{"id":"kitionai-kition--generate-campaign-thumbnails-in-a-table-batch","t":"Generate 16:9 and 9:16 thumbnail batches from a table","s":"Fill a table of campaign messages and let AI fields create linked thumbnail variants for each record.","w":"A marketing or content lead who needs many thumbnail variants for a campaign and wants a review sheet for the batch.","o":"A table where each record holds its key message, content type, and linked 16:9 and 9:16 thumbnails for review.","c":"Work and operations","r":"KitionAI/kition","rt":"Kition","rs":"kitionai-kition","u":"/use-cases/kitionai-kition/generate-campaign-thumbnails-in-a-table-batch/","b":false,"f":false,"sc":0.8},{"id":"kitionai-kition--sync-inbox-messages-into-a-workflow-table","t":"Route inbox messages into a table with a workflow","s":"Connect email and use a visual workflow to add incoming messages to a table as records.","w":"An operations or support person who triages a shared inbox and wants new messages logged in a table without manual copying.","o":"A table that receives inbox messages as new records through a workflow you can test and inspect.","c":"Work and operations","r":"KitionAI/kition","rt":"Kition","rs":"kitionai-kition","u":"/use-cases/kitionai-kition/sync-inbox-messages-into-a-workflow-table/","b":false,"f":false,"sc":0.7},{"id":"kitionai-kition--run-kition-client-from-source-for-ui-work","t":"Run the Kition web client from source for UI work","s":"Clone the public client and start the fast web preview for renderer and component changes.","w":"A developer contributing to the public React client who needs a quick local preview without the private runtime.","o":"A local web preview of the Kition client running from your checkout, ready for renderer, component, editor, or style changes.","c":"Work and operations","r":"KitionAI/kition","rt":"Kition","rs":"kitionai-kition","u":"/use-cases/kitionai-kition/run-kition-client-from-source-for-ui-work/","b":false,"f":false,"sc":0.6},{"id":"kitlangton-scrawl--show-agent-a-bug-by-recording-it","t":"Show an agent a bug by recording your screen and voice","s":"Record a screen problem while narrating and clicking, then paste the bundle into any agent.","w":"A developer or designer hitting a UI bug who would rather show the problem than write a long description for an AI agent.","o":"The agent receives a contact sheet of annotated keyframes and a time-aligned transcript and timeline, and can point to the exact moment that is broken.","c":"Software and DevOps","r":"kitlangton/scrawl","rt":"Scrawl","rs":"kitlangton-scrawl","u":"/use-cases/kitlangton-scrawl/show-agent-a-bug-by-recording-it/","b":true,"f":false,"sc":1.0},{"id":"kitlangton-scrawl--zoom-agent-into-a-moment-in-a-capture","t":"Let an agent zoom into one moment of a recording","s":"Give the agent the command set to pull dense frames around a timestamp, a spoken phrase, or a mark.","w":"A developer who has an agent reviewing a capture and needs it to inspect a specific second without scrubbing through the whole video.","o":"The agent pulls a dense set of frames around the moment it cares about and reports what changed.","c":"Software and DevOps","r":"kitlangton/scrawl","rt":"Scrawl","rs":"kitlangton-scrawl","u":"/use-cases/kitlangton-scrawl/zoom-agent-into-a-moment-in-a-capture/","b":false,"f":false,"sc":0.9},{"id":"kitlangton-scrawl--send-capture-to-opencode-session","t":"Queue a capture into an OpenCode session","s":"Send a finished bundle straight into an OpenCode session using the Scrawl send command.","w":"A developer working in OpenCode who wants to hand a recorded problem to the session already in progress.","o":"The contact sheet and summary arrive in the chosen OpenCode session, ready for the agent to act on.","c":"Software and DevOps","r":"kitlangton/scrawl","rt":"Scrawl","rs":"kitlangton-scrawl","u":"/use-cases/kitlangton-scrawl/send-capture-to-opencode-session/","b":false,"f":false,"sc":0.8},{"id":"kitlangton-scrawl--export-capture-as-shareable-video","t":"Export a narrated capture as a shareable MP4","s":"Turn a bundle into an MP4 with the activity cropped, ink burned in, audio kept, and optional auto-zoom.","w":"A product or support person who needs to share a recorded walkthrough with a teammate or a bug tracker.","o":"A short MP4 with the activity cropped to the important area, the marks visible, and the narration intact.","c":"Software and DevOps","r":"kitlangton/scrawl","rt":"Scrawl","rs":"kitlangton-scrawl","u":"/use-cases/kitlangton-scrawl/export-capture-as-shareable-video/","b":false,"f":false,"sc":0.7},{"id":"kiyoakii-is-gpt-nerfed--detect-silent-model-downgrade","t":"Catch a silent model downgrade in Codex","s":"Install the menu bar checker and get alerted when a Codex session answers with a different model.","w":"A Codex user on a Mac who selected a specific model and suspects the answers come from a cheaper or different one.","o":"The menu bar panel shows a verdict for each recent session, and a mismatch reaches you as a macOS notification, a message in the session, and a red face in the menu bar.","c":"Software and DevOps","r":"kiyoakii/is-gpt-nerfed","rt":"Is GPT Nerfed","rs":"kiyoakii-is-gpt-nerfed","u":"/use-cases/kiyoakii-is-gpt-nerfed/detect-silent-model-downgrade/","b":true,"f":false,"sc":1.0},{"id":"kiyoakii-is-gpt-nerfed--check-a-fresh-session-before-real-work","t":"Probe a brand-new session before a long task","s":"Run the Fresh session probe to see which model a new Codex session gets right now.","w":"A developer about to start a long or costly Codex task who wants to confirm the model before committing to it.","o":"A fingerprint verdict for a brand-new session that tells you whether the model you selected is answering now.","c":"Software and DevOps","r":"kiyoakii/is-gpt-nerfed","rt":"Is GPT Nerfed","rs":"kiyoakii-is-gpt-nerfed","u":"/use-cases/kiyoakii-is-gpt-nerfed/check-a-fresh-session-before-real-work/","b":false,"f":false,"sc":0.9},{"id":"kiyoakii-is-gpt-nerfed--halt-tools-after-a-mismatch","t":"Stop tool use when a session shows a mismatch","s":"Turn on halt_on_mismatch so Codex blocks tools until you say resume after a mismatch.","w":"A team lead or careful solo developer who would rather pause an agent than let it keep working on a possibly wrong model.","o":"After a mismatch, tools stay blocked in that session until you say resume.","c":"Software and DevOps","r":"kiyoakii/is-gpt-nerfed","rt":"Is GPT Nerfed","rs":"kiyoakii-is-gpt-nerfed","u":"/use-cases/kiyoakii-is-gpt-nerfed/halt-tools-after-a-mismatch/","b":false,"f":false,"sc":0.8},{"id":"kkjiangk-agent-py--run-local-alert-investigation-stack","t":"Run the local alert investigation stack in one command","s":"Start the API, worker, frontend, and Docker services to investigate alerts locally.","w":"An engineer who wants to test alert diagnosis on their own machine before trusting it with real alert data.","o":"A running local workspace where you can open a chat or diagnosis session and watch progress stream in the browser.","c":"Software and DevOps","r":"kkjiangk/agent-py","rt":"Agent Py","rs":"kkjiangk-agent-py","u":"/use-cases/kkjiangk-agent-py/run-local-alert-investigation-stack/","b":true,"f":false,"sc":1.0},{"id":"kkjiangk-agent-py--verify-backend-and-frontend-before-changes","t":"Check backend and frontend health before editing code","s":"Run the full verification suite so changes to agents, APIs, or the UI can be checked.","w":"A contributor about to change the FastAPI backend, the shared API contracts, or the Vue frontend.","o":"A recorded pass or fail result for each check, giving you a clean baseline before any change.","c":"Software and DevOps","r":"kkjiangk/agent-py","rt":"Agent Py","rs":"kkjiangk-agent-py","u":"/use-cases/kkjiangk-agent-py/verify-backend-and-frontend-before-changes/","b":false,"f":false,"sc":0.9},{"id":"kkjiangk-agent-py--rerun-synthetic-incident-evaluation","t":"Run the synthetic incident evaluation against one API","s":"Measure predictions and latency on versioned synthetic incident inputs.","w":"A developer who wants to compare how the diagnosis agent behaves after a change, using a fixed set of scenarios.","o":"A record of actual predictions and latency per scenario, tied to the API you selected.","c":"Software and DevOps","r":"kkjiangk/agent-py","rt":"Agent Py","rs":"kkjiangk-agent-py","u":"/use-cases/kkjiangk-agent-py/rerun-synthetic-incident-evaluation/","b":false,"f":false,"sc":0.8},{"id":"kkjiangk-agent-py--build-idempotent-remediation-executor","t":"Build a remediation executor that dedupes commandId","s":"Write the external consumer that applies remediation commands safely under at-least-once delivery.","w":"A platform engineer who needs to connect approved remediation commands to a real system, since the repo does not include an executor.","o":"An executor that records each commandId before applying side effects and skips commands it has already handled.","c":"Software and DevOps","r":"kkjiangk/agent-py","rt":"Agent Py","rs":"kkjiangk-agent-py","u":"/use-cases/kkjiangk-agent-py/build-idempotent-remediation-executor/","b":false,"f":false,"sc":0.7},{"id":"knifelemon-droidline--test-your-app-on-real-phones","t":"Test your Android app on real phones from a script","s":"Write a Python or Node.js test that taps, types, and checks text on a real phone.","w":"A mobile developer or QA engineer who needs to check a login or other flow on real hardware, without setting up developer options or USB debugging on the phone.","o":"A script that launches your app, fills in a field, taps a button, and reads back a greeting from the screen, running against a phone paired over Wi-Fi.","c":"Software and DevOps","r":"KnifeLemon/Droidline","rt":"Droidline","rs":"knifelemon-droidline","u":"/use-cases/knifelemon-droidline/test-your-app-on-real-phones/","b":true,"f":false,"sc":1.0},{"id":"knifelemon-droidline--give-an-ai-agent-a-phone","t":"Let an AI agent look at and operate a phone","s":"Connect Claude Code or Cursor to a phone through MCP so it can read the screen and act.","w":"A developer who wants an AI coding or assistant agent to check how a mobile app behaves and perform steps on a real phone.","o":"An agent that reads the phone's screen tree, takes screenshots, and taps or types through the Droidline MCP tools.","c":"Software and DevOps","r":"KnifeLemon/Droidline","rt":"Droidline","rs":"knifelemon-droidline","u":"/use-cases/knifelemon-droidline/give-an-ai-agent-a-phone/","b":false,"f":false,"sc":0.9},{"id":"knifelemon-droidline--run-a-shelf-of-phones-with-proxies","t":"Run one routine across a shelf of phones, each with its own proxy","s":"Drive many phones from one PC, each sending chosen apps through its own upstream.","w":"An operations person who runs the same daily app routine on several phones and needs each phone on its own network path.","o":"One PC runs the same routine on several named phones in parallel, with chosen apps sent through a socks5 or http upstream set per phone.","c":"Software and DevOps","r":"KnifeLemon/Droidline","rt":"Droidline","rs":"knifelemon-droidline","u":"/use-cases/knifelemon-droidline/run-a-shelf-of-phones-with-proxies/","b":false,"f":false,"sc":0.8},{"id":"knifelemon-droidline--collect-a-login-code-from-a-notification","t":"Read a login code from a phone notification during a test","s":"Wait for a notification on the phone and use its text in your test flow.","w":"A QA engineer testing a sign-in that sends a one-time code by text message or notification.","o":"A test that waits for the code notification, reads the code from the app, and enters it in the login field.","c":"Software and DevOps","r":"KnifeLemon/Droidline","rt":"Droidline","rs":"knifelemon-droidline","u":"/use-cases/knifelemon-droidline/collect-a-login-code-from-a-notification/","b":false,"f":false,"sc":0.7},{"id":"knifelemon-droidline--automate-a-daily-phone-chore","t":"Automate a small daily phone chore from the command line","s":"Run a Wi-Fi toggle or a value check on the phone on a schedule from your PC.","w":"A person with a spare or personal Android phone who repeats the same small task each day, such as turning Wi-Fi off at night.","o":"A command that performs the chore on the phone and a scheduled run that repeats it without manual taps.","c":"Software and DevOps","r":"KnifeLemon/Droidline","rt":"Droidline","rs":"knifelemon-droidline","u":"/use-cases/knifelemon-droidline/automate-a-daily-phone-chore/","b":false,"f":false,"sc":0.6},{"id":"kodama-technology-chat-ui--chat-with-llm-api-in-browser","t":"Chat with an LLM API from one browser page","s":"Run a full LLM chat session from two local files with no install and no dependencies.","w":"A developer who has an LLM API endpoint and wants a quick chat interface on a laptop without setting up a web framework.","o":"A working chat page in the browser that sends messages to the configured LLM API and shows the replies.","c":"Software and DevOps","r":"KODAMA-TECHNOLOGY/Chat_UI","rt":"Chat UI","rs":"kodama-technology-chat-ui","u":"/use-cases/kodama-technology-chat-ui/chat-with-llm-api-in-browser/","b":true,"f":false,"sc":1.0},{"id":"kodama-technology-chat-ui--tune-model-parameters-side-by-side","t":"Tune LLM generation parameters in a simple chat client","s":"Adjust nearly all model parameters in one place and test how replies change.","w":"A prompt engineer or developer who needs to see how generation settings change an LLM's answers during testing.","o":"A tested set of parameter values, with the chat session results recorded through the export button.","c":"Software and DevOps","r":"KODAMA-TECHNOLOGY/Chat_UI","rt":"Chat UI","rs":"kodama-technology-chat-ui","u":"/use-cases/kodama-technology-chat-ui/tune-model-parameters-side-by-side/","b":false,"f":false,"sc":0.9},{"id":"kodama-technology-chat-ui--save-and-resume-chat-history","t":"Save a chat session and resume it later","s":"Export a conversation to a file and import it to continue where you stopped.","w":"A user who has a long LLM conversation to finish later and needs to keep it, since the page does not save history on its own.","o":"A saved history file that restores the earlier conversation when imported into a new page session.","c":"Software and DevOps","r":"KODAMA-TECHNOLOGY/Chat_UI","rt":"Chat UI","rs":"kodama-technology-chat-ui","u":"/use-cases/kodama-technology-chat-ui/save-and-resume-chat-history/","b":false,"f":false,"sc":0.8},{"id":"kodama-technology-chat-ui--test-multimodal-prompts-in-browser","t":"Test multimodal prompts in a lightweight chat page","s":"Send prompts that mix content types to an LLM from a single browser page.","w":"A developer evaluating a multimodal model who needs a simple interface to send mixed inputs and read the replies.","o":"Replies to multimodal test prompts, with the session saved through export for review.","c":"Software and DevOps","r":"KODAMA-TECHNOLOGY/Chat_UI","rt":"Chat UI","rs":"kodama-technology-chat-ui","u":"/use-cases/kodama-technology-chat-ui/test-multimodal-prompts-in-browser/","b":false,"f":false,"sc":0.7},{"id":"kostja94-bricks--build-project-native-footer","t":"Build a project-native footer for a SaaS site","s":"Have an agent build a footer that reuses your primitives and links only to real destinations.","w":"A frontend developer on a bilingual SaaS marketing site who needs a footer that matches the existing routes and design tokens.","o":"A footer component built inside the real project, with links to actual product, resource, company, and legal destinations and keyboard access checked on mobile and desktop.","c":"Software and DevOps","r":"kostja94/bricks","rt":"Bricks","rs":"kostja94-bricks","u":"/use-cases/kostja94-bricks/build-project-native-footer/","b":true,"f":false,"sc":1.0},{"id":"kostja94-bricks--design-agent-task-input-states","t":"Design an agent task input with full states","s":"Get a Task Input component that covers loading, cancellation, invalid input, and recovery.","w":"A product engineer adding an AI task box to an internal tool who needs the component to handle failures, not only the happy path.","o":"A Task Input component with the expected interaction states, built from the project's own primitives and checked inside its real page.","c":"Software and DevOps","r":"kostja94/bricks","rt":"Bricks","rs":"kostja94-bricks","u":"/use-cases/kostja94-bricks/design-agent-task-input-states/","b":false,"f":false,"sc":0.9},{"id":"kostja94-bricks--build-accessible-faq-section","t":"Build an accessible FAQ section in an existing app","s":"Add an FAQ section where answers stay readable to assistive technology.","w":"A web developer adding a help or pricing FAQ to a product page who wants answers that screen readers can reach.","o":"An FAQ Section built from the project's own primitives, with answers reachable by keyboard and assistive technology, verified on the real page.","c":"Software and DevOps","r":"kostja94/bricks","rt":"Bricks","rs":"kostja94-bricks","u":"/use-cases/kostja94-bricks/build-accessible-faq-section/","b":false,"f":false,"sc":0.8},{"id":"kostja94-bricks--validate-bricks-reference-edits","t":"Check a Bricks reference edit before merging","s":"Run the Bricks validation suite after changing a component reference.","w":"A contributor or maintainer of the Bricks repo who edits a component reference or the catalog and needs to confirm the changes pass the checks.","o":"A clear pass or fail report from the Bricks validation suite, with any broken catalog entries, reference paths, or schema expectations identified.","c":"Software and DevOps","r":"kostja94/bricks","rt":"Bricks","rs":"kostja94-bricks","u":"/use-cases/kostja94-bricks/validate-bricks-reference-edits/","b":false,"f":false,"sc":0.7},{"id":"kraayenjon-awesome-jev--route-support-tickets-python","t":"Route support tickets by intent and urgency in Python","s":"Sort incoming tickets into intent categories and flag urgent ones with the Python SDK.","w":"A developer on a support or operations team who wants tickets sorted before a person reads them, triggered by a growing backlog of plain-text messages.","o":"A script that returns one intent label and one urgency score per ticket, ready to branch on in code.","c":"Software and DevOps","r":"kraayenjon/awesome-jev","rt":"Awesome Jev","rs":"kraayenjon-awesome-jev","u":"/use-cases/kraayenjon-awesome-jev/route-support-tickets-python/","b":true,"f":false,"sc":1.0},{"id":"kraayenjon-awesome-jev--test-jev-rules-in-playground","t":"Try Jev routing rules in the browser Playground","s":"Paste a sample message, add questions, and read typed answers without writing code.","w":"An operations lead or product person who wants to check whether Jev can make a classification decision before asking engineering to build it.","o":"A short set of tested questions and sample answers that show whether Jev separates the cases you care about.","c":"Software and DevOps","r":"kraayenjon/awesome-jev","rt":"Awesome Jev","rs":"kraayenjon-awesome-jev","u":"/use-cases/kraayenjon-awesome-jev/test-jev-rules-in-playground/","b":false,"f":false,"sc":0.9},{"id":"kraayenjon-awesome-jev--add-jev-decisions-to-javascript-app","t":"Add Jev decisions to a JavaScript or TypeScript app","s":"Call the Jev API from Node.js with typed Choice, Noul, and Score questions.","w":"A JavaScript or TypeScript developer who already runs a web or backend service and needs a fast decision step inside a request.","o":"A TypeScript function that takes a state object and returns typed answers to named questions.","c":"Software and DevOps","r":"kraayenjon/awesome-jev","rt":"Awesome Jev","rs":"kraayenjon-awesome-jev","u":"/use-cases/kraayenjon-awesome-jev/add-jev-decisions-to-javascript-app/","b":false,"f":false,"sc":0.8},{"id":"kraayenjon-awesome-jev--give-coding-agent-jev-skill","t":"Give a coding agent Jev skills for decision steps","s":"Install the TypeSafe agent skill so Claude Code or Codex can build Jev calls.","w":"A developer using Claude Code or Codex who wants the agent to add classification or gating steps to a codebase without hand-writing each API call.","o":"An agent that adds Jev-based decision steps to your code and explains which question types it chose.","c":"Software and DevOps","r":"kraayenjon/awesome-jev","rt":"Awesome Jev","rs":"kraayenjon-awesome-jev","u":"/use-cases/kraayenjon-awesome-jev/give-coding-agent-jev-skill/","b":false,"f":false,"sc":0.7},{"id":"krishhgg-insomnia--run-timed-lid-closed-agent-session","t":"Keep a MacBook awake for a timed agent run","s":"Install Insomnia, then start a timed awake session so a long agent job keeps running with the lid closed.","w":"A developer who starts a long coding agent task on a MacBook and needs it to keep running after they close the lid and walk away.","o":"The Mac stays awake until the session end time, the lid-close actions are applied, and the session's changes are undone when it ends.","c":"Software and DevOps","r":"krishhgg/Insomnia","rt":"Insomnia","rs":"krishhgg-insomnia","u":"/use-cases/krishhgg-insomnia/run-timed-lid-closed-agent-session/","b":true,"f":false,"sc":1.0},{"id":"krishhgg-insomnia--test-lid-close-actions-before-long-run","t":"Test lid-close behavior before a long unattended run","s":"Run a short watched session and check the lid-close actions and log before trusting it overnight.","w":"A user who has just installed Insomnia and wants to confirm how it treats the display, apps, audio and Low Power Mode before leaving a Mac unattended.","o":"The user knows which lid-close actions are on, has seen one short session end cleanly, and has read the log for any problems.","c":"Software and DevOps","r":"krishhgg/Insomnia","rt":"Insomnia","rs":"krishhgg-insomnia","u":"/use-cases/krishhgg-insomnia/test-lid-close-actions-before-long-run/","b":false,"f":false,"sc":0.9},{"id":"krishhgg-insomnia--recover-after-session-that-could-not-be-undone","t":"Recover a Mac after a session that could not be undone","s":"Find and clear the recovery warning, unfreeze processes and restore audio after a crash or quit.","w":"A user who sees a recovery warning in the Insomnia menu after the app crashed, quit or lost track of a session.","o":"The user has reopened Insomnia to restore audio, checked frozen processes, and cleared or understood each recovery warning.","c":"Software and DevOps","r":"krishhgg/Insomnia","rt":"Insomnia","rs":"krishhgg-insomnia","u":"/use-cases/krishhgg-insomnia/recover-after-session-that-could-not-be-undone/","b":false,"f":false,"sc":0.8},{"id":"krishhgg-insomnia--keep-tmux-coding-agent-alive-through-wifi-drop","t":"Keep a tmux coding agent going through a Wi-Fi drop","s":"Set up iPhone hotspot handoff and a marked tmux pane so a coding agent can resume after the network drops.","w":"A developer whose coding agent runs in tmux on a MacBook and who may lose Wi-Fi while the lid is closed or they are away.","o":"After 90 seconds without a network, Insomnia can join the saved iPhone hotspot and type continue into the marked tmux pane.","c":"Software and DevOps","r":"krishhgg/Insomnia","rt":"Insomnia","rs":"krishhgg-insomnia","u":"/use-cases/krishhgg-insomnia/keep-tmux-coding-agent-alive-through-wifi-drop/","b":false,"f":false,"sc":0.7},{"id":"kruk2-jasna--restore-mosaics-in-a-video-with-the-app","t":"Restore mosaics in a video with the Jasna app","s":"Use the desktop app to restore mosaics in a video on your own GPU, using the free BasicVSR++ model.","w":"A video owner with a supported GPU who has a mosaiced video file and wants a restored copy without writing code.","o":"A restored video file, with only the mosaic areas changed, saved from the app queue.","c":"Content","r":"Kruk2/jasna","rt":"Jasna","rs":"kruk2-jasna","u":"/use-cases/kruk2-jasna/restore-mosaics-in-a-video-with-the-app/","b":true,"f":false,"sc":1.0},{"id":"kruk2-jasna--batch-restore-a-folder-from-the-command-line","t":"Batch restore a folder of videos from the command line","s":"Run Jasna on a whole input folder in one command and save the results to an output folder.","w":"A person with many mosaiced clips who wants them processed unattended from a terminal.","o":"An output folder with restored files, one per input file.","c":"Content","r":"Kruk2/jasna","rt":"Jasna","rs":"kruk2-jasna","u":"/use-cases/kruk2-jasna/batch-restore-a-folder-from-the-command-line/","b":false,"f":false,"sc":0.9},{"id":"kruk2-jasna--restore-a-single-still-image","t":"Restore a single still image from the command line","s":"Restore one image file with a single command and save the result as a new file.","w":"A photo owner with one mosaiced picture who wants a restored copy quickly.","o":"A restored image file saved at the output path you choose.","c":"Content","r":"Kruk2/jasna","rt":"Jasna","rs":"kruk2-jasna","u":"/use-cases/kruk2-jasna/restore-a-single-still-image/","b":false,"f":false,"sc":0.8},{"id":"kruk2-jasna--restore-only-selected-segments-of-a-video","t":"Restore only chosen segments of a video","s":"Use the Segment Editor to pick the parts of a video to restore and preview them before the run.","w":"A video owner whose mosaics appear only in a few scenes and who wants to save processing time and keep the rest untouched.","o":"A restored video where only the selected parts were processed, with a preview checked first.","c":"Content","r":"Kruk2/jasna","rt":"Jasna","rs":"kruk2-jasna","u":"/use-cases/kruk2-jasna/restore-only-selected-segments-of-a-video/","b":false,"f":false,"sc":0.7},{"id":"krusty84-triton-ascend-agent-dev-kit--set-up-triton-ascend-agent-workspace","t":"Set up an agent workspace for Triton-Ascend work","s":"Build or download the kit and unpack it into the folder your AI agent works in.","w":"A developer on an Ascend NPU machine who wants an AI agent to help with Triton-Ascend kernel work and needs the kit in place first.","o":"The agent's working folder holds AGENTS.md, the guide index, the development references, and the skills folder from this kit.","c":"Software and DevOps","r":"Krusty84/triton-ascend-agent-dev-kit","rt":"Triton Ascend Agent Dev Kit","rs":"krusty84-triton-ascend-agent-dev-kit","u":"/use-cases/krusty84-triton-ascend-agent-dev-kit/set-up-triton-ascend-agent-workspace/","b":true,"f":false,"sc":1.0},{"id":"krusty84-triton-ascend-agent-dev-kit--draft-triton-ascend-kernel-with-agent","t":"Have an agent draft a Triton-Ascend kernel","s":"Point the agent at the kit's guides and project rules before it writes kernel code for Ascend NPU.","w":"A kernel developer who needs a first draft of a Triton-Ascend kernel for an Ascend NPU and wants the agent to follow project conventions.","o":"A draft kernel file that the agent wrote using the kit's project rules and development guides, ready for you to run and review on your NPU.","c":"Software and DevOps","r":"Krusty84/triton-ascend-agent-dev-kit","rt":"Triton Ascend Agent Dev Kit","rs":"krusty84-triton-ascend-agent-dev-kit","u":"/use-cases/krusty84-triton-ascend-agent-dev-kit/draft-triton-ascend-kernel-with-agent/","b":false,"f":false,"sc":0.9},{"id":"krusty84-triton-ascend-agent-dev-kit--delegate-triton-ascend-task-to-matching-skill","t":"Delegate a Triton-Ascend task to a matching skill","s":"Pick one of the 24 bundled skills for a specific kernel job and run it through the agent.","w":"A developer who wants a repeatable, task-specific workflow for Triton-Ascend work instead of open-ended prompting.","o":"The agent completes one clearly scoped Triton-Ascend task using the bundled skill that matches it, with output you can review against the guides.","c":"Software and DevOps","r":"Krusty84/triton-ascend-agent-dev-kit","rt":"Triton Ascend Agent Dev Kit","rs":"krusty84-triton-ascend-agent-dev-kit","u":"/use-cases/krusty84-triton-ascend-agent-dev-kit/delegate-triton-ascend-task-to-matching-skill/","b":false,"f":false,"sc":0.8},{"id":"kryptamine-herdr-auto-title--auto-name-tabs-by-git-branch","t":"Auto-name Herdr tabs from their Git branch and folder","s":"Install the plugin so each Herdr tab shows its folder and branch without manual renaming.","w":"A developer working on several branches across several repos in Herdr at once, who loses track of which tab is which.","o":"Each tab is named after its folder and non-default branch, with its position number in front, and the plugin keeps running after restart.","c":"Software and DevOps","r":"kryptamine/herdr-auto-title","rt":"Herdr Auto Title","rs":"kryptamine-herdr-auto-title","u":"/use-cases/kryptamine-herdr-auto-title/auto-name-tabs-by-git-branch/","b":true,"f":false,"sc":1.0},{"id":"kryptamine-herdr-auto-title--identify-claude-code-sessions-in-goto-panel","t":"Tell Claude Code panes apart in Herdr's goto panel","s":"Give each Claude Code pane its own name so the goto panel stops listing every one as claude.","w":"A developer running several Claude Code sessions across Herdr tabs who needs to switch to the right session quickly.","o":"Each Claude Code pane gets its own label based on what the session is doing, and the goto panel shows distinct names.","c":"Software and DevOps","r":"kryptamine/herdr-auto-title","rt":"Herdr Auto Title","rs":"kryptamine-herdr-auto-title","u":"/use-cases/kryptamine-herdr-auto-title/identify-claude-code-sessions-in-goto-panel/","b":false,"f":false,"sc":0.9},{"id":"kryptamine-herdr-auto-title--show-workspace-topic-in-sidebar","t":"Show each workspace's active task in the Herdr sidebar","s":"Display the active tab's topic under each workspace name in the Herdr sidebar.","w":"A developer with several workspaces in Herdr who wants to see what each one is working on without opening it.","o":"Each workspace row shows its name and branch, with the active tab's topic in bold underneath.","c":"Software and DevOps","r":"kryptamine/herdr-auto-title","rt":"Herdr Auto Title","rs":"kryptamine-herdr-auto-title","u":"/use-cases/kryptamine-herdr-auto-title/show-workspace-topic-in-sidebar/","b":false,"f":false,"sc":0.8},{"id":"kryptamine-herdr-auto-title--tune-title-length-and-branch-display","t":"Shorten or hide tab titles with a config.env file","s":"Set title length, branch display, and position using a config.env file.","w":"A developer whose Herdr tab titles are too long or cluttered with branch names and needs them trimmed.","o":"Tab titles stay within a chosen width, long branch names are shortened or hidden, and the settings persist across updates.","c":"Software and DevOps","r":"kryptamine/herdr-auto-title","rt":"Herdr Auto Title","rs":"kryptamine-herdr-auto-title","u":"/use-cases/kryptamine-herdr-auto-title/tune-title-length-and-branch-display/","b":false,"f":false,"sc":0.7},{"id":"kuafuai-andee--triage-chat-notifications","t":"Triage chat notifications into a short list of what needs you","s":"Andee reads your notification shade across chat apps and names the messages that need you now.","w":"A person buried in messages across several chat apps who wants only the ones that need a reply.","o":"You get one line per message needing you, name first, with groups, newsletters and ads kept quiet and suspicious links or codes flagged without being touched.","c":"Personal productivity","r":"kuafuai/andee","rt":"Andee","rs":"kuafuai-andee","u":"/use-cases/kuafuai-andee/triage-chat-notifications/","b":true,"f":false,"sc":1.0},{"id":"kuafuai-andee--review-and-cancel-subscriptions","t":"Review monthly subscriptions and cancel the ones you do not want","s":"Andee lists your subscriptions with the monthly total, then walks you through cancel, keep or think about it.","w":"A person who suspects they pay for subscriptions they no longer use and wants them checked in one session.","o":"You see the subscriptions and the monthly total in one list, and decide on each one, with Andee stopping before the final confirm.","c":"Personal productivity","r":"kuafuai/andee","rt":"Andee","rs":"kuafuai-andee","u":"/use-cases/kuafuai-andee/review-and-cancel-subscriptions/","b":false,"f":false,"sc":0.9},{"id":"kuafuai-andee--record-meeting-minutes","t":"Turn a one-hour meeting into a page of minutes","s":"Andee holds the mic during a meeting, then returns decisions, action items, open questions and key quotes.","w":"A professional in a long meeting who needs written minutes without taking notes by hand.","o":"After the meeting you receive a page with decisions, action items, open questions and key quotes, plus an offer to remind you about your own items.","c":"Personal productivity","r":"kuafuai/andee","rt":"Andee","rs":"kuafuai-andee","u":"/use-cases/kuafuai-andee/record-meeting-minutes/","b":false,"f":false,"sc":0.8},{"id":"kuafuai-andee--book-when-app-opens","t":"Fill a booking form up to the last button at a set time","s":"Andee opens an app at the time you set, reads the page and fills everything up to just before the final button.","w":"A person who wants to book something the moment a site or app opens, such as a limited slot.","o":"At the set time, the form is filled in up to the last button, and you complete the payment and final confirmation yourself.","c":"Personal productivity","r":"kuafuai/andee","rt":"Andee","rs":"kuafuai-andee","u":"/use-cases/kuafuai-andee/book-when-app-opens/","b":false,"f":false,"sc":0.7},{"id":"kunchenguid-compact-adviser--get-compact-hints-in-pi","t":"Get safe /compact hints or automatic compaction in Pi","s":"Install Compact Adviser in Pi so it suggests or runs /compact at good stopping points.","w":"A developer working in a long Pi coding session whose context keeps growing and who wants to know when compacting is safe.","o":"Pi shows a hint to run /compact when a turn looks finished and the context is large enough, or compacts on its own in auto mode after first-use confirmation.","c":"Software and DevOps","r":"kunchenguid/compact-adviser","rt":"Compact Adviser","rs":"kunchenguid-compact-adviser","u":"/use-cases/kunchenguid-compact-adviser/get-compact-hints-in-pi/","b":true,"f":false,"sc":1.0},{"id":"kunchenguid-compact-adviser--add-compact-advice-to-claude-code","t":"Add /compact advice and optional auto-compact to Claude Code","s":"Install the Compact Adviser plugin in Claude Code with function hooks enabled.","w":"A developer using Claude Code on long tasks who wants compaction timed to natural break points instead of guesswork.","o":"Claude Code shows /compact-adviser settings, and the adviser hints or compacts at a settled turn depending on the mode you pick.","c":"Software and DevOps","r":"kunchenguid/compact-adviser","rt":"Compact Adviser","rs":"kunchenguid-compact-adviser","u":"/use-cases/kunchenguid-compact-adviser/add-compact-advice-to-claude-code/","b":false,"f":false,"sc":0.9},{"id":"kunchenguid-compact-adviser--get-compact-hints-in-codex-cli","t":"Get hint-only /compact advice in Codex CLI on macOS or Linux","s":"Install the Compact Adviser hook in Codex CLI to see a compact hint after each finished turn.","w":"A developer on macOS or Linux using Codex CLI for long sessions who wants a prompt to compact without giving up manual control.","o":"After a completed checkpoint, Codex shows a hint line under the answer. Codex never compacts on its own, so the decision stays with you.","c":"Software and DevOps","r":"kunchenguid/compact-adviser","rt":"Compact Adviser","rs":"kunchenguid-compact-adviser","u":"/use-cases/kunchenguid-compact-adviser/get-compact-hints-in-codex-cli/","b":false,"f":false,"sc":0.8},{"id":"kunchenguid-compact-adviser--silence-compact-advice-in-unattended-runs","t":"Turn off Compact Adviser for unattended agent runs","s":"Set COMPACT_ADVISER_DISABLE so scripted or background sessions skip all advice and compaction.","w":"An engineer running agent sessions unattended, such as scheduled or batch jobs, where nobody reads a hint and no one can confirm auto mode.","o":"The adviser stays inert in that session: no TypeSafe request, no hint, no automatic compaction, and no command, even if a mode was saved.","c":"Software and DevOps","r":"kunchenguid/compact-adviser","rt":"Compact Adviser","rs":"kunchenguid-compact-adviser","u":"/use-cases/kunchenguid-compact-adviser/silence-compact-advice-in-unattended-runs/","b":false,"f":false,"sc":0.7},{"id":"kutukam-autonomous-pentest-agent--install-and-first-login-locally","t":"Install the pentest agent locally and reach the web UI","s":"Clone the repo, run the install script, and open the admin setup page on localhost.","w":"A security engineer setting up the tool on a workstation or lab server for the first time.","o":"A running instance at http://localhost:8787 with an admin password set through /setup.","c":"Security and science","r":"kutukam/autonomous-pentest-agent","rt":"Autonomous Pentest Agent","rs":"kutukam-autonomous-pentest-agent","u":"/use-cases/kutukam-autonomous-pentest-agent/install-and-first-login-locally/","b":true,"f":false,"sc":1.0},{"id":"kutukam-autonomous-pentest-agent--sync-scope-assets-from-scopesentry","t":"Import asset data from ScopeSentry into the asset graph","s":"Connect ScopeSentry with its address and API key, then import domains, IPs, and ports by project or task.","w":"A pentest lead who already collects assets with ScopeSentry and wants the agent to start from that inventory.","o":"Assets in the Autonomous Pentest Agent asset graph, grouped by company scope, ready for the agent to explore.","c":"Security and science","r":"kutukam/autonomous-pentest-agent","rt":"Autonomous Pentest Agent","rs":"kutukam-autonomous-pentest-agent","u":"/use-cases/kutukam-autonomous-pentest-agent/sync-scope-assets-from-scopesentry/","b":false,"f":false,"sc":0.9},{"id":"kutukam-autonomous-pentest-agent--retest-fixed-findings-after-patching","t":"Retest a fixed vulnerability and record whether it still reproduces","s":"Start a retest on one finding and get a result of still reproducible, fixed, or cannot confirm.","w":"A security reviewer checking whether a developer fixed a finding from an earlier task.","o":"A retest session with a verdict, evidence, and a link to the session, saved in the finding details.","c":"Security and science","r":"kutukam/autonomous-pentest-agent","rt":"Autonomous Pentest Agent","rs":"kutukam-autonomous-pentest-agent","u":"/use-cases/kutukam-autonomous-pentest-agent/retest-fixed-findings-after-patching/","b":false,"f":false,"sc":0.8},{"id":"kyegomez-open-jev--run-typed-readout-demo","t":"Run the bundled demo to see typed readouts in action","s":"Clone the repo, install PyTorch, and run the demo to see Noul, Choice, and Score answers on sample state.","w":"A developer or ML researcher who wants to see how Open Jev answers typed questions before reading the code.","o":"A working local run that prints typed answers for a sample JSON-like state and a single calibration-oriented training step.","c":"Research","r":"kyegomez/open-jev","rt":"Open Jev","rs":"kyegomez-open-jev","u":"/use-cases/kyegomez-open-jev/run-typed-readout-demo/","b":true,"f":false,"sc":1.0},{"id":"kyegomez-open-jev--prototype-typed-questions-over-json-state","t":"Prototype typed yes/no, choice, and score questions over JSON state","s":"Write your own nested state and declare Noul, Choice, and Score questions to test how the typed readouts behave.","w":"An engineer building a proof of concept for routing or triage decisions over structured records, who wants to see whether a typed readout fits the shape of the problem.","o":"A small script that encodes one state dictionary once and returns a list of typed answers for several declared questions.","c":"Research","r":"kyegomez/open-jev","rt":"Open Jev","rs":"kyegomez-open-jev","u":"/use-cases/kyegomez-open-jev/prototype-typed-questions-over-json-state/","b":false,"f":false,"sc":0.9},{"id":"kyegomez-open-jev--experiment-with-rlcd-loss-targets","t":"Test soft-target training with RLCDLoss on your own labels","s":"Use probability distributions as targets and run one loss and backward step to study the calibration-oriented objective.","w":"A researcher studying calibration who wants to see how soft probability targets flow through the RLCDLoss objective.","o":"A runnable loss computation over custom probability targets, with gradients produced by backward().","c":"Research","r":"kyegomez/open-jev","rt":"Open Jev","rs":"kyegomez-open-jev","u":"/use-cases/kyegomez-open-jev/experiment-with-rlcd-loss-targets/","b":false,"f":false,"sc":0.8},{"id":"l5769389-voxenra--ai-organ-segmentation-ct-review","t":"Segment CT organs locally with AI and refine the result","s":"Run TotalSegmentator on a CT study inside Voxenra, then check and correct the organ masks before saving.","w":"A radiology researcher or imaging analyst who has a CT study and needs organ masks quickly without sending data to a cloud service.","o":"Organ masks for the selected structures overlaid on the MPR views, refined with brush or eraser, and saved in the workspace or exported as SEG or NRRD.","c":"Security and science","r":"l5769389/voxenra","rt":"Voxenra","rs":"l5769389-voxenra","u":"/use-cases/l5769389-voxenra/ai-organ-segmentation-ct-review/","b":true,"f":false,"sc":1.0},{"id":"l5769389-voxenra--measure-lesions-export-report","t":"Measure lesions on CT or MR and export a PDF or CSV report","s":"Draw length, angle and ROI measurements on images, then export the results as CSV, PDF or DICOM SR.","w":"A clinical researcher or radiologist who needs written measurements from a study for a case review or a research record.","o":"A list of measurements with area, perimeter and intensity statistics, exported as CSV or PDF with a matched reference image, or as DICOM SR.","c":"Security and science","r":"l5769389/voxenra","rt":"Voxenra","rs":"l5769389-voxenra","u":"/use-cases/l5769389-voxenra/measure-lesions-export-report/","b":false,"f":false,"sc":0.9},{"id":"l5769389-voxenra--pet-ct-fusion-review","t":"Review PET/CT fusion and align it manually","s":"Fuse PET and CT in slices and 3D, adjust the blend, and register the two volumes by hand.","w":"A nuclear medicine or imaging researcher who needs to check where PET activity sits on the CT anatomy.","o":"A fused view of CT, PET and MIP with a rigidly registered PET volume, adjustable colour table and blend ratio, and a 3D fusion view.","c":"Security and science","r":"l5769389/voxenra","rt":"Voxenra","rs":"l5769389-voxenra","u":"/use-cases/l5769389-voxenra/pet-ct-fusion-review/","b":false,"f":false,"sc":0.8},{"id":"lakeday-org-perch--scan-codebase-for-logic-bugs","t":"Find logic bugs in a codebase, worst first","s":"Run one scan to list semantic defects in your code, ranked by severity and confidence.","w":"A developer who suspects a codebase has wrong-order, off-by-one, or null-handling bugs and wants a ranked list to start with.","o":"A ranked list of findings with file, line, problem type, and confidence, sorted so the worst appear first.","c":"Software and DevOps","r":"lakeday-org/perch","rt":"Perch","rs":"lakeday-org-perch","u":"/use-cases/lakeday-org-perch/scan-codebase-for-logic-bugs/","b":true,"f":false,"sc":1.0},{"id":"lakeday-org-perch--check-a-fix-before-committing","t":"Confirm a fix works without recording it","s":"Re-ask Perch about a finding after you change the code, without saving anything.","w":"A developer who has edited code to resolve a flagged issue and wants a second opinion before committing.","o":"A fresh answer on the finding after your change, with nothing recorded in the scan history.","c":"Software and DevOps","r":"lakeday-org/perch","rt":"Perch","rs":"lakeday-org-perch","u":"/use-cases/lakeday-org-perch/check-a-fix-before-committing/","b":false,"f":false,"sc":0.9},{"id":"lakeday-org-perch--add-custom-lint-rule","t":"Write a custom rule for your own code standard","s":"Add a plain-English rule to Perch.yaml so Perch checks a practice your team cares about.","w":"A team lead who has a house rule, such as keeping secrets out of logs, that generic linters do not check.","o":"A committed rule in Perch.yaml that Perch applies to matching files on every scan.","c":"Software and DevOps","r":"lakeday-org/perch","rt":"Perch","rs":"lakeday-org-perch","u":"/use-cases/lakeday-org-perch/add-custom-lint-rule/","b":false,"f":false,"sc":0.8},{"id":"lakeday-org-perch--let-coding-agent-use-perch","t":"Let a coding agent run Perch on its own changes","s":"Install Perch instructions for your AI coding assistant so it can scan its own edits.","w":"A developer using Claude Code, Codex, or Cursor who wants the agent to check its own changes for logic bugs.","o":"The assistant has Perch instructions in its project folder and can scan and check its own work.","c":"Software and DevOps","r":"lakeday-org/perch","rt":"Perch","rs":"lakeday-org-perch","u":"/use-cases/lakeday-org-perch/let-coding-agent-use-perch/","b":false,"f":false,"sc":0.7},{"id":"lakeday-org-perch--gate-pull-requests-with-perch-cloud","t":"Scan pull requests in CI with Perch Cloud","s":"Have Perch review pull requests automatically, with no workflow file to write.","w":"A team that wants a semantic review on every pull request before merging, without maintaining CI configuration.","o":"Pull requests are scanned by Perch Cloud, and the team knows what a build can gate on.","c":"Software and DevOps","r":"lakeday-org/perch","rt":"Perch","rs":"lakeday-org-perch","u":"/use-cases/lakeday-org-perch/gate-pull-requests-with-perch-cloud/","b":false,"f":false,"sc":0.6},{"id":"lcoutodemos-chums--talk-to-claude-code-from-apple-watch","t":"Talk to a Claude Code agent from your Apple Watch","s":"Hold the watch screen, say a request, and get your Mac's Claude Code agent to act on it.","w":"A developer who has Claude Code running on a Mac and wants to give it instructions away from the desk, for example while walking or away from the keyboard.","o":"You can speak a request on the watch, the Mac transcribes it and sends it to the agent, and the watch shows the character's state and tool calls as the agent works.","c":"Software and DevOps","r":"lcoutodemos/chums","rt":"Chums","rs":"lcoutodemos-chums","u":"/use-cases/lcoutodemos-chums/talk-to-claude-code-from-apple-watch/","b":true,"f":false,"sc":1.0},{"id":"lcoutodemos-chums--approve-agent-permissions-from-wrist","t":"Approve or deny agent actions from your wrist","s":"Get a card on the watch when an agent asks for permission and allow or deny it in one motion.","w":"A developer who lets a Claude Code or Codex agent run long tasks and is away from the Mac when it reaches a permission prompt.","o":"When the agent asks for permission, the watch shows the Approval state, and you hold the card to allow it or tap the cross to deny it.","c":"Software and DevOps","r":"lcoutodemos/chums","rt":"Chums","rs":"lcoutodemos-chums","u":"/use-cases/lcoutodemos-chums/approve-agent-permissions-from-wrist/","b":false,"f":false,"sc":0.9},{"id":"lcoutodemos-chums--run-codex-agent-beside-claude-code","t":"Run a Codex agent next to your Claude Code agents","s":"Switch one character from Claude Code to Codex and follow its terminal on the Mac.","w":"A developer who uses both Claude Code and Codex and wants to pick the right agent per task from the same watch.","o":"Each agent is its own session and character, you can switch between them on the watch, and a Codex agent can be followed and typed into on the Mac.","c":"Software and DevOps","r":"lcoutodemos/chums","rt":"Chums","rs":"lcoutodemos-chums","u":"/use-cases/lcoutodemos-chums/run-codex-agent-beside-claude-code/","b":false,"f":false,"sc":0.8},{"id":"lcoutodemos-chums--check-agents-from-iphone-with-charts","t":"Review agent output and charts on your iPhone","s":"Read the same agent conversations on iPhone and open charts, pages and files the agent made.","w":"A developer who asks an agent to build a chart, report or document and wants to view and touch it on a phone instead of the Mac.","o":"You get the same agents and conversations on the iPhone, can type or talk, send photos and files, and open live charts, web pages, PDFs and documents.","c":"Software and DevOps","r":"lcoutodemos/chums","rt":"Chums","rs":"lcoutodemos-chums","u":"/use-cases/lcoutodemos-chums/check-agents-from-iphone-with-charts/","b":false,"f":false,"sc":0.7},{"id":"leemysw-yovoice--narrate-text-file-with-agent","t":"Turn a text file into narration with an AI agent","s":"An agent reads a script file and saves a narrated WAV using your reference voice, with no desktop app open.","w":"A video or course creator who keeps scripts in plain text files and wants an agent to produce audio files from them.","o":"A WAV file of the script in the chosen delivery style, generated locally by the Yovoice CLI.","c":"Content","r":"leemysw/yovoice","rt":"Yovoice","rs":"leemysw-yovoice","u":"/use-cases/leemysw-yovoice/narrate-text-file-with-agent/","b":true,"f":false,"sc":1.0},{"id":"leemysw-yovoice--dub-story-lines-by-character","t":"Dub a script or subtitle file line by line","s":"Import text or subtitles, assign a voice to each character, and generate every line in the desktop app.","w":"A short-film maker, game prototyper, or language teacher with a dialogue script and several speaking roles.","o":"A set of audio lines, one per script entry, each sung or spoken by its assigned character voice.","c":"Content","r":"leemysw/yovoice","rt":"Yovoice","rs":"leemysw-yovoice","u":"/use-cases/leemysw-yovoice/dub-story-lines-by-character/","b":false,"f":false,"sc":0.9},{"id":"leemysw-yovoice--write-song-from-lyrics-locally","t":"Generate a sung track from your own lyrics offline","s":"Write a style and lyrics with section markers, then generate a song with ACE-Step 1.5 in the local studio.","w":"A songwriter or hobby musician who has lyrics but no recording setup and does not want to pay for a music subscription.","o":"A generated song with vocals and an instrumental backing, with lyrics synced to the vocals on the playback page.","c":"Content","r":"leemysw/yovoice","rt":"Yovoice","rs":"leemysw-yovoice","u":"/use-cases/leemysw-yovoice/write-song-from-lyrics-locally/","b":false,"f":false,"sc":0.8},{"id":"leemysw-yovoice--arrange-midi-score-with-agent","t":"Arrange a multi-part score and export MIDI and stems","s":"Write parts by bar and beat, import MIDI or let an agent compose, render with a General MIDI sound font, and export.","w":"A composer or arranger who wants to sketch a multi-part piece and hand the MIDI and audio stems to a DAW.","o":"A rendered score with an exported MIDI file and audio stems for each part.","c":"Content","r":"leemysw/yovoice","rt":"Yovoice","rs":"leemysw-yovoice","u":"/use-cases/leemysw-yovoice/arrange-midi-score-with-agent/","b":false,"f":false,"sc":0.7},{"id":"leemysw-yovoice--serve-local-audio-api-for-coding-agent","t":"Expose local audio generation as an API and MCP server","s":"Run Yovoice serve so Cursor or Claude Code can call the authenticated HTTP API and MCP inference service.","w":"A developer who wants a coding agent in Cursor or Claude Code to generate speech or music on a machine with a capable GPU.","o":"An authenticated HTTP API and MCP endpoint that the agent client can call for inference.","c":"Content","r":"leemysw/yovoice","rt":"Yovoice","rs":"leemysw-yovoice","u":"/use-cases/leemysw-yovoice/serve-local-audio-api-for-coding-agent/","b":false,"f":false,"sc":0.6},{"id":"lencx-minke--reach-minke-from-phone-over-tailscale","t":"Continue agent tasks from your phone over Tailscale","s":"Expose Minke's Web UI privately to your phone through Tailscale Serve over HTTPS.","w":"A developer who starts agent tasks on a home or office computer and wants to check progress or send follow-up requests from a phone on the same tailnet.","o":"The phone opens a secure HTTPS address for Minke, where you can continue conversations, start tasks, manage project files, and use a terminal that runs on the Minke computer.","c":"Personal productivity","r":"lencx/Minke","rt":"Minke","rs":"lencx-minke","u":"/use-cases/lencx-minke/reach-minke-from-phone-over-tailscale/","b":true,"f":false,"sc":1.0},{"id":"lencx-minke--build-minke-from-source-for-development","t":"Run Minke in development mode from a source checkout","s":"Stage the pinned DeepSeek Harness runtime and launch the Minke development app.","w":"A developer who wants to read, modify, or contribute to Minke and needs a working development build on their own machine.","o":"A local development Minke window opens, with desktop settings and Harness data kept in separate work/development directories that Git ignores.","c":"Personal productivity","r":"lencx/Minke","rt":"Minke","rs":"lencx-minke","u":"/use-cases/lencx-minke/build-minke-from-source-for-development/","b":false,"f":false,"sc":0.9},{"id":"lencx-minke--verify-minke-download-before-install","t":"Check a Minke installer against published SHA-256 digests","s":"Confirm a downloaded Minke package matches the official release checksums before installing it.","w":"A security-conscious user or IT admin who must confirm a downloaded installer came from the official Releases page before running it.","o":"The user knows whether the downloaded package matches the digest listed in the official SHA256SUMS file.","c":"Personal productivity","r":"lencx/Minke","rt":"Minke","rs":"lencx-minke","u":"/use-cases/lencx-minke/verify-minke-download-before-install/","b":false,"f":false,"sc":0.8},{"id":"leonxlnx-cinetic--launch-teaser-with-sound","t":"Make a 25-second launch teaser with sound","s":"Have an agent brand, direct, score and render a launch film from a short brief.","w":"A founder or product marketer preparing an announcement post who needs a polished teaser without a video team.","o":"A rendered 1920x1080, 60 fps MP4 with sound, built from a two-sentence brief with an invented brand.","c":"Content","r":"Leonxlnx/cinetic","rt":"Cinetic","rs":"leonxlnx-cinetic","u":"/use-cases/leonxlnx-cinetic/launch-teaser-with-sound/","b":true,"f":false,"sc":1.0},{"id":"leonxlnx-cinetic--vertical-product-video-for-reels","t":"Create a 12-second vertical video for Reels and TikTok","s":"Render a 1080x1920 product clip that follows your brand colours and typeface.","w":"A small app team posting short product updates on Instagram Reels and TikTok.","o":"A 1080x1920 MP4 with sound that shows a product feature in your own colours and typeface.","c":"Content","r":"Leonxlnx/cinetic","rt":"Cinetic","rs":"leonxlnx-cinetic","u":"/use-cases/leonxlnx-cinetic/vertical-product-video-for-reels/","b":false,"f":false,"sc":0.9},{"id":"leonxlnx-cinetic--seamless-muted-landing-page-loop","t":"Build a seamless 10-second muted loop for a landing page","s":"Render a looping feature animation that autoplays without sound on your site.","w":"A web or marketing team that wants a short feature animation on a landing page without sound.","o":"A 1920x1080 MP4 that loops seamlessly and has no sound, ready to autoplay on the page.","c":"Content","r":"Leonxlnx/cinetic","rt":"Cinetic","rs":"leonxlnx-cinetic","u":"/use-cases/leonxlnx-cinetic/seamless-muted-landing-page-loop/","b":false,"f":false,"sc":0.8},{"id":"leonxlnx-cinetic--logo-sting-with-alpha-versions","t":"Design a logo and a 6-second sting with alpha exports","s":"Get a logo sting with sound plus transparent versions for video editors.","w":"A brand or design lead launching a new product who needs a logo sting for video and transparent files for editors.","o":"A 6-second MP4 sting with sound, plus ProRes 4444 alpha versions for light and dark footage.","c":"Content","r":"Leonxlnx/cinetic","rt":"Cinetic","rs":"leonxlnx-cinetic","u":"/use-cases/leonxlnx-cinetic/logo-sting-with-alpha-versions/","b":false,"f":false,"sc":0.7},{"id":"leonxlnx-unlazy--gate-a-solo-refactor-with-a-ledger","t":"Gate a solo refactor with a verified GATES.md ledger","s":"Turn a substantial change into runnable gates and re-check them before claiming done.","w":"A developer or agent finishing a multi-step refactor who wants evidence, not a claim, that every outcome works.","o":"A GATES.md ledger where each outcome has a command and expected output, and a re-run that confirms every gate passes.","c":"Software and DevOps","r":"Leonxlnx/unlazy","rt":"Unlazy","rs":"leonxlnx-unlazy","u":"/use-cases/leonxlnx-unlazy/gate-a-solo-refactor-with-a-ledger/","b":true,"f":false,"sc":1.0},{"id":"leonxlnx-unlazy--fan-out-independent-tasks-to-parallel-agents","t":"Split a large task into parallel agent leaves with scoped claims","s":"Run independent leaves in fresh agent contexts using scoped pipelines and ownership claims.","w":"A tech lead coordinating several agents on a large change where some subtasks touch separate parts of the codebase.","o":"A scoped pipeline under .unlazy/ with a PLAN, ledgers, and claimed leaves, and one reduced status for the whole scope.","c":"Software and DevOps","r":"Leonxlnx/unlazy","rt":"Unlazy","rs":"leonxlnx-unlazy","u":"/use-cases/leonxlnx-unlazy/fan-out-independent-tasks-to-parallel-agents/","b":false,"f":false,"sc":0.9},{"id":"leonxlnx-unlazy--keep-claude-code-from-stopping-early","t":"Block Claude Code from ending a session with unmet gates","s":"Install an optional Stop hook that holds the session open while gates remain unmet.","w":"A Claude Code user running a long task who keeps seeing the agent stop before its own gates pass.","o":"A Stop hook in local Claude Code settings that returns a block decision while gates or launch waves are incomplete.","c":"Software and DevOps","r":"Leonxlnx/unlazy","rt":"Unlazy","rs":"leonxlnx-unlazy","u":"/use-cases/leonxlnx-unlazy/keep-claude-code-from-stopping-early/","b":false,"f":false,"sc":0.8},{"id":"lexmount-moli--fetch-page-as-markdown-for-agent","t":"Fetch a web page as Markdown for an AI agent","s":"Turn any public page into clean Markdown text that an agent can read and reason over.","w":"A developer or researcher building an AI agent that must read web pages, triggered when raw HTML is too noisy to feed a model.","o":"A Markdown rendering of the target page printed to the terminal, with JavaScript-rendered content included.","c":"Research","r":"lexmount/moli","rt":"Moli","rs":"lexmount-moli","u":"/use-cases/lexmount-moli/fetch-page-as-markdown-for-agent/","b":true,"f":false,"sc":1.0},{"id":"lexmount-moli--get-compact-semantic-tree-for-llm","t":"Get a compact semantic tree of a page for a model","s":"Export a short structured text outline of a page, sized for model context windows.","w":"An engineer building a browser-use agent who needs the agent to see page structure instead of pixels or full HTML.","o":"A compact semantic tree printed as text that lists the page structure the agent can act on.","c":"Research","r":"lexmount/moli","rt":"Moli","rs":"lexmount-moli","u":"/use-cases/lexmount-moli/get-compact-semantic-tree-for-llm/","b":false,"f":false,"sc":0.9},{"id":"lexmount-moli--capture-screenshot-or-pdf-of-page","t":"Capture a screenshot or PDF of a web page","s":"Save a PNG or PDF of a rendered page for review, reports, or visual checks.","w":"A QA tester or operations person who needs an image or PDF of a live page, triggered by a need for visual evidence.","o":"A PNG of the viewport or the full page, or a paginated PDF, saved to a local file.","c":"Research","r":"lexmount/moli","rt":"Moli","rs":"lexmount-moli","u":"/use-cases/lexmount-moli/capture-screenshot-or-pdf-of-page/","b":false,"f":false,"sc":0.8},{"id":"lexmount-moli--drive-moli-from-playwright-over-cdp","t":"Drive Moli from Playwright over CDP","s":"Run a local Moli server and control it from an existing Playwright script.","w":"A developer with an existing Playwright automation who wants a lighter browser backend, triggered by high memory use from a full Chromium install.","o":"A Playwright script that loads a page and prints its body text through the Moli server, with no code changes beyond the connection.","c":"Research","r":"lexmount/moli","rt":"Moli","rs":"lexmount-moli","u":"/use-cases/lexmount-moli/drive-moli-from-playwright-over-cdp/","b":false,"f":false,"sc":0.7},{"id":"libingzheren-jev-mem--run-offline-memory-demo","t":"Run the offline memory demo in under 15 minutes","s":"Install Jev Mem and watch it store observations, retrieve evidence, and print a decision trace with no API keys.","w":"A developer evaluating agent memory who wants to see how the pipeline works before spending money on live model calls.","o":"A printed decision trace from synthetic observations, showing how the memory pipeline behaves on a laptop.","c":"Software and DevOps","r":"libingzheren/Jev-Mem","rt":"Jev Mem","rs":"libingzheren-jev-mem","u":"/use-cases/libingzheren-jev-mem/run-offline-memory-demo/","b":true,"f":false,"sc":1.0},{"id":"libingzheren-jev-mem--build-memory-over-own-observations","t":"Build and query Jev Mem over your own observations","s":"Load your JSON notes into a Jev Mem cache with live models and ask questions answered from retrieved evidence.","w":"A developer building a persistent assistant that must remember user preferences across sessions and recall them later.","o":"A local memory cache built from your observations, plus an answer to a question about a stored preference, produced by the OpenAI-compatible model.","c":"Software and DevOps","r":"libingzheren/Jev-Mem","rt":"Jev Mem","rs":"libingzheren-jev-mem","u":"/use-cases/libingzheren-jev-mem/build-memory-over-own-observations/","b":false,"f":false,"sc":0.9},{"id":"libingzheren-jev-mem--run-memory-control-with-local-laya","t":"Run Jev Mem memory decisions on a local Laya model","s":"Swap the System-One backend to Laya so memory decisions run locally without a TypeSafe API key.","w":"A developer who wants to keep memory decisions on their own machine, or on Apple Silicon, instead of calling a hosted decision API.","o":"A local Laya-backed run on the synthetic LoCoMo example that prints results without a TypeSafe key.","c":"Software and DevOps","r":"libingzheren/Jev-Mem","rt":"Jev Mem","rs":"libingzheren-jev-mem","u":"/use-cases/libingzheren-jev-mem/run-memory-control-with-local-laya/","b":false,"f":false,"sc":0.8},{"id":"libingzheren-jev-mem--benchmark-controller-ablations-on-locomo","t":"Compare full Jev Mem against ablated controllers on LoCoMo","s":"Run LoCoMo questions with full, write-ablated, and read-ablated Jev Mem to see which control layer changes answers.","w":"A researcher reproducing or extending the Jev Mem paper who needs to measure the effect of write control and read control separately.","o":"Scored LoCoMo question results for the full configuration and for each ablation, with timing and retrieval traces recorded.","c":"Software and DevOps","r":"libingzheren/Jev-Mem","rt":"Jev Mem","rs":"libingzheren-jev-mem","u":"/use-cases/libingzheren-jev-mem/benchmark-controller-ablations-on-locomo/","b":false,"f":false,"sc":0.7},{"id":"licincan-blender-ai-mcp-addon--build-product-display-scene-from-brief","t":"Build a product-display scene from a text brief","s":"Describe a product display in chat and let the assistant create the objects, camera, lights and material in Blender.","w":"A 3D artist or product designer who needs a quick product-display layout and wants to iterate on it in chat without writing scripts.","o":"A display scene in the open Blender file, built from the brief, with the assistant's actions visible in the conversation and the result visible in the viewport.","c":"Content","r":"LiCinCan/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"licincan-blender-ai-mcp-addon","u":"/use-cases/licincan-blender-ai-mcp-addon/build-product-display-scene-from-brief/","b":true,"f":false,"sc":1.0},{"id":"licincan-blender-ai-mcp-addon--inspect-scene-before-changes","t":"Get a scene structure review before any edits","s":"Have the assistant read the object structure of an existing scene and explain it before it changes anything.","w":"A technical artist taking over an unfamiliar Blender file who needs to understand its layout before editing it.","o":"A plain explanation of the scene's object structure from the assistant, with no changes made to the file.","c":"Content","r":"LiCinCan/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"licincan-blender-ai-mcp-addon","u":"/use-cases/licincan-blender-ai-mcp-addon/inspect-scene-before-changes/","b":false,"f":false,"sc":0.9},{"id":"licincan-blender-ai-mcp-addon--run-manager-worker-reviewer-team","t":"Split a large Blender task across an agent team","s":"Use a Team chain with a manager, workers and reviewers to run a structured multi-step scene task in order.","w":"A technical artist or pipeline developer with a large, multi-part scene task that needs planning, execution and review.","o":"A completed multi-step scene task with assignments, attempts and review findings shown on the task board.","c":"Content","r":"LiCinCan/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"licincan-blender-ai-mcp-addon","u":"/use-cases/licincan-blender-ai-mcp-addon/run-manager-worker-reviewer-team/","b":false,"f":false,"sc":0.8},{"id":"licincan-blender-ai-mcp-addon--drive-blender-from-opencode-or-mcp-client","t":"Control Blender from OpenCode or another MCP client","s":"Connect OpenCode or another MCP client to the authenticated local endpoint and run Blender tools from it.","w":"A developer or technical artist who already works in an MCP-capable client and wants it to drive Blender directly.","o":"An external MCP client that can call Blender tools such as add_cube, set_material and export_scene through the authenticated endpoint.","c":"Content","r":"LiCinCan/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"licincan-blender-ai-mcp-addon","u":"/use-cases/licincan-blender-ai-mcp-addon/drive-blender-from-opencode-or-mcp-client/","b":false,"f":false,"sc":0.7},{"id":"licincan-blender-ai-mcp-addon--import-poly-haven-asset-with-approval","t":"Find and import a Poly Haven asset after approval","s":"Ask the assistant to search Poly Haven for an asset that fits the scene and import it only after you approve.","w":"A 3D artist who needs a ready-made asset for a scene and wants to check it before it enters the file.","o":"A suitable asset from Poly Haven imported into the scene after your approval, with its license considered.","c":"Content","r":"LiCinCan/blender-ai-mcp-addon","rt":"Blender AI MCP Addon","rs":"licincan-blender-ai-mcp-addon","u":"/use-cases/licincan-blender-ai-mcp-addon/import-poly-haven-asset-with-approval/","b":false,"f":false,"sc":0.6},{"id":"lidge-jun-aside-codemode--find-text-across-a-project-in-one-call","t":"Find every file that mentions a term in one call","s":"Search a whole project with ripgrep and return only the matching paths to the model.","w":"A developer in Aside who needs to locate every file that mentions a term, such as TODO, across a large local folder.","o":"The agent gets the list of matching paths in one call, with the file contents kept out of the context.","c":"Software and DevOps","r":"lidge-jun/aside-codemode","rt":"Aside Codemode","rs":"lidge-jun-aside-codemode","u":"/use-cases/lidge-jun-aside-codemode/find-text-across-a-project-in-one-call/","b":true,"f":false,"sc":1.0},{"id":"lidge-jun-aside-codemode--batch-read-web-pages-into-typed-rows","t":"Turn many web pages into typed rows in one call","s":"Fetch a list of URLs in one browser batch and return a few extracted fields per page.","w":"A researcher or analyst in Aside who has a list of pages and needs the same few facts from each.","o":"The agent gets one typed row per page, such as a title and first link, instead of raw HTML.","c":"Software and DevOps","r":"lidge-jun/aside-codemode","rt":"Aside Codemode","rs":"lidge-jun-aside-codemode","u":"/use-cases/lidge-jun-aside-codemode/batch-read-web-pages-into-typed-rows/","b":false,"f":false,"sc":0.9},{"id":"lidge-jun-aside-codemode--count-matches-in-a-very-large-tree","t":"Count matches in a huge tree without flooding output","s":"Get a match count and file count from a very large tree in one short result.","w":"An engineer in Aside checking how often a symbol or pattern appears across a repository with a very large file count.","o":"The agent returns a compact count, such as total matching lines and matching files, in a few hundred bytes.","c":"Software and DevOps","r":"lidge-jun/aside-codemode","rt":"Aside Codemode","rs":"lidge-jun-aside-codemode","u":"/use-cases/lidge-jun-aside-codemode/count-matches-in-a-very-large-tree/","b":false,"f":false,"sc":0.8},{"id":"lidge-jun-aside-codemode--list-files-by-name-pattern-quickly","t":"List files of one type across a large folder fast","s":"Return every path matching a file pattern from a big tree without listing noise.","w":"A developer or writer in Aside who wants an inventory of files of one type, such as every Markdown note, from a large folder.","o":"The agent gets the matching paths as a clean list, returned in the same call.","c":"Software and DevOps","r":"lidge-jun/aside-codemode","rt":"Aside Codemode","rs":"lidge-jun-aside-codemode","u":"/use-cases/lidge-jun-aside-codemode/list-files-by-name-pattern-quickly/","b":false,"f":false,"sc":0.7},{"id":"limelit-co-open--track-brand-ai-visibility-vs-competitors","t":"Track your brand's AI answer visibility against rivals","s":"Run one self-hosted pass that shows how often AI engines mention your brand versus competitors.","w":"A marketing or SEO lead who needs a defensible number for how often ChatGPT, Claude, Perplexity and Gemini mention their brand, and who does not want a closed SaaS holding the prompts and data.","o":"A local dashboard with visibility, share of voice and a competitor ranking, where every number shows the sample of answers it rests on.","c":"Sales and marketing","r":"limelit-co/open","rt":"Open","rs":"limelit-co-open","u":"/use-cases/limelit-co-open/track-brand-ai-visibility-vs-competitors/","b":true,"f":false,"sc":1.0},{"id":"limelit-co-open--ask-claude-about-ai-visibility-data","t":"Let Claude answer AI visibility questions from your data","s":"Connect Claude to a local Limelit instance so it can read your visibility data in plain language.","w":"A marketer or founder who already uses Claude and wants to ask questions like which competitor is ahead on a given engine without building dashboards.","o":"Claude answers questions about your brand's AI visibility by calling the Limelit MCP tools against your own SQLite data.","c":"Sales and marketing","r":"limelit-co/open","rt":"Open","rs":"limelit-co-open","u":"/use-cases/limelit-co-open/ask-claude-about-ai-visibility-data/","b":false,"f":false,"sc":0.9},{"id":"limelit-co-open--find-sources-ai-engines-cite","t":"Find which sites AI engines cite for your category","s":"See which pages engines trust, classified as your own, competitor, social, informational or other.","w":"A content or PR lead who needs to know which publications and pages AI engines cite before deciding where to earn coverage or update their own pages.","o":"A ranked list of cited sites and a citation split by source type, showing which pages to appear on or displace.","c":"Sales and marketing","r":"limelit-co/open","rt":"Open","rs":"limelit-co-open","u":"/use-cases/limelit-co-open/find-sources-ai-engines-cite/","b":false,"f":false,"sc":0.8},{"id":"limelit-co-open--export-visibility-data-for-reporting","t":"Export all visibility data as JSON or CSV","s":"Pull the whole instance into one JSON file or a folder of CSVs for your own analysis or board material.","w":"An analyst who must put AI visibility figures into a spreadsheet, BI tool or board deck and needs a reproducible copy of the underlying rows.","o":"A complete export of prompts, answers and metrics that can be recomputed outside the tool, optionally limited to recent rows with `--since`.","c":"Sales and marketing","r":"limelit-co/open","rt":"Open","rs":"limelit-co-open","u":"/use-cases/limelit-co-open/export-visibility-data-for-reporting/","b":false,"f":false,"sc":0.7},{"id":"lingcang728-zeppbridge--ask-ai-about-your-sleep-and-training-trends","t":"Ask an AI to explain your sleep and training trends","s":"Sync your Zepp records locally, pick the dates you care about, and get a Markdown file to discuss with your AI.","w":"A Zepp or Amazfit owner who wants to understand why their sleep, recovery or pace changed, and has no time to read every chart.","o":"An AI reads a structured file with your chosen records, their units and a note on which dates have data, and answers your question from that.","c":"Data and analytics","r":"lingcang728/ZeppBridge","rt":"Zepp Bridge","rs":"lingcang728-zeppbridge","u":"/use-cases/lingcang728-zeppbridge/ask-ai-about-your-sleep-and-training-trends/","b":true,"f":false,"sc":1.0},{"id":"lingcang728-zeppbridge--turn-an-ai-reply-into-a-training-plan-for-your-watch","t":"Turn an AI coaching reply into a plan on your watch","s":"Paste an AI-written week of workouts into Zepp Bridge, adjust each session, and send it to a compatible watch.","w":"A runner, cyclist or swimmer who gets a training plan from an AI and wants it on the watch without retyping every session.","o":"A week of day cards you can check, reorder and edit, then send to a compatible watch with a delivery status you can follow.","c":"Data and analytics","r":"lingcang728/ZeppBridge","rt":"Zepp Bridge","rs":"lingcang728-zeppbridge","u":"/use-cases/lingcang728-zeppbridge/turn-an-ai-reply-into-a-training-plan-for-your-watch/","b":false,"f":false,"sc":0.9},{"id":"lingcang728-zeppbridge--give-a-local-ai-agent-read-only-access-to-your-health-record","t":"Give a local AI agent read-only access to your records","s":"Install the headless tools and connect an MCP client so it can query your local Zepp Bridge database.","w":"A developer or power user who runs an AI agent on their own machine and wants it to answer questions from their health history.","o":"An MCP-compatible agent reads your local records in read-only mode and answers questions from the database without a network port.","c":"Data and analytics","r":"lingcang728/ZeppBridge","rt":"Zepp Bridge","rs":"lingcang728-zeppbridge","u":"/use-cases/lingcang728-zeppbridge/give-a-local-ai-agent-read-only-access-to-your-health-record/","b":false,"f":false,"sc":0.8},{"id":"lingcang728-zeppbridge--back-up-and-export-your-full-health-history","t":"Back up and export your full health history","s":"Take verified database snapshots and export your records as JSON, CSV, GPX or FIT for safekeeping.","w":"A Zepp owner who wants a copy of years of records on a second disk or in a spreadsheet, outside the Zepp service.","o":"A whole-database snapshot you can verify and restore, plus exports in formats other programs can read.","c":"Data and analytics","r":"lingcang728/ZeppBridge","rt":"Zepp Bridge","rs":"lingcang728-zeppbridge","u":"/use-cases/lingcang728-zeppbridge/back-up-and-export-your-full-health-history/","b":false,"f":false,"sc":0.7},{"id":"lingcang728-zeppbridge--run-scheduled-syncs-on-a-home-server","t":"Run scheduled record syncs on a home server","s":"Use the headless Docker image to keep your local library current without a desktop session.","w":"A user with a NAS or home server who wants records to update on a schedule while the desktop app stays closed.","o":"A headless container that syncs on a schedule and keeps your local library up to date.","c":"Data and analytics","r":"lingcang728/ZeppBridge","rt":"Zepp Bridge","rs":"lingcang728-zeppbridge","u":"/use-cases/lingcang728-zeppbridge/run-scheduled-syncs-on-a-home-server/","b":false,"f":false,"sc":0.6},{"id":"linklyai-best-skills--ask-agent-about-skill-rankings","t":"Ask an agent which skills are worth installing","s":"Give an AI agent the ranking guide so it can answer questions about top skills from current data.","w":"A developer who wants to pick agent skills for a project and would rather ask an AI agent than read every table.","o":"The agent answers with named skills, their scores, and the source counts behind each score.","c":"Data and analytics","r":"LinklyAI/best-skills","rt":"Best Skills","rs":"linklyai-best-skills","u":"/use-cases/linklyai-best-skills/ask-agent-about-skill-rankings/","b":true,"f":false,"sc":1.0},{"id":"linklyai-best-skills--install-best-skills-as-standing-knowledge","t":"Install the ranking data as a skill for an agent","s":"Install the Best Skills repo as a skill so an agent keeps the rankings as standing context.","w":"A developer who asks an agent about skill rankings often and wants that context available in every session.","o":"The agent loads the Best Skills skill and can use the ranking files without being given the link again.","c":"Data and analytics","r":"LinklyAI/best-skills","rt":"Best Skills","rs":"linklyai-best-skills","u":"/use-cases/linklyai-best-skills/install-best-skills-as-standing-knowledge/","b":false,"f":false,"sc":0.9},{"id":"linklyai-best-skills--spot-fast-rising-and-talked-about-skills","t":"Find skills gaining installs and social attention","s":"Compare the 7-day trending list with the social buzz list to see which skills are rising and talked about.","w":"A team lead or indie developer who wants to know which agent skills are gaining traction this week before adopting one.","o":"A short list of skills that appear both in the weekly install gains and in the social buzz counts.","c":"Data and analytics","r":"LinklyAI/best-skills","rt":"Best Skills","rs":"linklyai-best-skills","u":"/use-cases/linklyai-best-skills/spot-fast-rising-and-talked-about-skills/","b":false,"f":false,"sc":0.8},{"id":"linklyai-best-skills--compare-china-and-global-skill-installs","t":"Compare skill installs across China and global registries","s":"Use the top installs file to see which skills lead on skills.sh, ClawHub and Tencent SkillHub.","w":"A developer or product owner who ships to China and to global markets and needs to know which agent skills are popular in each.","o":"A side-by-side view of each skill's installs on each platform, with gaps between markets visible.","c":"Data and analytics","r":"LinklyAI/best-skills","rt":"Best Skills","rs":"linklyai-best-skills","u":"/use-cases/linklyai-best-skills/compare-china-and-global-skill-installs/","b":false,"f":false,"sc":0.7},{"id":"linklyai-best-skills--shortlist-verified-official-skills","t":"Shortlist verified official agent skills","s":"Pull the Official 100 list to pick skills published by verified publishers on each registry.","w":"A security-minded developer or team lead who only wants to install skills from verified publishers.","o":"A shortlist of skills with the vendor and the platform that verified each one.","c":"Data and analytics","r":"LinklyAI/best-skills","rt":"Best Skills","rs":"linklyai-best-skills","u":"/use-cases/linklyai-best-skills/shortlist-verified-official-skills/","b":false,"f":false,"sc":0.6},{"id":"lithos-ai-lithos-metal--local-coding-agent-backend","t":"Run a local model as the backend for a coding agent","s":"Serve Qwen3.8-27B on your Mac and point a coding agent at it without sending code to a hosted API.","w":"A developer on an Apple silicon Mac who wants a coding agent to run against a model that stays on the local machine.","o":"A running local OpenAI-compatible server at http://127.0.0.1:8000 that a coding agent client uses as its model backend.","c":"Software and DevOps","r":"lithos-ai/lithos-metal","rt":"Lithos Metal","rs":"lithos-ai-lithos-metal","u":"/use-cases/lithos-ai-lithos-metal/local-coding-agent-backend/","b":true,"f":false,"sc":1.0},{"id":"lithos-ai-lithos-metal--call-local-api-from-scripts","t":"Call the local model from scripts over HTTP","s":"Send chat requests to the local server from your own code, with optional streaming.","w":"A developer building a script or small app that needs LLM text generation on their own Mac.","o":"A script that gets a completion from the local model through the Chat Completions endpoint, streaming or not.","c":"Software and DevOps","r":"lithos-ai/lithos-metal","rt":"Lithos Metal","rs":"lithos-ai-lithos-metal","u":"/use-cases/lithos-ai-lithos-metal/call-local-api-from-scripts/","b":false,"f":false,"sc":0.9},{"id":"lithos-ai-lithos-metal--compare-draft-and-target-only-generation","t":"Compare speculative and target-only generation","s":"Run the same model with DSpark drafting on and off to see how the setting changes output speed.","w":"A performance-minded developer who wants to check whether DSpark speculative decoding helps on their own Mac and workload.","o":"Two server runs, one with the default DSpark draft and one with target-only generation, with timings recorded for the same prompt.","c":"Software and DevOps","r":"lithos-ai/lithos-metal","rt":"Lithos Metal","rs":"lithos-ai-lithos-metal","u":"/use-cases/lithos-ai-lithos-metal/compare-draft-and-target-only-generation/","b":false,"f":false,"sc":0.8},{"id":"lithos-ai-lithos-metal--build-from-source-for-development","t":"Build Lithos Metal from source for development","s":"Compile the native runtime from the repo and install an editable copy for changes.","w":"A contributor or engineer who wants to modify the engine, add a model, or test changes to the Metal kernels.","o":"An editable install of Lithos Metal that reports its version from the local source tree.","c":"Software and DevOps","r":"lithos-ai/lithos-metal","rt":"Lithos Metal","rs":"lithos-ai-lithos-metal","u":"/use-cases/lithos-ai-lithos-metal/build-from-source-for-development/","b":false,"f":false,"sc":0.7},{"id":"livxue-dsh-plugin-shop--install-plugin-shop-in-dsh","t":"Install the plugin shop and browse DSH plugins","s":"Add the DSH Plugin Shop package to your dsh profile and open the shop page in the sidebar.","w":"A developer who runs DeepSeek Harness and wants one place to find, install, and manage community plugins.","o":"The Plugin shop appears in the dsh sidebar, where you can browse listed plugins and see which ones are marked Incompatible.","c":"Software and DevOps","r":"LivXue/dsh-plugin-shop","rt":"DSH Plugin Shop","rs":"livxue-dsh-plugin-shop","u":"/use-cases/livxue-dsh-plugin-shop/install-plugin-shop-in-dsh/","b":true,"f":false,"sc":1.0},{"id":"livxue-dsh-plugin-shop--agent-installs-shop-and-verifies","t":"Have an agent install the shop and verify it loads","s":"Let an agent run the non-interactive install steps and confirm the plugin is in the profile.","w":"A team lead or developer who wants an agent to set up DSH Plugin Shop on a machine without manual steps.","o":"The agent reports the profile it used, the installed plugin version, and whether DSH Plugin Shop is listed for that profile.","c":"Software and DevOps","r":"LivXue/dsh-plugin-shop","rt":"DSH Plugin Shop","rs":"livxue-dsh-plugin-shop","u":"/use-cases/livxue-dsh-plugin-shop/agent-installs-shop-and-verifies/","b":false,"f":false,"sc":0.9},{"id":"livxue-dsh-plugin-shop--list-plugin-in-catalog","t":"List your DSH plugin in the community catalog","s":"Add the right keyword and metadata to your npm package so the daily build discovers and lists it.","w":"A plugin author who has built a DeepSeek Harness plugin and wants other dsh users to find it.","o":"Your plugin appears in the catalog after the daily build, or the build report tells you the specific reason it was excluded.","c":"Software and DevOps","r":"LivXue/dsh-plugin-shop","rt":"DSH Plugin Shop","rs":"livxue-dsh-plugin-shop","u":"/use-cases/livxue-dsh-plugin-shop/list-plugin-in-catalog/","b":false,"f":false,"sc":0.8},{"id":"livxue-dsh-plugin-shop--audit-catalog-index-data","t":"Pull the catalog index to audit plugin counts and rejections","s":"Read the published index.json and its data files to review what the catalog lists and rejects.","w":"A researcher or maintainer who wants a snapshot of the DSH plugin ecosystem without browsing the shop.","o":"A summary of the listed count, the rejected total, the build time, and the plugins in each category.","c":"Software and DevOps","r":"LivXue/dsh-plugin-shop","rt":"DSH Plugin Shop","rs":"livxue-dsh-plugin-shop","u":"/use-cases/livxue-dsh-plugin-shop/audit-catalog-index-data/","b":false,"f":false,"sc":0.7},{"id":"liyingze07-svg-effectiveautoresearch-ear--explore-ear-demo-in-browser","t":"Explore the EAR demo in a local browser studio","s":"Run the offline studio to see idea trees, proof checks and rebuttal traces with no API key.","w":"A researcher or evaluator who wants to see what EAR produces before setting up any model account.","o":"A local studio page where you can search the idea tree, inspect a critique, download a proposal, check a proof and download a paper, and trace reviewer evidence.","c":"Research","r":"liyingze07-svg/EffectiveAutoResearch-EAR-","rt":"Effective Auto Research EAR","rs":"liyingze07-svg-effectiveautoresearch-ear","u":"/use-cases/liyingze07-svg-effectiveautoresearch-ear/explore-ear-demo-in-browser/","b":true,"f":false,"sc":1.0},{"id":"liyingze07-svg-effectiveautoresearch-ear--turn-research-direction-into-ranked-proposal","t":"Turn a research direction into a ranked proposal","s":"Use AutoVibeIdea to map literature, rank candidate ideas and draft a proposal.","w":"A researcher starting a new project who has a broad direction and a set of constraints but no settled idea yet.","o":"A literature landscape, ranked candidates, and a proposal draft saved in its own AutoVibeIdea workspace, with critique that can rule out overlapping ideas early.","c":"Research","r":"liyingze07-svg/EffectiveAutoResearch-EAR-","rt":"Effective Auto Research EAR","rs":"liyingze07-svg-effectiveautoresearch-ear","u":"/use-cases/liyingze07-svg-effectiveautoresearch-ear/turn-research-direction-into-ranked-proposal/","b":false,"f":false,"sc":0.9},{"id":"liyingze07-svg-effectiveautoresearch-ear--inspect-offline-math-proof-artifacts","t":"Inspect saved proof artifacts from the offline math run","s":"Run the offline math fixture to see proof checks, rejection and saved manuscript files.","w":"A mathematician or developer who wants to see how the AutonomousMath engine records its work before using a live backend.","o":"A workspace with a labeled offline demo run showing rejection, revision and saved math artifacts, with accepted set to false.","c":"Research","r":"liyingze07-svg/EffectiveAutoResearch-EAR-","rt":"Effective Auto Research EAR","rs":"liyingze07-svg-effectiveautoresearch-ear","u":"/use-cases/liyingze07-svg-effectiveautoresearch-ear/inspect-offline-math-proof-artifacts/","b":false,"f":false,"sc":0.8},{"id":"liyingze07-svg-effectiveautoresearch-ear--draft-evidence-linked-rebuttal","t":"Draft evidence-linked replies to reviewer comments","s":"Use AutoRebuttal to tie each reviewer concern to paper evidence before writing replies.","w":"An author preparing a rebuttal who has a paper and a set of reviewer comments and needs replies that point to evidence.","o":"Evidence-linked replies, an AC comment, and an unresolved-concern ledger kept as separate outputs.","c":"Research","r":"liyingze07-svg/EffectiveAutoResearch-EAR-","rt":"Effective Auto Research EAR","rs":"liyingze07-svg-effectiveautoresearch-ear","u":"/use-cases/liyingze07-svg-effectiveautoresearch-ear/draft-evidence-linked-rebuttal/","b":false,"f":false,"sc":0.7},{"id":"lobehub-awesome-rsi--build-rsi-reading-path","t":"Build a staged reading path on recursive self-improvement","s":"Turn the list's fundamentals and surveys into an ordered reading plan for a new team member.","w":"A research lead or new graduate student who must get up to speed on recursive self-improvement within a week and has no prior background in the topic.","o":"A short ordered list of about ten papers, starting with the vocabulary and surveys, then moving to the section that matches the reader's focus.","c":"Research","r":"lobehub/awesome-rsi","rt":"Awesome Rsi","rs":"lobehub-awesome-rsi","u":"/use-cases/lobehub-awesome-rsi/build-rsi-reading-path/","b":true,"f":false,"sc":1.0},{"id":"lobehub-awesome-rsi--check-rsi-claims-with-evidence-levels","t":"Check RSI claims against the list's three evidence levels","s":"Sort a set of self-improvement papers by task gain, retained gain, or improver gain.","w":"A product or policy analyst who must judge whether a vendor or paper that claims self-improving AI actually shows lasting improvement.","o":"A table that places each candidate paper at the task gain, retained gain, or improver gain level, with a note on what evidence is missing.","c":"Research","r":"lobehub/awesome-rsi","rt":"Awesome Rsi","rs":"lobehub-awesome-rsi","u":"/use-cases/lobehub-awesome-rsi/check-rsi-claims-with-evidence-levels/","b":false,"f":false,"sc":0.9},{"id":"lobehub-awesome-rsi--pick-benchmarks-for-self-improvement-tests","t":"Pick benchmarks for testing a self-improving agent","s":"Shortlist RSI-specific and proxy benchmarks from the list to test an agent you are building.","w":"An AI engineer who is building a self-improving agent and needs an evaluation set before changing memory, prompts, or harness code.","o":"A shortlist of three to five benchmarks, each labeled as direct RSI evaluation or as a proxy, with the reason for each choice.","c":"Research","r":"lobehub/awesome-rsi","rt":"Awesome Rsi","rs":"lobehub-awesome-rsi","u":"/use-cases/lobehub-awesome-rsi/pick-benchmarks-for-self-improvement-tests/","b":false,"f":false,"sc":0.8},{"id":"lobehub-awesome-rsi--scout-self-evolving-agent-frameworks","t":"Scout open frameworks for self-evolving agent harnesses","s":"Find frameworks in the list that evolve memory, skills, or harness code for an agent.","w":"A developer who wants to add a self-improvement loop to an existing agent and needs a starting framework rather than building one from scratch.","o":"A short comparison of two or three frameworks, showing which update target each one covers and what is still unclear from the README.","c":"Research","r":"lobehub/awesome-rsi","rt":"Awesome Rsi","rs":"lobehub-awesome-rsi","u":"/use-cases/lobehub-awesome-rsi/scout-self-evolving-agent-frameworks/","b":false,"f":false,"sc":0.7},{"id":"lodyai-lody--connect-machine-and-dispatch-work","t":"Connect a machine and dispatch agent work to it","s":"Attach a laptop, server, or cloud VM to your workspace and start agent sessions on it from the CLI.","w":"A developer with a workstation or cloud VM who wants agents to run on that machine while they work from another device.","o":"The machine appears in the workspace, and a new agent session runs on it with status visible from the CLI.","c":"Software and DevOps","r":"LodyAI/Lody","rt":"Lody","rs":"lodyai-lody","u":"/use-cases/lodyai-lody/connect-machine-and-dispatch-work/","b":true,"f":false,"sc":1.0},{"id":"lodyai-lody--share-agent-conversation-with-team","t":"Share a live agent conversation with teammates","s":"Open the same agent conversation with teammates to review the transcript, files, and changes.","w":"A team lead or reviewer who needs to see what an agent did and add instructions without screenshots or pasted logs.","o":"Teammates open the same conversation and see the full transcript, runtime status, files, and code changes, then add instructions in the same thread.","c":"Software and DevOps","r":"LodyAI/Lody","rt":"Lody","rs":"lodyai-lody","u":"/use-cases/lodyai-lody/share-agent-conversation-with-team/","b":false,"f":false,"sc":0.9},{"id":"lodyai-lody--delegate-bug-work-across-parallel-conversations","t":"Have a main agent delegate bug work to parallel chats","s":"Use one coordinating conversation to split a bug into investigation, fix, and test conversations.","w":"An engineer handling a bug that needs analysis, a code fix, and tests that can run in parallel.","o":"The coordinating conversation creates child conversations, reads their status and history, sends follow-up instructions, and brings results back.","c":"Software and DevOps","r":"LodyAI/Lody","rt":"Lody","rs":"lodyai-lody","u":"/use-cases/lodyai-lody/delegate-bug-work-across-parallel-conversations/","b":false,"f":false,"sc":0.8},{"id":"lodyai-lody--isolate-parallel-agent-changes-in-worktrees","t":"Run parallel agent changes in separate Git worktrees","s":"Give each session its own Git worktree and review diffs and pull request status beside the chat.","w":"A developer or reviewer who wants several agents changing the same repo at once without their edits mixing.","o":"Each session works in its own worktree, and per-turn or full-session diffs can be inspected beside the conversation.","c":"Software and DevOps","r":"LodyAI/Lody","rt":"Lody","rs":"lodyai-lody","u":"/use-cases/lodyai-lody/isolate-parallel-agent-changes-in-worktrees/","b":false,"f":false,"sc":0.7},{"id":"logicrw-awesome-jev-projects--find-jev-projects-by-task","t":"Find Jev agent projects that match a task","s":"Filter the catalog by category and open entry details to shortlist candidate repos.","w":"A developer building an agent who needs an existing Jev-based project for a specific task such as browser control or tool routing.","o":"A short list of candidate projects, each with its Jev role, fixed-version material, and license recorded.","c":"Software and DevOps","r":"logicrw/awesome-jev-projects","rt":"Awesome Jev Projects","rs":"logicrw-awesome-jev-projects","u":"/use-cases/logicrw-awesome-jev-projects/find-jev-projects-by-task/","b":true,"f":false,"sc":1.0},{"id":"logicrw-awesome-jev-projects--query-jev-projects-from-terminal","t":"Query Jev projects by domain from a terminal","s":"Install the Agent Skill so a terminal or agent can search projects and pinned source evidence.","w":"An engineer or agent operator who wants catalog lookups inside a terminal or agent session instead of a browser.","o":"The Awesome Jev Agent Skill is installed and can query projects by domain and inspect pinned source evidence.","c":"Software and DevOps","r":"logicrw/awesome-jev-projects","rt":"Awesome Jev Projects","rs":"logicrw-awesome-jev-projects","u":"/use-cases/logicrw-awesome-jev-projects/query-jev-projects-from-terminal/","b":false,"f":false,"sc":0.9},{"id":"logicrw-awesome-jev-projects--vet-browser-control-jev-projects","t":"Vet browser and desktop control Jev projects safely","s":"Compare Jev-driven browser and desktop control projects before running any of them.","w":"A developer or team lead evaluating whether an agent that clicks through real browsers or desktops is safe to try on their machine.","o":"A short comparison of control projects that shows each Jev role, its dry run or confirmation behavior where stated, and its license.","c":"Software and DevOps","r":"logicrw/awesome-jev-projects","rt":"Awesome Jev Projects","rs":"logicrw-awesome-jev-projects","u":"/use-cases/logicrw-awesome-jev-projects/vet-browser-control-jev-projects/","b":false,"f":false,"sc":0.8},{"id":"logicrw-awesome-jev-projects--submit-jev-project-via-issue","t":"Submit a missing Jev project through the Issue form","s":"Add a project to the catalog using the GitHub Issue template, not a pull request.","w":"A maintainer or builder whose Jev project is not yet listed in the catalog.","o":"A submitted issue in the project template that the core team can review for inclusion.","c":"Software and DevOps","r":"logicrw/awesome-jev-projects","rt":"Awesome Jev Projects","rs":"logicrw-awesome-jev-projects","u":"/use-cases/logicrw-awesome-jev-projects/submit-jev-project-via-issue/","b":false,"f":false,"sc":0.7},{"id":"longsurf-ai-endo--schedule-daily-priorities-summary","t":"Get a daily priorities summary on a schedule","s":"Have Endo run a standing prompt every weekday morning and read the result in chat.","w":"A busy individual who starts each workday by reviewing their priorities and wants the summary ready before they log in.","o":"A recurring chat thread that produces the same priorities summary on a fixed schedule, viewable from the Schedule page.","c":"Software and DevOps","r":"longsurf-ai/endo","rt":"Endo","rs":"longsurf-ai-endo","u":"/use-cases/longsurf-ai-endo/schedule-daily-priorities-summary/","b":true,"f":false,"sc":1.0},{"id":"longsurf-ai-endo--compare-agents-in-one-thread","t":"Compare answers from Codex and Claude Code in one thread","s":"Ask one question, switch agents mid-thread, and dig into the answer that fits best.","w":"A developer who has both Codex and Claude Code subscriptions and wants a second opinion without juggling two apps.","o":"One chat thread where each agent sees the full history, plus a focused Dig In on the strongest answer.","c":"Software and DevOps","r":"longsurf-ai/endo","rt":"Endo","rs":"longsurf-ai-endo","u":"/use-cases/longsurf-ai-endo/compare-agents-in-one-thread/","b":false,"f":false,"sc":0.9},{"id":"longsurf-ai-endo--fan-out-best-of-n-workflow","t":"Fan a question out to several agents with best-of-n","s":"Run the shipped best-of-n workflow to collect and compare multiple agent answers.","w":"A developer or analyst who needs the strongest of several drafts or answers and wants the calls to run in parallel.","o":"A Workflow card in chat that shows each agent call as it happens and returns the candidate answers from the run.","c":"Software and DevOps","r":"longsurf-ai/endo","rt":"Endo","rs":"longsurf-ai-endo","u":"/use-cases/longsurf-ai-endo/fan-out-best-of-n-workflow/","b":false,"f":false,"sc":0.8},{"id":"longsurf-ai-endo--add-resource-to-endo-app","t":"Add a typed Resource to the Endo app for your own data","s":"Define one table and schema, then get an API, agent tools and live updates from it.","w":"A developer extending Endo for a team or personal tool who needs agents and people to edit the same records under the same rules.","o":"A new Resource with a Drizzle table and Effect Schema that exposes a typed API, agent tools and live updates.","c":"Software and DevOps","r":"longsurf-ai/endo","rt":"Endo","rs":"longsurf-ai-endo","u":"/use-cases/longsurf-ai-endo/add-resource-to-endo-app/","b":false,"f":false,"sc":0.7},{"id":"longsurf-ai-openchart--draw-chart-and-alert-on-levels","t":"Draw a price level and get alerted when it breaks","s":"Install the Desktop app, draw a line or zone on a chart, and set an alert for when price crosses it.","w":"A retail investor who watches a few assets and wants a chart with alerts at key price levels, without writing code.","o":"A chart with your own drawn level and an alert that fires when price crosses it.","c":"Money","r":"longsurf-ai/openchart","rt":"Openchart","rs":"longsurf-ai-openchart","u":"/use-cases/longsurf-ai-openchart/draw-chart-and-alert-on-levels/","b":true,"f":false,"sc":1.0},{"id":"longsurf-ai-openchart--explain-a-price-move-with-sourced-notes","t":"Explain what moved a chart with sourced annotations","s":"Select a price range and have your agent research the move, with source-linked notes pinned to the bars.","w":"A trader or analyst who sees a sharp move on a chart and needs to know what drove it before deciding anything.","o":"Annotations pinned to the relevant bars, each linked to the source the agent used.","c":"Money","r":"longsurf-ai/openchart","rt":"Openchart","rs":"longsurf-ai-openchart","u":"/use-cases/longsurf-ai-openchart/explain-a-price-move-with-sourced-notes/","b":false,"f":false,"sc":0.9},{"id":"longsurf-ai-openchart--build-alert-monitor-from-plain-language","t":"Turn a plain-language watch rule into a Tea monitor","s":"Describe a market condition to your agent and get a Tea monitor that checks incoming data and investigates when it fires.","w":"An investor with a specific rule in mind, such as a volume or price pattern, who does not want to write monitoring code.","o":"A Tea monitor that evaluates incoming data for your condition and runs an investigation when it fires.","c":"Money","r":"longsurf-ai/openchart","rt":"Openchart","rs":"longsurf-ai-openchart","u":"/use-cases/longsurf-ai-openchart/build-alert-monitor-from-plain-language/","b":false,"f":false,"sc":0.8},{"id":"longsurf-ai-openchart--write-custom-indicator-in-tea","t":"Write a custom indicator in Tea","s":"Code your own indicator or condition in Tea using functions, loops, state, and collections.","w":"A developer or quant who wants a market indicator that the built-in studies do not provide.","o":"A custom Tea indicator that evaluates as market data flows in, running inside OpenChart.","c":"Money","r":"longsurf-ai/openchart","rt":"Openchart","rs":"longsurf-ai-openchart","u":"/use-cases/longsurf-ai-openchart/write-custom-indicator-in-tea/","b":false,"f":false,"sc":0.7},{"id":"longsurf-ai-openchart--set-up-source-build-for-contributors","t":"Set up a source build to contribute to OpenChart","s":"Clone the repo, install the pinned toolchain, run the app from source, and run checks before a pull request.","w":"A developer who wants to improve OpenChart's built-in studies, documentation, or code.","o":"A running Desktop app built from source, with the project checks passing before you open a pull request.","c":"Money","r":"longsurf-ai/openchart","rt":"Openchart","rs":"longsurf-ai-openchart","u":"/use-cases/longsurf-ai-openchart/set-up-source-build-for-contributors/","b":false,"f":false,"sc":0.6},{"id":"lordx64-phantom-kv--compare-refusal-removal-methods-on-one-eval","t":"Compare refusal-removal methods on one eval set","s":"Line up weight edits, activation hooks, and cache grafts on the same refusal metrics.","w":"An AI safety reviewer at a lab who must decide how to test refusal robustness of an open model and needs a fair comparison of available methods.","o":"A side-by-side table of harmful refusals, harmless refusals, and KL divergence for the base model and each method arm, using one prompt suite and one decoding setting.","c":"Security and science","r":"lordx64/phantom-kv","rt":"Phantom KV","rs":"lordx64-phantom-kv","u":"/use-cases/lordx64-phantom-kv/compare-refusal-removal-methods-on-one-eval/","b":true,"f":false,"sc":1.0},{"id":"lordx64-phantom-kv--verify-graft-reversibility-and-model-binding","t":"Verify that a graft unloads cleanly and stays bound to its model","s":"Check the reversibility and model-id claims before a model deployment is signed off.","w":"A platform or security engineer who must show that a model deployment can return to a known baseline and that a graft cannot be loaded onto the wrong model.","o":"A short verification record showing that base outputs match before and after unloading, and that the loader rejects a graft for a mismatched model.","c":"Security and science","r":"lordx64/phantom-kv","rt":"Phantom KV","rs":"lordx64-phantom-kv","u":"/use-cases/lordx64-phantom-kv/verify-graft-reversibility-and-model-binding/","b":false,"f":false,"sc":0.9},{"id":"lordx64-phantom-kv--summarize-graft-dose-findings-for-red-team-report","t":"Summarize graft dose findings for a red-team report","s":"Turn the README's measured robustness results into a memo that separates results from roadmap.","w":"A safety evaluation lead who must brief a team on how refusal behavior of an open model holds up under context and dose changes.","o":"A one-page memo that cites each number from the README and marks which claims are measured, which are caveats, and which are roadmap items.","c":"Security and science","r":"lordx64/phantom-kv","rt":"Phantom KV","rs":"lordx64-phantom-kv","u":"/use-cases/lordx64-phantom-kv/summarize-graft-dose-findings-for-red-team-report/","b":false,"f":false,"sc":0.8},{"id":"losalossantos-aurelio-finance--try-demo-household-data","t":"Test the app on invented household data first","s":"Start the app with invented data to see every screen before entering real finances.","w":"A person who is curious about a self-hosted finance tracker and does not want to type real records yet.","o":"A running local app showing an invented household, with your real data untouched in its own file.","c":"Money","r":"LosaLosSantos/aurelio-finance","rt":"Aurelio Finance","rs":"losalossantos-aurelio-finance","u":"/use-cases/losalossantos-aurelio-finance/try-demo-household-data/","b":true,"f":false,"sc":1.0},{"id":"losalossantos-aurelio-finance--track-net-worth-on-own-computer","t":"Track net worth and holdings on your own computer","s":"Keep banks, brokers, cash, holdings and debts in one local app that stays on your machine.","w":"A household finance organizer who wants a private record of net worth and investments without sending data to a hosted service.","o":"A local dashboard covering wealth, portfolio positions with cost and gain, and debts, with records stored on your machine.","c":"Money","r":"LosaLosSantos/aurelio-finance","rt":"Aurelio Finance","rs":"losalossantos-aurelio-finance","u":"/use-cases/losalossantos-aurelio-finance/track-net-worth-on-own-computer/","b":false,"f":false,"sc":0.9},{"id":"losalossantos-aurelio-finance--ask-ai-advisor-about-own-records","t":"Get answers about your records from an AI advisor","s":"Chat with an AI advisor that answers from your own records, using your own OpenRouter key.","w":"A person who wants a plain-language answer about their own portfolio, cash flow or goals and is willing to pay for AI usage.","o":"A chat that answers from your records, can search the web, and proposes each change as a card you confirm.","c":"Money","r":"LosaLosSantos/aurelio-finance","rt":"Aurelio Finance","rs":"losalossantos-aurelio-finance","u":"/use-cases/losalossantos-aurelio-finance/ask-ai-advisor-about-own-records/","b":false,"f":false,"sc":0.8},{"id":"losalossantos-aurelio-finance--see-hidden-overlap-in-funds","t":"See what your funds really hold with look-through","s":"Break down fund holdings by country, sector, company and currency to find overlap.","w":"An investor who owns several ETFs or funds and suspects they hold the same large companies.","o":"A look-through view of what your funds hold by country, sector, company and currency.","c":"Money","r":"LosaLosSantos/aurelio-finance","rt":"Aurelio Finance","rs":"losalossantos-aurelio-finance","u":"/use-cases/losalossantos-aurelio-finance/see-hidden-overlap-in-funds/","b":false,"f":false,"sc":0.7},{"id":"losalossantos-aurelio-finance--run-tests-and-dev-servers","t":"Run the test suites and dev servers after changes","s":"Check backend and frontend tests and start hot reload servers while editing the code.","w":"A developer contributing to or modifying Aurelio who needs to confirm changes before committing.","o":"Passing backend and frontend test results, plus a running development server with hot reload.","c":"Money","r":"LosaLosSantos/aurelio-finance","rt":"Aurelio Finance","rs":"losalossantos-aurelio-finance","u":"/use-cases/losalossantos-aurelio-finance/run-tests-and-dev-servers/","b":false,"f":false,"sc":0.6},{"id":"lotchuazzz-crypto-papergraph-mcp--map-math-paper-results","t":"Map a math paper's main results before reading","s":"Get a Paper Map of structure, main-result candidates, and external reading risks before you pick a theorem.","w":"A graduate student or researcher who has a new math paper and wants to know which theorem to read first.","o":"A Paper Map listing the paper structure, main-result candidates, and external reading risks, so the reader can choose a theorem with source evidence.","c":"Research","r":"lotchuazzz-crypto/papergraph-mcp","rt":"Papergraph MCP","rs":"lotchuazzz-crypto-papergraph-mcp","u":"/use-cases/lotchuazzz-crypto-papergraph-mcp/map-math-paper-results/","b":true,"f":false,"sc":1.0},{"id":"lotchuazzz-crypto-papergraph-mcp--trace-theorem-dependencies","t":"Trace a theorem's dependencies before reading its proof","s":"See direct and recursive dependencies, shared prerequisites, and unknowns for one chosen result.","w":"A researcher preparing to read or teach a specific theorem who wants to know what they need to understand first.","o":"A compact dependency reading for the chosen result showing direct and recursive dependencies, shared prerequisites, cycles, and unknowns, with full evidence still available.","c":"Research","r":"lotchuazzz-crypto/papergraph-mcp","rt":"Papergraph MCP","rs":"lotchuazzz-crypto-papergraph-mcp","u":"/use-cases/lotchuazzz-crypto-papergraph-mcp/trace-theorem-dependencies/","b":false,"f":false,"sc":0.9},{"id":"lotchuazzz-crypto-papergraph-mcp--find-public-full-text-for-doi","t":"Find public full text for a DOI paper","s":"Discover public PDF candidates for a DOI and import the root paper when one eligible copy exists.","w":"A reader who has a DOI from a citation list and needs a readable public copy of the paper.","o":"A list of public full-text candidates for the DOI, and an imported root paper when exactly one eligible public PDF exists.","c":"Research","r":"lotchuazzz-crypto/papergraph-mcp","rt":"Papergraph MCP","rs":"lotchuazzz-crypto-papergraph-mcp","u":"/use-cases/lotchuazzz-crypto-papergraph-mcp/find-public-full-text-for-doi/","b":false,"f":false,"sc":0.8},{"id":"lotchuazzz-crypto-papergraph-mcp--export-reading-report-and-plan","t":"Export a Reading Report and cross-paper reading plan","s":"Save checkpoints and notes, then export Markdown reports that summarize your reading across papers.","w":"A researcher reading several related papers who needs a written record of progress and a suggested order.","o":"A Reading Report for each paper and a Cross-Paper Reading Plan in Markdown, backed by the local workspace state.","c":"Research","r":"lotchuazzz-crypto/papergraph-mcp","rt":"Papergraph MCP","rs":"lotchuazzz-crypto-papergraph-mcp","u":"/use-cases/lotchuazzz-crypto-papergraph-mcp/export-reading-report-and-plan/","b":false,"f":false,"sc":0.7},{"id":"lotvulture-lotvulture--live-lot-occupancy-dashboard","t":"Show live space-by-space occupancy from existing cameras","s":"Turn existing lot cameras into a live occupancy map with per-space status updates.","w":"A facilities manager or lot operator who needs to see which spaces are free right now and has cameras already covering the lot.","o":"A browser dashboard at localhost:8000 that shows each drawn parking space as occupied or free, updating over WebSockets.","c":"Work and operations","r":"lotvulture/lotvulture","rt":"Lotvulture","rs":"lotvulture-lotvulture","u":"/use-cases/lotvulture-lotvulture/live-lot-occupancy-dashboard/","b":true,"f":false,"sc":1.0},{"id":"lotvulture-lotvulture--push-availability-to-signs-and-home-assistant","t":"Push lot availability to road signs and Home Assistant","s":"Send capacity and space changes over MQTT to LED signage or Home Assistant automations.","w":"A lot operator or smart-building integrator who has LED road signs or a Home Assistant setup and needs live availability to drive them.","o":"MQTT messages fire on capacity thresholds or single-space transitions, and staff get notified when capacity hits a set level such as 95%.","c":"Work and operations","r":"lotvulture/lotvulture","rt":"Lotvulture","rs":"lotvulture-lotvulture","u":"/use-cases/lotvulture-lotvulture/push-availability-to-signs-and-home-assistant/","b":false,"f":false,"sc":0.9},{"id":"lotvulture-lotvulture--review-lot-utilization-history","t":"Audit past lot use with the scrubbing timeline","s":"Replay past occupancy by second and open snapshots of each state change.","w":"A parking manager reviewing a past incident, peak hours, or a dispute about how long a space was occupied.","o":"A replayable record of space states across the day, with snapshots showing the exact frames of each transition.","c":"Work and operations","r":"lotvulture/lotvulture","rt":"Lotvulture","rs":"lotvulture-lotvulture","u":"/use-cases/lotvulture-lotvulture/review-lot-utilization-history/","b":false,"f":false,"sc":0.8},{"id":"lotvulture-lotvulture--detect-spaces-in-one-image-via-cloud-api","t":"Detect parking spaces in one image through the cloud API","s":"Send one lot photo to the Developer Cloud API and get space detections back.","w":"A developer building a parking feature into their own app who does not want to run on-prem infrastructure.","o":"Parking space detection results for a single image, billed per image.","c":"Work and operations","r":"lotvulture/lotvulture","rt":"Lotvulture","rs":"lotvulture-lotvulture","u":"/use-cases/lotvulture-lotvulture/detect-spaces-in-one-image-via-cloud-api/","b":false,"f":false,"sc":0.7},{"id":"louis-cfm-coucou--approve-claude-code-permissions-from-notch","t":"Approve Claude Code permissions from the notch","s":"Watch Claude Code sessions in the Mac notch and allow or deny its permission requests without switching windows.","w":"A developer running Claude Code on a Mac who keeps losing focus waiting for permission prompts in the terminal.","o":"Permission requests appear in the notch with Allow, Deny and Always buttons, and the session keeps moving after one click.","c":"Software and DevOps","r":"Louis-CFM/coucou","rt":"Coucou","rs":"louis-cfm-coucou","u":"/use-cases/louis-cfm-coucou/approve-claude-code-permissions-from-notch/","b":true,"f":false,"sc":1.0},{"id":"louis-cfm-coucou--monitor-coding-agents-on-iphone-lock-screen","t":"Track coding agents and approve them from iPhone","s":"See agent progress on your iPhone Lock Screen and approve permissions with Face ID when you step away from your Mac.","w":"A developer who starts long agent runs on a Mac and leaves the desk while they work.","o":"The Mac session moves to the iPhone Lock Screen and Dynamic Island, and each permission can be approved with Face ID.","c":"Software and DevOps","r":"Louis-CFM/coucou","rt":"Coucou","rs":"louis-cfm-coucou","u":"/use-cases/louis-cfm-coucou/monitor-coding-agents-on-iphone-lock-screen/","b":false,"f":false,"sc":0.9},{"id":"louis-cfm-coucou--dictate-text-into-any-mac-app","t":"Dictate text into any Mac app with a held key","s":"Hold a key, speak, and have your words pasted where you type, in any app on the Mac.","w":"A developer or writer who types long messages, prompts or notes and wants to speak them instead.","o":"Spoken words are pasted into the active app, and with Parakeet they are transcribed on the Mac without leaving the machine.","c":"Software and DevOps","r":"Louis-CFM/coucou","rt":"Coucou","rs":"louis-cfm-coucou","u":"/use-cases/louis-cfm-coucou/dictate-text-into-any-mac-app/","b":false,"f":false,"sc":0.8},{"id":"louis-cfm-coucou--track-claude-and-codex-plan-limits-in-notch","t":"Track Claude and Codex plan limits in the notch","s":"See your 5-hour and weekly Claude limits and Codex limits in small pills in the notch header.","w":"A developer on a Claude Pro or Max plan, or using Codex, who wants to avoid hitting usage limits mid-task.","o":"Current Claude and Codex plan usage is visible at a glance in the notch header while agents run.","c":"Software and DevOps","r":"Louis-CFM/coucou","rt":"Coucou","rs":"louis-cfm-coucou","u":"/use-cases/louis-cfm-coucou/track-claude-and-codex-plan-limits-in-notch/","b":false,"f":false,"sc":0.7},{"id":"louis-cfm-coucou--record-call-notes-without-a-meeting-bot","t":"Get call transcripts and to-dos without a meeting bot","s":"Record a call from your Mac with no bot in the meeting, then get a transcript, summary and to-dos.","w":"A team member who attends many calls and wants notes and action items without inviting a recording bot.","o":"A transcript per speaker, a summary, key points and to-dos are written after the call, and the audio is deleted once the transcript is written.","c":"Software and DevOps","r":"Louis-CFM/coucou","rt":"Coucou","rs":"louis-cfm-coucou","u":"/use-cases/louis-cfm-coucou/record-call-notes-without-a-meeting-bot/","b":false,"f":false,"sc":0.6},{"id":"lploc94-raw-cli--build-coding-agent-on-own-model","t":"Run a coding agent on your own model","s":"Start a working terminal coding agent on a local or hosted model in one afternoon.","w":"A developer who wants a coding assistant that runs on a model they choose, after trying hosted tools and wanting control over tools and the model.","o":"A configured agent that reads files, edits code, runs commands and answers questions about a repository from the terminal.","c":"Software and DevOps","r":"lploc94/raw-cli","rt":"Raw CLI","rs":"lploc94-raw-cli","u":"/use-cases/lploc94-raw-cli/build-coding-agent-on-own-model/","b":true,"f":false,"sc":1.0},{"id":"lploc94-raw-cli--fork-builtin-tool-for-custom-behavior","t":"Fork a built-in tool to change how it works","s":"Copy the shipped bash tool, rename it, and change its behavior for one agent.","w":"A team lead whose agent needs a shell tool that behaves differently, such as a stricter wrapper or a team-specific default.","o":"A local copy of the bash tool that one agent selects in place of the built-in, with the change kept in a file the team can read.","c":"Software and DevOps","r":"lploc94/raw-cli","rt":"Raw CLI","rs":"lploc94-raw-cli","u":"/use-cases/lploc94-raw-cli/fork-builtin-tool-for-custom-behavior/","b":false,"f":false,"sc":0.9},{"id":"lploc94-raw-cli--share-project-helper-agent-as-package","t":"Package an agent so teammates can install it","s":"Export a configured agent with its tools and skills as a .rawpkg for your team.","w":"A team lead who built a project helper agent and needs coworkers on other machines to run the same tools and skills with their own model.","o":"A .rawpkg archive that a teammate installs and binds to their own model alias, keeping the same agent behavior.","c":"Software and DevOps","r":"lploc94/raw-cli","rt":"Raw CLI","rs":"lploc94-raw-cli","u":"/use-cases/lploc94-raw-cli/share-project-helper-agent-as-package/","b":false,"f":false,"sc":0.8},{"id":"lploc94-raw-cli--require-approval-for-risky-shell-commands","t":"Ask for approval before risky shell commands","s":"Add tools.rules so an agent prompts only for matching bash commands such as rm.","w":"An ops engineer who wants an agent to run shell work on a server but must confirm destructive commands first.","o":"An agent that runs normal commands freely and pauses for approval when a bash command matches the rule.","c":"Software and DevOps","r":"lploc94/raw-cli","rt":"Raw CLI","rs":"lploc94-raw-cli","u":"/use-cases/lploc94-raw-cli/require-approval-for-risky-shell-commands/","b":false,"f":false,"sc":0.7},{"id":"lsposed-dexsql-release--trace-log-string-callers-with-agent","t":"Trace which methods log a given string and who calls them","s":"Have an agent query an APK over MCP to map a log message to its methods and callers.","w":"A reverse engineer or security reviewer who sees a log message in an app and wants to know which code produces it and what triggers that code.","o":"The agent returns the methods that reference the message, their callers, and the relevant Smali, based on structured query results.","c":"Security and science","r":"LSPosed/dexsql-release","rt":"Dexsql Release","rs":"lsposed-dexsql-release","u":"/use-cases/lsposed-dexsql-release/trace-log-string-callers-with-agent/","b":true,"f":false,"sc":1.0},{"id":"lsposed-dexsql-release--list-hardcoded-urls-in-apk","t":"List hardcoded URLs in an APK with one SQL query","s":"Run a single CLI query to find which methods reference a specific URL inside an APK.","w":"A security analyst who needs to check whether an app talks to a particular server or domain and which code does it.","o":"A list of method names that reference the target URL string, produced without decompiling the whole app.","c":"Security and science","r":"LSPosed/dexsql-release","rt":"Dexsql Release","rs":"lsposed-dexsql-release","u":"/use-cases/lsposed-dexsql-release/list-hardcoded-urls-in-apk/","b":false,"f":false,"sc":0.9},{"id":"lsposed-dexsql-release--search-multiple-dex-files-in-one-query","t":"Search all DEX files in an app in a single query","s":"Query several APK or DEX inputs together to find code spread across split or multi-DEX builds.","w":"A developer or analyst working with a large app that ships many DEX files, who needs one answer across all of them.","o":"One result set that covers every supplied file, so a method or string can be found wherever it lives in the app.","c":"Security and science","r":"LSPosed/dexsql-release","rt":"Dexsql Release","rs":"lsposed-dexsql-release","u":"/use-cases/lsposed-dexsql-release/search-multiple-dex-files-in-one-query/","b":false,"f":false,"sc":0.8},{"id":"lucasuiii-modeling-workbench--check-modeling-environment","t":"Check which modeling stages this machine can run","s":"Run the doctor check to see which stages work and which dependencies are missing.","w":"A student preparing for a math modeling contest who wants to know whether Python, LaTeX and the calculation backend are ready before the contest starts.","o":"A report of usable stages and missing dependencies, with no software installed or changed unless you agree.","c":"Research","r":"Lucasuiii/modeling-workbench","rt":"Modeling Workbench","rs":"lucasuiii-modeling-workbench","u":"/use-cases/lucasuiii-modeling-workbench/check-modeling-environment/","b":true,"f":false,"sc":1.0},{"id":"lucasuiii-modeling-workbench--start-contest-project-from-official-files","t":"Start a contest project from official problem files","s":"Copy the official problem files into a new project folder with fixed file identities.","w":"A modeling team that has just received a contest problem and its attachments and needs a clean project to work in.","o":"A new project folder with the official files copied in and recorded, while the original folder stays unchanged.","c":"Research","r":"Lucasuiii/modeling-workbench","rt":"Modeling Workbench","rs":"lucasuiii-modeling-workbench","u":"/use-cases/lucasuiii-modeling-workbench/start-contest-project-from-official-files/","b":false,"f":false,"sc":0.9},{"id":"lucasuiii-modeling-workbench--compare-two-candidate-models","t":"Test two candidate models before choosing one","s":"Run both candidates as cheap exploratory runs and record why one was selected.","w":"A modeler on a contest team who has two plausible approaches to one problem and must justify the choice in the paper.","o":"A recorded comparison table of candidates, with exploratory run evidence and a written reason for the selected model.","c":"Research","r":"Lucasuiii/modeling-workbench","rt":"Modeling Workbench","rs":"lucasuiii-modeling-workbench","u":"/use-cases/lucasuiii-modeling-workbench/compare-two-candidate-models/","b":false,"f":false,"sc":0.8},{"id":"lucasuiii-modeling-workbench--review-project-status-and-gates","t":"See where a modeling project stands and what needs your sign-off","s":"Get a status report of stages, evidence problems and pending confirmations.","w":"A team lead on a modeling contest who needs to know what is finished, what is blocked, and what still needs a human decision.","o":"A status report of the current stage, evidence issues and the decisions waiting for explicit confirmation.","c":"Research","r":"Lucasuiii/modeling-workbench","rt":"Modeling Workbench","rs":"lucasuiii-modeling-workbench","u":"/use-cases/lucasuiii-modeling-workbench/review-project-status-and-gates/","b":false,"f":false,"sc":0.7},{"id":"luciole-studio-misaka-agent--run-a-multi-branch-research-question","t":"Run a research question across several branches","s":"Turn one humanities question into a reviewed research graph and a sourced research article.","w":"A humanities or social science researcher with a question that has several defensible readings and no time to follow each one by hand.","o":"A research article in your project folder, with alternative branches recorded as graph nodes and each citation traceable to its file and page.","c":"Research","r":"Luciole-Studio/Misaka-Agent","rt":"Misaka Agent","rs":"luciole-studio-misaka-agent","u":"/use-cases/luciole-studio-misaka-agent/run-a-multi-branch-research-question/","b":true,"f":false,"sc":1.0},{"id":"luciole-studio-misaka-agent--trace-claims-to-source-pages","t":"Check each research claim against its source page","s":"Audit every finding in a MISAKA conclusion against the file, page and quotation it names.","w":"A researcher who must verify each citation in an argument before submitting it to a journal or supervisor.","o":"A list of findings, each with its claim type, source file, page and quotation, plus a version history you can review.","c":"Research","r":"Luciole-Studio/Misaka-Agent","rt":"Misaka Agent","rs":"luciole-studio-misaka-agent","u":"/use-cases/luciole-studio-misaka-agent/trace-claims-to-source-pages/","b":false,"f":false,"sc":0.9},{"id":"luciole-studio-misaka-agent--surface-unstated-premises-in-an-argument","t":"Expose the unstated premises in a draft argument","s":"Use a red-team review to find what a conclusion leaves unsaid yet relies on.","w":"A social scientist whose draft argument may depend on assumptions it never states, and who wants them tested before peer review.","o":"A set of recorded gaps and presuppositions, each answered as a revision, rebuttal, conceded cost, referral, parked point or decision for you.","c":"Research","r":"Luciole-Studio/Misaka-Agent","rt":"Misaka Agent","rs":"luciole-studio-misaka-agent","u":"/use-cases/luciole-studio-misaka-agent/surface-unstated-premises-in-an-argument/","b":false,"f":false,"sc":0.8},{"id":"luobosibing2-dsh-jev-plugin--check-todo-turns-before-they-stop","t":"Check a DSH turn against its Todo before it stops","s":"Runs a completion check on ordinary root turns that used Todo, with up to 3 automatic supplements by default.","w":"A developer using DSH on multi-step coding tasks who wants a second check that the final answer covers the original request and the Todo list.","o":"Each checked turn gets a complete, omission, contradiction, needs-user or unknown assessment, and gaps are supplemented in the same turn.","c":"Software and DevOps","r":"luobosibing2/dsh-jev-plugin","rt":"DSH Jev Plugin","rs":"luobosibing2-dsh-jev-plugin","u":"/use-cases/luobosibing2-dsh-jev-plugin/check-todo-turns-before-they-stop/","b":true,"f":false,"sc":1.0},{"id":"luobosibing2-dsh-jev-plugin--rank-skills-before-the-agent-loads-them","t":"Narrow a DSH skill catalog to the skills a task needs","s":"Recommends a configured number of relevant skills and ranks file glob results, without changing what the main agent loads.","w":"A developer whose DSH setup has a large skill catalog and who wants fewer, more relevant skill suggestions for each task.","o":"Each task gets up to the configured number of skill recommendations above the minimum relevance probability, and glob results are reordered.","c":"Software and DevOps","r":"luobosibing2/dsh-jev-plugin","rt":"DSH Jev Plugin","rs":"luobosibing2-dsh-jev-plugin","u":"/use-cases/luobosibing2-dsh-jev-plugin/rank-skills-before-the-agent-loads-them/","b":false,"f":false,"sc":0.9},{"id":"luobosibing2-dsh-jev-plugin--trim-long-logs-and-test-output","t":"Shorten long command logs and passing test output for the model","s":"Removes clearly unneeded progress lines and repeated notices from command output while keeping failures and summaries.","w":"A developer whose DSH agent runs long builds or test suites and fills its context with routine output.","o":"Clearly unneeded log lines are removed after a command returns, failures and summaries stay, and an original-output recovery reference remains.","c":"Software and DevOps","r":"luobosibing2/dsh-jev-plugin","rt":"DSH Jev Plugin","rs":"luobosibing2-dsh-jev-plugin","u":"/use-cases/luobosibing2-dsh-jev-plugin/trim-long-logs-and-test-output/","b":false,"f":false,"sc":0.8},{"id":"luobosibing2-dsh-jev-plugin--review-stage-navigation-of-a-session","t":"Review the stages of a recorded DSH session by turn","s":"Classifies complete recorded model steps on request and links stages to their original trajectory evidence.","w":"A developer reviewing a past DSH session who wants to see which stage each step belonged to, such as exploration or editing.","o":"Completed turns get stage labels with confidence values and links to the original steps, while the session records stay unchanged.","c":"Software and DevOps","r":"luobosibing2/dsh-jev-plugin","rt":"DSH Jev Plugin","rs":"luobosibing2-dsh-jev-plugin","u":"/use-cases/luobosibing2-dsh-jev-plugin/review-stage-navigation-of-a-session/","b":false,"f":false,"sc":0.7},{"id":"makezur-agenticstar--run-garden-shears-example","t":"Reconstruct the garden shears example end to end","s":"Run one supervised agent session on the committed example and get a GLB and pose.json.","w":"A researcher or engineer who wants to see the full pipeline work on a known capture before using their own video.","o":"A runs/ directory containing scene.py, mesh/object.glb, mesh/pose.json and per-pass renders under iterations/.","c":"Research","r":"makezur/agenticSTAR","rt":"Agentic STAR","rs":"makezur-agenticstar","u":"/use-cases/makezur-agenticstar/run-garden-shears-example/","b":true,"f":false,"sc":1.0},{"id":"makezur-agenticstar--reconstruct-own-video-object","t":"Turn your own video of an object into a 3D capture","s":"Extract frames, add object masks, run Pi3X cameras, then let the agent rebuild the object.","w":"A robotics or vision researcher with a phone video of a hinged or articulated object who needs a joint-level model.","o":"A capture directory and an agent run that produces mesh/object.glb with named parts and mesh/pose.json with per-frame joint states.","c":"Research","r":"makezur/agenticSTAR","rt":"Agentic STAR","rs":"makezur-agenticstar","u":"/use-cases/makezur-agenticstar/reconstruct-own-video-object/","b":false,"f":false,"sc":0.9},{"id":"makezur-agenticstar--compare-codex-and-claude-runs","t":"Compare Codex and Claude Code on the same capture","s":"Run the same capture with both supported agents and compare the resulting poses.","w":"A researcher evaluating which coding agent produces better articulated reconstructions on a fixed capture.","o":"Two runs on one capture, each with its own mesh/pose.json and iteration renders that can be compared side by side.","c":"Research","r":"makezur/agenticSTAR","rt":"Agentic STAR","rs":"makezur-agenticstar","u":"/use-cases/makezur-agenticstar/compare-codex-and-claude-runs/","b":false,"f":false,"sc":0.8},{"id":"malevrigns-agent-jev--gate-agent-test-results-with-probability","t":"Gate agent merges on test output probability","s":"Ask AgentJev whether a test run passed and block the merge when the probability is too low.","w":"A developer running a coding agent that opens pull requests, where a wrong green test result would let broken code move forward.","o":"A probability that the tests passed, returned without decoded text, which the agent loop can threshold before it continues.","c":"Software and DevOps","r":"malevrigns/agent-jev","rt":"Agent Jev","rs":"malevrigns-agent-jev","u":"/use-cases/malevrigns-agent-jev/gate-agent-test-results-with-probability/","b":true,"f":false,"sc":1.0},{"id":"malevrigns-agent-jev--route-next-agent-action-by-choice","t":"Pick the next tool call from a fixed option list","s":"Give AgentJev the current state and a list of allowed next actions, then route to the top option.","w":"An engineer building an agent workflow with a fixed set of tools who wants a cheap routing decision on every step.","o":"The top option, its probability, and the margin over the second option, so the loop can act or escalate when the margin is small.","c":"Software and DevOps","r":"malevrigns/agent-jev","rt":"Agent Jev","rs":"malevrigns-agent-jev","u":"/use-cases/malevrigns-agent-jev/route-next-agent-action-by-choice/","b":false,"f":false,"sc":0.9},{"id":"malevrigns-agent-jev--score-work-items-on-an-ordered-rubric","t":"Score tickets or traces on your own rubric","s":"Place a ticket or agent trace on a 2 to 10 level rubric and get the level and expected score.","w":"An operations lead triaging support tickets or reviewing agent traces who wants a consistent ranking without reading every item.","o":"A level from the argmax, a weighted score across the levels, and the full distribution for every item.","c":"Software and DevOps","r":"malevrigns/agent-jev","rt":"Agent Jev","rs":"malevrigns-agent-jev","u":"/use-cases/malevrigns-agent-jev/score-work-items-on-an-ordered-rubric/","b":false,"f":false,"sc":0.8},{"id":"malevrigns-agent-jev--measure-serving-latency-on-own-workload","t":"Benchmark AgentJev serving latency on your load","s":"Run the repository's serving benchmark to see case latency and throughput on your own GPU.","w":"An infrastructure engineer deciding whether an AgentJev server fits the latency budget of a planned agent loop.","o":"Case latency at P50 and P90, throughput in cases per second, and backbone token counts for your load.","c":"Software and DevOps","r":"malevrigns/agent-jev","rt":"Agent Jev","rs":"malevrigns-agent-jev","u":"/use-cases/malevrigns-agent-jev/measure-serving-latency-on-own-workload/","b":false,"f":false,"sc":0.7},{"id":"manfredch-lyapunov--prepare-and-run-robot-in-simulation","t":"Prepare and run a robot action in simulation","s":"Set up a robot in a 3D scene, initialize physics, and run one bounded action with feedback.","w":"A robotics developer who needs to check a robot's controls and physical response before writing or testing a control policy.","o":"A robot that is prepared, initialized and ready, with one explicitly executed action and inspected world feedback.","c":"Software and DevOps","r":"ManfredCh/Lyapunov","rt":"Lyapunov","rs":"manfredch-lyapunov","u":"/use-cases/manfredch-lyapunov/prepare-and-run-robot-in-simulation/","b":true,"f":false,"sc":1.0},{"id":"manfredch-lyapunov--collect-camera-data-from-scene","t":"Collect RGB-D camera data from a simulated scene","s":"Place scene cameras, calibrate, annotate and record data for a dataset where the engine supports it.","w":"A research team member who needs labeled camera data from a simulated environment for perception work.","o":"Recorded RGB-D captures with calibration and annotations, exported as a dataset from a supported engine.","c":"Software and 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confirm the launcher, and open a guest workspace without an account.","w":"A developer or researcher on a Linux x64 desktop who wants to try Lyapunov before setting up anything else.","o":"A working Lyapunov install with MuJoCo prepared, a launcher on disk, and a local guest workspace open.","c":"Software and DevOps","r":"ManfredCh/Lyapunov","rt":"Lyapunov","rs":"manfredch-lyapunov","u":"/use-cases/manfredch-lyapunov/install-lyapunov-on-linux/","b":false,"f":false,"sc":0.7},{"id":"marcreichel-laya-php--route-support-tickets","t":"Route support tickets by department, urgency and churn risk","s":"Send each incoming ticket to the right team on your own server, with a confidence check for human review.","w":"A support lead or backend developer whose help desk needs every ticket sorted without sending customer text to a paid LLM API.","o":"Each ticket gets a typed department, urgency and churn flag, and low-confidence answers are routed to a person.","c":"Work and 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built-in fake so CI does not need Laya or Docker.","w":"A PHP developer whose code calls a classifier and whose CI pipeline should not depend on a model server.","o":"Tests run on any machine with PHP and Composer, and they check how your code handles each typed answer.","c":"Work and operations","r":"marcreichel/laya-php","rt":"Laya PHP","rs":"marcreichel-laya-php","u":"/use-cases/marcreichel-laya-php/unit-test-classification-code/","b":false,"f":false,"sc":0.8},{"id":"marcreichel-laya-php--store-decisions-in-json-column","t":"Save typed decisions in an Eloquent JSON column","s":"Cast a model attribute to a decision class so the result reads back as a typed object.","w":"A Laravel developer who wants to keep each classification result on the record it describes, without writing parsing code.","o":"The model attribute holds a typed decision, and it reads back with enums and floats intact.","c":"Work and operations","r":"marcreichel/laya-php","rt":"Laya 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purchase with a single-use card from your Stripe Link wallet.","w":"A person who wants the agent to complete checkouts for small purchases and keep a spend limit in place.","o":"For each purchase the agent requests a one-time card for the exact total, you approve with one tap, and the card is dead after the payment.","c":"Personal productivity","r":"mariagorskikh/open-instinct","rt":"Open Instinct","rs":"mariagorskikh-open-instinct","u":"/use-cases/mariagorskikh-open-instinct/let-the-agent-pay-with-a-single-use-card/","b":false,"f":false,"sc":0.6},{"id":"markfulton-ai-employees--launch-product-with-gtm-engineer","t":"Run a product launch with a GTM Engineer","s":"A scheduled employee drafts launch work and stages it for your review each morning.","w":"A founder launching a product who has no time to run positioning, outbound drafts, directory forms and a weekly scoreboard by hand.","o":"A folder of staged drafts, a launch board and a morning brief listing what needs your click.","c":"Work and operations","r":"markfulton/ai-employees","rt":"AI Employees","rs":"markfulton-ai-employees","u":"/use-cases/markfulton-ai-employees/launch-product-with-gtm-engineer/","b":true,"f":false,"sc":1.0},{"id":"markfulton-ai-employees--publish-seo-articles-every-weekday","t":"Publish one SEO article every weekday","s":"An SEO/AEO Employee researches keywords, publishes an article and reviews rankings on a schedule.","w":"A site owner who wants steady search traffic but cannot write, publish and index an article every weekday.","o":"A steady flow of articles, indexing requests and rank reviews, with your visibility in AI answers tracked in the brief.","c":"Work and operations","r":"markfulton/ai-employees","rt":"AI Employees","rs":"markfulton-ai-employees","u":"/use-cases/markfulton-ai-employees/publish-seo-articles-every-weekday/","b":false,"f":false,"sc":0.9},{"id":"markfulton-ai-employees--triage-customer-inbox-with-drafted-replies","t":"Triage the customer inbox with drafted replies","s":"A Customer Satisfaction Employee sweeps your inbox and drafts replies, hardest cases first.","w":"A small business owner who gets a steady flow of customer email and needs urgent problems and churn risks surfaced first.","o":"Drafted replies ordered hardest first, plus churn flags with the evidence behind each one.","c":"Work and operations","r":"markfulton/ai-employees","rt":"AI Employees","rs":"markfulton-ai-employees","u":"/use-cases/markfulton-ai-employees/triage-customer-inbox-with-drafted-replies/","b":false,"f":false,"sc":0.8},{"id":"markfulton-ai-employees--watch-site-health-with-web-dev-employee","t":"Watch site health and triage errors automatically","s":"A Web Dev Employee checks site health, triages errors and reviews dependencies on a schedule.","w":"A solo developer who runs a live site and wants routine checks and small fixes handled without daily attention.","o":"Regular health checks, a triaged error list and small changes made on a branch for your review.","c":"Work and operations","r":"markfulton/ai-employees","rt":"AI Employees","rs":"markfulton-ai-employees","u":"/use-cases/markfulton-ai-employees/watch-site-health-with-web-dev-employee/","b":false,"f":false,"sc":0.7},{"id":"mars-sea-dsh-commandcode-provider--use-command-code-models-in-dsh-web","t":"Run Command Code models in the dsh web app","s":"Install the plugin, add your key, and pick Command Code models in the web model picker.","w":"A dsh web user with a Command Code account who wants those models in the normal chat picker.","o":"Command Code models appear under commandcode in the picker, and messages sent with them get answers.","c":"Software and DevOps","r":"Mars-Sea/dsh-commandcode-provider","rt":"DSH Commandcode 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accounts","s":"Add more than one account so requests move to the next one when a usage limit is hit.","w":"A heavy dsh user with several Command Code accounts who keeps hitting the usage limit on one of them.","o":"Requests switch to the next account automatically, and the quota panel shows which account is serving.","c":"Software and DevOps","r":"Mars-Sea/dsh-commandcode-provider","rt":"DSH Commandcode Provider","rs":"mars-sea-dsh-commandcode-provider","u":"/use-cases/mars-sea-dsh-commandcode-provider/rotate-command-code-accounts-when-limits-hit/","b":false,"f":false,"sc":0.8},{"id":"mars-sea-dsh-commandcode-provider--compare-model-cost-and-speed-from-sessions","t":"Compare token cost and response speed from past dsh sessions","s":"Open Model analysis to see tokens, estimated cost, timing, and retries by session or date range.","w":"A dsh user who wants to check what recent work cost and how fast each model responded before choosing one.","o":"A view of tokens, estimated cost, response timing, and failures and retries for the chosen sessions or date range.","c":"Software and DevOps","r":"Mars-Sea/dsh-commandcode-provider","rt":"DSH Commandcode Provider","rs":"mars-sea-dsh-commandcode-provider","u":"/use-cases/mars-sea-dsh-commandcode-provider/compare-model-cost-and-speed-from-sessions/","b":false,"f":false,"sc":0.7},{"id":"mars-sea-dsh-commandcode-provider--watch-command-code-quota-in-sidebar","t":"Watch Command Code 5-hour and weekly limits in the sidebar","s":"Turn on the quota card to see your plan and both usage windows next to Settings.","w":"A dsh user on a Command Code plan who wants to see remaining usage before a long task.","o":"A sidebar card shows the serving account's plan, the 5-hour and weekly windows, and the reset times.","c":"Software and DevOps","r":"Mars-Sea/dsh-commandcode-provider","rt":"DSH Commandcode 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main only after your test command passes.","c":"Software and DevOps","r":"matank001/clodfarm","rt":"Clodfarm","rs":"matank001-clodfarm","u":"/use-cases/matank001-clodfarm/overnight-repo-tasks-with-tests/","b":true,"f":false,"sc":1.0},{"id":"matank001-clodfarm--drive-farm-from-claude-app","t":"Assign work to the farm from your phone","s":"Talk to your farm's Claudes from the Claude app and hand them tasks from anywhere.","w":"A developer away from their desk who wants to send a change or check on progress from a phone.","o":"You ask for work in the Claude app and the farm starts it, and you can see every sub-agent in the farm UI.","c":"Software and DevOps","r":"matank001/clodfarm","rt":"Clodfarm","rs":"matank001-clodfarm","u":"/use-cases/matank001-clodfarm/drive-farm-from-claude-app/","b":false,"f":false,"sc":0.9},{"id":"matank001-clodfarm--schedule-recurring-issue-triage","t":"Triage new issues on a schedule","s":"Set a recurring job so the farm sorts new issues every weekday morning.","w":"A maintainer of a busy repo who wants new issues sorted before the day starts, without doing it by hand.","o":"A scheduled Claude runs the triage at the times you set, and the job runs without you starting it.","c":"Software and DevOps","r":"matank001/clodfarm","rt":"Clodfarm","rs":"matank001-clodfarm","u":"/use-cases/matank001-clodfarm/schedule-recurring-issue-triage/","b":false,"f":false,"sc":0.8},{"id":"matank001-clodfarm--hand-laptop-tasks-to-farm-over-mcp","t":"Send work from Claude Code on your laptop to the farm","s":"Connect Claude Code on your laptop to the farm and start its sub-agents without leaving your editor.","w":"A developer who works in Claude Code on a laptop and wants to offload longer tasks to the farm.","o":"Claude Code on your laptop can see the farm, start sub-agents on it, and message its Claudes.","c":"Software and 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your own machine","s":"Start the full Ciele stack locally with one bootstrap script and sign in as the owner.","w":"A developer or ops engineer who needs a self-hosted assistant platform and does not want to send content to a hosted Ciele service.","o":"A running Ciele instance where the first account you create owns its organization.","c":"Software and DevOps","r":"MattiaIppoliti/ciele","rt":"Ciele","rs":"mattiaippoliti-ciele","u":"/use-cases/mattiaippoliti-ciele/self-host-private-assistant-in-one-command/","b":true,"f":false,"sc":1.0},{"id":"mattiaippoliti-ciele--build-website-faq-assistant-with-escalation","t":"Build a support assistant from your website and FAQs","s":"Crawl your site, add files and FAQ pairs, and set a help desk for hand-off.","w":"A support lead whose customers ask the same questions and whose team needs a chat assistant that escalates when the answer is not in the knowledge base.","o":"An embeddable chat widget that answers from your sources with citations and hands off to a help desk when it cannot answer.","c":"Software and DevOps","r":"MattiaIppoliti/ciele","rt":"Ciele","rs":"mattiaippoliti-ciele","u":"/use-cases/mattiaippoliti-ciele/build-website-faq-assistant-with-escalation/","b":false,"f":false,"sc":0.9},{"id":"mattiaippoliti-ciele--review-assistant-answer-quality-from-transcripts","t":"Audit assistant answers from conversation transcripts","s":"Read real conversations with citations and log answer-quality fixes in the tracker.","w":"A product or support operations manager who needs to know where the assistant gives weak answers after it has gone live.","o":"A list of conversations with weak answers, each linked to its sources and recorded in the improvements tracker.","c":"Software and 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detailed questions before it edits your repo.","w":"A developer about to ask a coding agent for a feature who has seen past builds miss what they meant.","o":"A clarified plan, plus shared terms and decisions recorded in the project's domain docs before implementation starts.","c":"Software and DevOps","r":"mattpocock/skills","rt":"Skills","rs":"mattpocock-skills","u":"/use-cases/mattpocock-skills/align-agent-on-change-before-coding/","b":true,"f":false,"sc":1.0},{"id":"mattpocock-skills--split-a-plan-into-blocking-tickets","t":"Split a plan into tracer-bullet tickets with blockers","s":"Turn a conversation into a spec, then into ordered tickets that declare what blocks what.","w":"A tech lead or solo developer with a big feature idea who needs work broken into pieces an agent can pick up.","o":"A published spec and a set of tracer-bullet tickets, each with its blocking edges, in your tracker or a local file.","c":"Software and 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developer maintaining a tangled codebase that agents have been speeding up into more complexity.","o":"A visual HTML report of candidate deepening opportunities and a grilled plan for the one you choose.","c":"Software and DevOps","r":"mattpocock/skills","rt":"Skills","rs":"mattpocock-skills","u":"/use-cases/mattpocock-skills/survey-codebase-for-deepening-opportunities/","b":false,"f":false,"sc":0.7},{"id":"mattpocock-skills--plan-a-huge-project-as-decision-tickets","t":"Plan a huge project as a map of decision tickets","s":"Use wayfinder to resolve decisions one at a time across several agent sessions.","w":"A lead planning a project too large for one agent session who needs a shared map of open decisions.","o":"A shared map of decision tickets on the issue tracker, with each decision resolved until the route to the destination is clear.","c":"Software and DevOps","r":"mattpocock/skills","rt":"Skills","rs":"mattpocock-skills","u":"/use-cases/mattpocock-skills/plan-a-huge-project-as-decision-tickets/","b":false,"f":false,"sc":0.6},{"id":"maxhu-xuan-task-state-guard--preview-restart-reconciliation-before-applying","t":"Preview restart cleanup of stuck tasks before applying it","s":"Dry-run a SQLite task ledger, review aggregate counts, then apply timeouts and delivery closures.","w":"An operator or agent runtime owner whose service restarted and left running tasks and pending deliveries in a local ledger.","o":"You see the aggregate changes reconcile would make, apply them only after review, and confirm the ledger is healthy with doctor.","c":"Software and DevOps","r":"MaxHu-xuan/task-state-guard","rt":"Task State Guard","rs":"maxhu-xuan-task-state-guard","u":"/use-cases/maxhu-xuan-task-state-guard/preview-restart-reconciliation-before-applying/","b":true,"f":false,"sc":1.0},{"id":"maxhu-xuan-task-state-guard--record-real-task-and-delivery-outcomes","t":"Record task and delivery closures only from real outcomes","s":"Write terminal task states and delivery states from a Python worker without guessing success.","w":"A developer whose background worker or agent runtime needs a local record of task results and user-facing delivery.","o":"Each task and delivery closes only on confirmed evidence, and repeated identical closes are safely ignored.","c":"Software and DevOps","r":"MaxHu-xuan/task-state-guard","rt":"Task State Guard","rs":"maxhu-xuan-task-state-guard","u":"/use-cases/maxhu-xuan-task-state-guard/record-real-task-and-delivery-outcomes/","b":false,"f":false,"sc":0.9},{"id":"maxhu-xuan-task-state-guard--audit-workflow-ledger-health-with-doctor","t":"Check a workflow ledger's health before trusting its history","s":"Run a counts-only doctor check on a SQLite task ledger and read its exit code.","w":"An operations engineer who needs to decide whether a local workflow ledger is trustworthy after an incident or a restart.","o":"You get a counts-only health result with an exit code of 0 for a healthy ledger and 1 when inconsistencies exist.","c":"Software and DevOps","r":"MaxHu-xuan/task-state-guard","rt":"Task State Guard","rs":"maxhu-xuan-task-state-guard","u":"/use-cases/maxhu-xuan-task-state-guard/audit-workflow-ledger-health-with-doctor/","b":false,"f":false,"sc":0.8},{"id":"maxrave-dev-kotlin-footguns--scan-kotlin-diff-for-footguns","t":"Scan a Kotlin change for known footguns before merge","s":"Run a 32-pattern scanner over the lines your branch adds and review each flagged trap.","w":"A Kotlin developer about to open a pull request who wants a check against known Kotlin and Compose pitfalls.","o":"A list of likely and look hits tied to specific trap files, each one confirmed or dismissed before the branch merges.","c":"Software and DevOps","r":"maxrave-dev/kotlin-footguns","rt":"Kotlin Footguns","rs":"maxrave-dev-kotlin-footguns","u":"/use-cases/maxrave-dev-kotlin-footguns/scan-kotlin-diff-for-footguns/","b":true,"f":false,"sc":1.0},{"id":"maxrave-dev-kotlin-footguns--review-compose-screen-with-trap-skills","t":"Review a Compose screen against UI and state traps","s":"Have an agent check a Compose screen against the visuals, screens and state trap indexes.","w":"A Compose Multiplatform developer building or changing a screen with theming, gradients, navigation or ViewModel state.","o":"An agent-written review that names the specific trap files relevant to the screen and explains each risk found in the code.","c":"Software and DevOps","r":"maxrave-dev/kotlin-footguns","rt":"Kotlin Footguns","rs":"maxrave-dev-kotlin-footguns","u":"/use-cases/maxrave-dev-kotlin-footguns/review-compose-screen-with-trap-skills/","b":false,"f":false,"sc":0.9},{"id":"maxrave-dev-kotlin-footguns--audit-desktop-packaging-and-ci","t":"Audit desktop packaging, signing and CI config","s":"Check a desktop JVM build for packaging, code-signing and CI traps before a release.","w":"A desktop JVM developer shipping a Compose or Kotlin app to Windows, macOS or Linux through CI.","o":"A review of the build and CI files that names the desktop-and-build-footguns traps that apply and the fix each one describes.","c":"Software and DevOps","r":"maxrave-dev/kotlin-footguns","rt":"Kotlin Footguns","rs":"maxrave-dev-kotlin-footguns","u":"/use-cases/maxrave-dev-kotlin-footguns/audit-desktop-packaging-and-ci/","b":false,"f":false,"sc":0.8},{"id":"maxrave-dev-kotlin-footguns--check-room-migration-before-release","t":"Check a Room migration against data-layer traps","s":"Have an agent review schema changes and migration SQL against the data-layer trap index.","w":"An Android or KMP developer changing a Room schema who needs to avoid data loss on app upgrade.","o":"A migration review tied to specific data-layer-footguns trap files, with each risk and its verification step listed.","c":"Software and DevOps","r":"maxrave-dev/kotlin-footguns","rt":"Kotlin Footguns","rs":"maxrave-dev-kotlin-footguns","u":"/use-cases/maxrave-dev-kotlin-footguns/check-room-migration-before-release/","b":false,"f":false,"sc":0.7},{"id":"mediacutlet-pocket-tank--watch-fish-decisions-in-pc-simulator","t":"Watch the fish brain decide in the PC simulator","s":"Run the desktop simulator to see the model's goals and urgencies drive a virtual tank, with no board needed.","w":"A developer or hobbyist with a PC who wants to see how a small on-device language model picks fish behavior before buying hardware.","o":"A running tank on your PC where each fish's state line is answered with a goal and urgency, and you can see fish hesitate when the model is unsure.","c":"Games and hobbies","r":"mediacutlet/pocket-tank","rt":"Pocket Tank","rs":"mediacutlet-pocket-tank","u":"/use-cases/mediacutlet-pocket-tank/watch-fish-decisions-in-pc-simulator/","b":true,"f":false,"sc":1.0},{"id":"mediacutlet-pocket-tank--flash-tank-from-browser","t":"Flash a pocket tank onto a board from a browser","s":"Install the firmware on a supported Waveshare board from the install page, with no toolchain.","w":"A hobbyist who has bought one of the four supported Waveshare boards and wants a working tank without setting up a build environment.","o":"A board running a live tank with the fish brain on the chip, with later updates arriving over Wi-Fi from v0.3.","c":"Games and hobbies","r":"mediacutlet/pocket-tank","rt":"Pocket Tank","rs":"mediacutlet-pocket-tank","u":"/use-cases/mediacutlet-pocket-tank/flash-tank-from-browser/","b":false,"f":false,"sc":0.9},{"id":"mediacutlet-pocket-tank--run-firmware-in-qemu-without-hardware","t":"Test the firmware in QEMU without a board","s":"Run the ESP32-S3 firmware in QEMU to check the tank logic before flashing real hardware.","w":"An embedded developer who wants to test changes to the reflex layer or model code without a physical board on the desk.","o":"A firmware build running inside QEMU that you can check against the README behavior before you touch hardware.","c":"Games and hobbies","r":"mediacutlet/pocket-tank","rt":"Pocket Tank","rs":"mediacutlet-pocket-tank","u":"/use-cases/mediacutlet-pocket-tank/run-firmware-in-qemu-without-hardware/","b":false,"f":false,"sc":0.8},{"id":"memorax-ai-memorax-code--resume-task-with-past-lessons","t":"Resume a coding task with lessons from earlier sessions","s":"Recall verified fixes and failed approaches from past work before a new session starts changing code.","w":"A developer returning to a bug or feature in a repository after days or weeks, when a new agent session has no memory of the earlier attempts.","o":"The agent starts with the small set of saved engineering lessons relevant to the current task and reaches useful investigation sooner.","c":"Software and DevOps","r":"memorax-ai/memorax-code","rt":"Memorax Code","rs":"memorax-ai-memorax-code","u":"/use-cases/memorax-ai-memorax-code/resume-task-with-past-lessons/","b":true,"f":false,"sc":1.0},{"id":"memorax-ai-memorax-code--onboard-repo-with-repo-memory","t":"Onboard to a repository with Repo Memory","s":"Build repository knowledge from recent issues, pull requests, and commits before making changes.","w":"An engineer or agent joining an unfamiliar repository who needs the architecture, module ownership, and recent history before the first task.","o":"The agent builds a Repo Memory record from the latest issues, pull requests, and commits and uses it to suggest where to investigate.","c":"Software and DevOps","r":"memorax-ai/memorax-code","rt":"Memorax Code","rs":"memorax-ai-memorax-code","u":"/use-cases/memorax-ai-memorax-code/onboard-repo-with-repo-memory/","b":false,"f":false,"sc":0.9},{"id":"memorax-ai-memorax-code--carry-preferences-and-procedures","t":"Carry your preferences and procedures into new sessions","s":"Keep your language, tone, and checklist habits available to the agent in every new session.","w":"A developer who wants the agent to explain results the same way and follow the same review steps across projects and sessions.","o":"The agent applies your saved User Profile preferences and reusable Procedure Memory on new tasks without you restating them.","c":"Software and DevOps","r":"memorax-ai/memorax-code","rt":"Memorax Code","rs":"memorax-ai-memorax-code","u":"/use-cases/memorax-ai-memorax-code/carry-preferences-and-procedures/","b":false,"f":false,"sc":0.8},{"id":"memorax-ai-memorax-code--move-setup-to-second-device","t":"Move your MemoraX setup to a second device","s":"Connect a new machine to your MemoraX account by entering the saved username and API key locally.","w":"A developer who uses MemoraX Code on one machine and wants the same memory on a laptop or workstation.","o":"The new device is connected to your account and reports the local integration status without exposing the API key.","c":"Software and DevOps","r":"memorax-ai/memorax-code","rt":"Memorax Code","rs":"memorax-ai-memorax-code","u":"/use-cases/memorax-ai-memorax-code/move-setup-to-second-device/","b":false,"f":false,"sc":0.7},{"id":"memtensor-memt-1-0--run-persistent-memory-chat-locally","t":"Run a chat that remembers facts across turns","s":"Serve MemT-1.0-Nano with SGLang and chat with native memory that is kept after each reply.","w":"An ML engineer with a Linux GPU server who wants to test whether a model can keep user facts in its own memory instead of a long transcript.","o":"A running SGLang server and a Python session where facts from earlier turns, such as a pet's name and age, are answered correctly after the plaintext context is cleared.","c":"Research","r":"MemTensor/MemT-1.0","rt":"MemT 1 0","rs":"memtensor-memt-1-0","u":"/use-cases/memtensor-memt-1-0/run-persistent-memory-chat-locally/","b":true,"f":false,"sc":1.0},{"id":"memtensor-memt-1-0--save-and-restore-memory-snapshot","t":"Save a memory snapshot and resume it in a new session","s":"Store a model's memory state to a file and restore it later without the old chat transcript.","w":"A developer building an assistant that must pick up where a user left off after a restart or a new process.","o":"A snapshot file in the server's state directory that a new session can load, with zero stored messages and the earlier facts still answerable.","c":"Research","r":"MemTensor/MemT-1.0","rt":"MemT 1 0","rs":"memtensor-memt-1-0","u":"/use-cases/memtensor-memt-1-0/save-and-restore-memory-snapshot/","b":false,"f":false,"sc":0.9},{"id":"memtensor-memt-1-0--compare-memory-on-and-off-replies","t":"Compare replies with native memory on and off","s":"Run the same question with memory reading disabled to see what the memory layer changes.","w":"A researcher or evaluator testing a memory model who needs a plain baseline next to memory-enabled answers.","o":"Two answers to the same prompt, one with memory reading on and one with it off, that can be compared side by side.","c":"Research","r":"MemTensor/MemT-1.0","rt":"MemT 1 0","rs":"memtensor-memt-1-0","u":"/use-cases/memtensor-memt-1-0/compare-memory-on-and-off-replies/","b":false,"f":false,"sc":0.8},{"id":"merit-systems-openinstinct--book-errands-through-imessage","t":"Book tickets and run errands by iMessage","s":"Text your assistant a chore and it uses a cloud browser to try to finish it.","w":"A busy person who wants to hand off chores like booking movie tickets or ordering groceries from a phone text thread.","o":"You text a task to your own assistant line and it works through a browser on your behalf while you stay in control.","c":"Life admin","r":"Merit-Systems/OpenInstinct","rt":"Open Instinct","rs":"merit-systems-openinstinct","u":"/use-cases/merit-systems-openinstinct/book-errands-through-imessage/","b":true,"f":false,"sc":1.0},{"id":"merit-systems-openinstinct--sign-in-to-sites-without-exposing-passwords","t":"Let the assistant sign in using a vault","s":"Store site logins in an encrypted vault so autofill keeps passwords out of the model.","w":"A person who wants an agent to log in to websites for them without pasting passwords into chat.","o":"Saved vault secrets are encrypted before storage, and browser autofill fills saved passwords without the model seeing them.","c":"Life admin","r":"Merit-Systems/OpenInstinct","rt":"Open Instinct","rs":"merit-systems-openinstinct","u":"/use-cases/merit-systems-openinstinct/sign-in-to-sites-without-exposing-passwords/","b":false,"f":false,"sc":0.9},{"id":"merit-systems-openinstinct--handle-gmail-calendar-and-contacts","t":"Manage Gmail, Calendar, and Contacts by text","s":"Connect a Google account so the assistant can work with your email, events, and contacts.","w":"A professional who wants to ask an assistant to send email, schedule events, or look up a contact from iMessage.","o":"A user-scoped Google grant lets the assistant read and modify Gmail, manage Calendar, and search read-only Contacts.","c":"Life admin","r":"Merit-Systems/OpenInstinct","rt":"Open Instinct","rs":"merit-systems-openinstinct","u":"/use-cases/merit-systems-openinstinct/handle-gmail-calendar-and-contacts/","b":false,"f":false,"sc":0.8},{"id":"merit-systems-openinstinct--approve-purchases-from-a-link-wallet","t":"Approve purchases from your Link wallet","s":"Connect Stripe Link so the assistant can buy things you approve from your own wallet.","w":"A US or Canadian consumer who wants an assistant to make purchases for them after they approve each one.","o":"Purchases approved through Link are paid from your wallet, with the assistant using the Stripe Link Agent Wallet.","c":"Life admin","r":"Merit-Systems/OpenInstinct","rt":"Open Instinct","rs":"merit-systems-openinstinct","u":"/use-cases/merit-systems-openinstinct/approve-purchases-from-a-link-wallet/","b":false,"f":false,"sc":0.7},{"id":"metaevo-ai-harness-zero--generate-reviewed-agent-trajectories","t":"Generate reviewed agent trajectories for training data","s":"Run a harnessing agent over benchmark tasks and export successful trials as an SFT dataset.","w":"An ML researcher who wants training trajectories for a small student model and has Docker and a model API key ready.","o":"A reviewed rollout directory of trial results and an sft.jsonl file built from trials that met the reward threshold.","c":"Research","r":"metaevo-ai/harness-zero","rt":"Harness Zero","rs":"metaevo-ai-harness-zero","u":"/use-cases/metaevo-ai-harness-zero/generate-reviewed-agent-trajectories/","b":true,"f":false,"sc":1.0},{"id":"metaevo-ai-harness-zero--distill-harness-into-model-weights","t":"Distill a harness into Qwen3.5-9B weights","s":"Fine-tune the base model on reviewed trajectories so it runs well under the minimal harness alone.","w":"An agent engineer who wants a deployable model that keeps the gains of an optimized harness without shipping the harness itself.","o":"A LoRA-tuned Qwen3.5-9B checkpoint trained through the Tinker recipe, ready to run under the minimal mini-SWE-agent-style harness.","c":"Research","r":"metaevo-ai/harness-zero","rt":"Harness Zero","rs":"metaevo-ai-harness-zero","u":"/use-cases/metaevo-ai-harness-zero/distill-harness-into-model-weights/","b":false,"f":false,"sc":0.9},{"id":"metaevo-ai-harness-zero--adapt-harness-bank-to-new-domain","t":"Adapt the harness bank to a new task domain","s":"Use the bundled evolution skills to build student and reference harnesses for another domain.","w":"A researcher who has a new benchmark task set and wants to apply the same harness distillation method.","o":"A new folder in harness_bank with an evolved student-side harness and an adapted reference harness, modeled on the existing domains.","c":"Research","r":"metaevo-ai/harness-zero","rt":"Harness Zero","rs":"metaevo-ai-harness-zero","u":"/use-cases/metaevo-ai-harness-zero/adapt-harness-bank-to-new-domain/","b":false,"f":false,"sc":0.8},{"id":"metaevo-ai-harness-zero--reproduce-appworld-evaluation","t":"Reproduce the AppWorld evaluation with the dedicated setup","s":"Run AppWorld rollouts through the included mini-SWE-agent and environment to match the reported setup.","w":"A benchmark researcher who needs to check AppWorld results against the paper's test_normal split.","o":"AppWorld rollouts that use the dedicated envs/appworld agent and environment, with SGC scores on the 168 test tasks.","c":"Research","r":"metaevo-ai/harness-zero","rt":"Harness Zero","rs":"metaevo-ai-harness-zero","u":"/use-cases/metaevo-ai-harness-zero/reproduce-appworld-evaluation/","b":false,"f":false,"sc":0.7},{"id":"michael-jiahao-zhang-game-the-llm-reviewer--final-pass-on-finished-manuscript","t":"Run a meaning-preserving final pass on a finished paper","s":"Have an agent make small wording edits to a draft and log every change for review.","w":"A researcher with a finished manuscript who wants a last editing pass before submitting to a venue.","o":"A revised copy of the manuscript plus a change note that lists each rhetorical edit, the strategy used, and what meaning was held fixed.","c":"Research","r":"Michael-Jiahao-Zhang/game-the-llm-reviewer","rt":"Game the LLM Reviewer","rs":"michael-jiahao-zhang-game-the-llm-reviewer","u":"/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/final-pass-on-finished-manuscript/","b":true,"f":false,"sc":1.0},{"id":"michael-jiahao-zhang-game-the-llm-reviewer--rewrite-abstract-under-200-words","t":"Tighten an abstract to 200 words without losing results","s":"Get replacement abstract prose and a short change note from one prompt.","w":"An author whose abstract is over the venue word limit and who needs cuts that keep both positive and negative results.","o":"Replacement abstract prose under 200 words, with a short change note tied to the original text.","c":"Research","r":"Michael-Jiahao-Zhang/game-the-llm-reviewer","rt":"Game the LLM Reviewer","rs":"michael-jiahao-zhang-game-the-llm-reviewer","u":"/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/rewrite-abstract-under-200-words/","b":false,"f":false,"sc":0.9},{"id":"michael-jiahao-zhang-game-the-llm-reviewer--adjust-theory-paper-stance","t":"Tune a theory paper's stance, keep theorems and assumptions","s":"Adjust contribution wording in a theory paper while leaving formal statements unchanged.","w":"A theory researcher whose paper has theorems, assumptions, and bounds that must stay exactly as written.","o":"A revised theory paper with adjusted contribution stance and a change note confirming theorem assumptions and quantifiers are untouched.","c":"Research","r":"Michael-Jiahao-Zhang/game-the-llm-reviewer","rt":"Game the LLM Reviewer","rs":"michael-jiahao-zhang-game-the-llm-reviewer","u":"/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/adjust-theory-paper-stance/","b":false,"f":false,"sc":0.8},{"id":"michael-jiahao-zhang-game-the-llm-reviewer--run-after-another-writing-skill","t":"Add this as the last pass after another writing skill","s":"Chain the skill after a drafting tool, reusing an existing claim-evidence map.","w":"A researcher who drafted or polished a paper with another writing skill or pipeline and needs a final check.","o":"A final manuscript where only small wording changes were made, checked against the existing claim-evidence map and logged in a change note.","c":"Research","r":"Michael-Jiahao-Zhang/game-the-llm-reviewer","rt":"Game the LLM Reviewer","rs":"michael-jiahao-zhang-game-the-llm-reviewer","u":"/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/run-after-another-writing-skill/","b":false,"f":false,"sc":0.7},{"id":"michaelswissa-jevry--compare-sources-with-citations","t":"Compare two web pages and cite each claim","s":"Ask Jevry to read two or more pages and return a comparison with citations to the pages it read.","w":"A researcher or analyst who must compare policies, terms, or specs across several sites and needs cited answers quickly.","o":"A comparison answer with citations to the source pages, which you can check against the visible browser tabs.","c":"Research","r":"michaelswissa/jevry","rt":"Jevry","rs":"michaelswissa-jevry","u":"/use-cases/michaelswissa-jevry/compare-sources-with-citations/","b":true,"f":false,"sc":1.0},{"id":"michaelswissa-jevry--find-library-getting-started-guide","t":"Find a library's getting-started guide in docs","s":"Point Jevry at a project's public documentation site and have it navigate to the getting-started page.","w":"A developer evaluating an unfamiliar library who wants the setup guide without clicking through a documentation site by hand.","o":"The browser lands on the getting-started guide, with each action visible in the action feed.","c":"Research","r":"michaelswissa/jevry","rt":"Jevry","rs":"michaelswissa-jevry","u":"/use-cases/michaelswissa-jevry/find-library-getting-started-guide/","b":false,"f":false,"sc":0.9},{"id":"michaelswissa-jevry--collect-matching-catalog-records","t":"Collect records that match filters in a web table","s":"Have Jevry apply filters to a catalog or admin table and report the matching records it found.","w":"An operations person who must pull a list of matching records from a web admin or catalog page each week.","o":"A list of matching records from the table, with the caveat that you must confirm every page was covered.","c":"Research","r":"michaelswissa/jevry","rt":"Jevry","rs":"michaelswissa-jevry","u":"/use-cases/michaelswissa-jevry/collect-matching-catalog-records/","b":false,"f":false,"sc":0.8},{"id":"michaelswissa-jevry--play-numeric-puzzle-game","t":"Have Jevry play and win a 2048 game","s":"Ask Jevry to play a supported numeric puzzle game in the browser and report the final board state.","w":"A hobbyist who wants to watch an agent play a browser game and check its moves on screen.","o":"The game reaches a winning tile, with the score and move count reported from the visible page.","c":"Research","r":"michaelswissa/jevry","rt":"Jevry","rs":"michaelswissa-jevry","u":"/use-cases/michaelswissa-jevry/play-numeric-puzzle-game/","b":false,"f":false,"sc":0.7},{"id":"microsoft-skill-recorder--record-repeated-task-into-skill","t":"Turn one recorded task into a reusable Skill","s":"Record a task once, analyze it with Copilot, and generate a SKILL.md an agent can run.","w":"An office worker or analyst who submits the same forms, reports, or web tasks every week and wants an agent to handle the next one.","o":"A SKILL.md procedure that generalizes from your single recording, such as submitting one form and applying the same steps to all of them.","c":"Work and operations","r":"microsoft/skill-recorder","rt":"Skill Recorder","rs":"microsoft-skill-recorder","u":"/use-cases/microsoft-skill-recorder/record-repeated-task-into-skill/","b":true,"f":false,"sc":1.0},{"id":"microsoft-skill-recorder--turn-recorded-task-into-automation","t":"Schedule a recorded task as a recurring Automation","s":"Turn an approved analysis into an Automation that runs the same procedure on a schedule or trigger.","w":"A team member who needs the same report pulled, checked, or filed on a regular cadence and does not want to repeat it by hand.","o":"An Automation built from your approved steps that runs the same procedure on a schedule or trigger.","c":"Work and operations","r":"microsoft/skill-recorder","rt":"Skill Recorder","rs":"microsoft-skill-recorder","u":"/use-cases/microsoft-skill-recorder/turn-recorded-task-into-automation/","b":false,"f":false,"sc":0.9},{"id":"microsoft-skill-recorder--capture-terminal-workflow-as-skill","t":"Capture a terminal workflow as a Skill with native tools","s":"Record commands run in the app's recorded terminal and turn them into a Skill that uses native tools.","w":"A developer or DevOps engineer who runs the same command sequence in a terminal and wants an agent to repeat it.","o":"A Skill that uses native tools such as the gh CLI where possible, built from the commands and output you recorded.","c":"Work and operations","r":"microsoft/skill-recorder","rt":"Skill Recorder","rs":"microsoft-skill-recorder","u":"/use-cases/microsoft-skill-recorder/capture-terminal-workflow-as-skill/","b":false,"f":false,"sc":0.8},{"id":"microsoft-skill-recorder--run-eval-suite-on-skill-builder","t":"Score the describer and builder with the eval suite","s":"Run the fixture-based evals to check how well a Skill generalizes from one recording.","w":"A developer changing Skill Recorder's prompts or builder who needs to check that generalization did not regress.","o":"Scores for the describer, terminal use, and builder generalization against synthetic recordings.","c":"Work and operations","r":"microsoft/skill-recorder","rt":"Skill Recorder","rs":"microsoft-skill-recorder","u":"/use-cases/microsoft-skill-recorder/run-eval-suite-on-skill-builder/","b":false,"f":false,"sc":0.7},{"id":"midudev-better-claude--split-changes-into-conventional-commits","t":"Split your changes into clean Conventional Commits","s":"Use /commit to group pending edits into Conventional Commits and push, commit only, or branch.","w":"A developer with a messy working tree of several unrelated edits who wants clear commit history without writing each message by hand.","o":"Your pending changes are split into Conventional Commits, and you choose whether to push, commit only, or create a new branch.","c":"Software and DevOps","r":"midudev/better-claude","rt":"Better Claude","rs":"midudev-better-claude","u":"/use-cases/midudev-better-claude/split-changes-into-conventional-commits/","b":true,"f":false,"sc":1.0},{"id":"midudev-better-claude--hear-claude-summarize-each-turn","t":"Hear what Claude did after each turn","s":"Turn on Narrator to have Claude speak a summary of each turn in your language.","w":"A developer who wants to keep an eye on long Claude Code runs without staring at the screen, for example while doing something else in the room.","o":"After each turn Claude speaks a summary of what it did, using the best free voice your system has.","c":"Software and DevOps","r":"midudev/better-claude","rt":"Better Claude","rs":"midudev-better-claude","u":"/use-cases/midudev-better-claude/hear-claude-summarize-each-turn/","b":false,"f":false,"sc":0.9},{"id":"midudev-better-claude--track-subscription-usage-windows","t":"Watch your 5-hour and weekly usage at a glance","s":"Install Sub Meter to see subscription usage bars in the bottom right of Claude Code.","w":"A Claude subscriber who runs heavy sessions and wants to know how much of the 5-hour and weekly windows is left before work stops.","o":"You see the 5-hour and weekly usage windows as bars in the bottom right of Claude Code.","c":"Software and DevOps","r":"midudev/better-claude","rt":"Better Claude","rs":"midudev-better-claude","u":"/use-cases/midudev-better-claude/track-subscription-usage-windows/","b":false,"f":false,"sc":0.8},{"id":"midudev-better-claude--check-which-screenshot-a-prompt-used","t":"Check which pasted screenshot a prompt refers to","s":"Hover a pasted [Image #N] tag to see the picture while you write or review prompts.","w":"A developer who pastes several screenshots into one Claude Code prompt and needs to confirm which image each reference points to.","o":"Hovering a pasted [Image #N] shows the picture, both while writing and on prompts you already sent.","c":"Software and DevOps","r":"midudev/better-claude","rt":"Better Claude","rs":"midudev-better-claude","u":"/use-cases/midudev-better-claude/check-which-screenshot-a-prompt-used/","b":false,"f":false,"sc":0.7},{"id":"mihirgupta0900-tv-home--debloat-slow-android-tv-over-wifi","t":"Debloat a slow Android TV over Wi-Fi","s":"Disable the manufacturer's ads, telemetry and bloat apps on your TV from your laptop, with a restore script.","w":"A TV owner whose Android or Google TV has slowed down and shows ads, and who wants to clean it without a factory reset.","o":"Bloat apps are disabled rather than uninstalled, the home screen uses less memory, and every change can be undone with the restore script.","c":"Software and DevOps","r":"mihirgupta0900/tv-home","rt":"TV Home","rs":"mihirgupta0900-tv-home","u":"/use-cases/mihirgupta0900-tv-home/debloat-slow-android-tv-over-wifi/","b":true,"f":false,"sc":1.0},{"id":"mihirgupta0900-tv-home--install-apple-tv-style-home-screen","t":"Install a fast Apple TV-style home screen","s":"Build and install the TV Home launcher with a dock of your favourite apps and rotating nature wallpapers.","w":"A TV owner who wants a clean, fast home screen with their favourite apps in a dock and no ads on the front page.","o":"The TV shows a minimal home screen with a clock, a dock of chosen apps, a grid of all other apps and wallpapers that change every 10 minutes.","c":"Software and DevOps","r":"mihirgupta0900/tv-home","rt":"TV Home","rs":"mihirgupta0900-tv-home","u":"/use-cases/mihirgupta0900-tv-home/install-apple-tv-style-home-screen/","b":false,"f":false,"sc":0.9},{"id":"mihirgupta0900-tv-home--type-wifi-passwords-on-tv-from-laptop","t":"Type text into the TV from your laptop","s":"Use your laptop keyboard to fill in on-screen keyboard fields on the TV, including hidden passwords.","w":"A TV owner setting up sign-ins or Wi-Fi on a TV where typing with the remote is slow and painful.","o":"The text is typed into the TV's on-screen keyboard from the laptop, and passwords are entered without being echoed on screen.","c":"Software and DevOps","r":"mihirgupta0900/tv-home","rt":"TV Home","rs":"mihirgupta0900-tv-home","u":"/use-cases/mihirgupta0900-tv-home/type-wifi-passwords-on-tv-from-laptop/","b":false,"f":false,"sc":0.8},{"id":"mihirgupta0900-tv-home--set-up-tv-with-claude-code-one-prompt","t":"Set up and debloat a TV with one Claude Code prompt","s":"Let Claude Code find your TV, debloat it, build the home screen and write a restore script from one prompt.","w":"A non-expert TV owner who already uses Claude Code and wants the whole cleanup done with a single instruction.","o":"Claude Code connects over ADB, asks which apps to keep, disables bloat reversibly, installs the launcher and creates a restore script, checking each step with TV screenshots.","c":"Software and DevOps","r":"mihirgupta0900/tv-home","rt":"TV Home","rs":"mihirgupta0900-tv-home","u":"/use-cases/mihirgupta0900-tv-home/set-up-tv-with-claude-code-one-prompt/","b":false,"f":false,"sc":0.7},{"id":"mikamikasuki-forest--run-full-research-project-in-web-workspace","t":"Run a research project from question to draft paper","s":"Start a FOREST project in the browser and let it move from research goal to experiments and manuscript.","w":"A researcher with an early question who wants a guided, visual workspace for planning and running experiments with a set budget.","o":"A project with a research goal, a budget, an editable research graph, and saved runs, logs, metrics, and artifacts that you can inspect and redirect.","c":"Research","r":"mikamikasuki/forest","rt":"Forest","rs":"mikamikasuki-forest","u":"/use-cases/mikamikasuki-forest/run-full-research-project-in-web-workspace/","b":true,"f":false,"sc":1.0},{"id":"mikamikasuki-forest--drive-research-project-headless-from-cli","t":"Run a research project from the terminal without the Web build","s":"Use the FOREST CLI and API service to create and monitor a research project on a server or in scripts.","w":"An engineer or lab member working on a remote machine who wants to manage research projects from the command line or from an automated script.","o":"A running headless FOREST service with a project initialized from the CLI and a status report showing its current state.","c":"Research","r":"mikamikasuki/forest","rt":"Forest","rs":"mikamikasuki-forest","u":"/use-cases/mikamikasuki-forest/drive-research-project-headless-from-cli/","b":false,"f":false,"sc":0.9},{"id":"mikamikasuki-forest--run-experiments-from-public-github-repository","t":"Clone a public GitHub repo and inspect its run diagnostics","s":"Bring a public GitHub codebase into a FOREST project and check the source commit and run diagnostics.","w":"A researcher whose experiments depend on an existing public GitHub codebase and who needs a traceable source commit for each run.","o":"A repository input in the selected project with a run ID, its recorded source commit, and execution diagnostics.","c":"Research","r":"mikamikasuki/forest","rt":"Forest","rs":"mikamikasuki-forest","u":"/use-cases/mikamikasuki-forest/run-experiments-from-public-github-repository/","b":false,"f":false,"sc":0.8},{"id":"mikamikasuki-forest--audit-paired-statistics-input-bytes","t":"Verify the exact CSV bytes behind a paired statistics run","s":"Retrieve the retained input file and provenance record for a paired statistics analysis in FOREST.","w":"A reviewer or lab member who must confirm which exact data file produced a reported paired statistic.","o":"The retained input file, its SHA-256 and size from the run metrics, and a confirmed link between the analysis and the input.","c":"Research","r":"mikamikasuki/forest","rt":"Forest","rs":"mikamikasuki-forest","u":"/use-cases/mikamikasuki-forest/audit-paired-statistics-input-bytes/","b":false,"f":false,"sc":0.7},{"id":"mikehasa-agentacct--see-what-coding-agents-did-and-cost","t":"See what your coding agents did and what it cost","s":"Install Agentacct once and review recent agent tasks, tool calls, tokens, and estimated cost on your machine.","w":"A developer who runs several coding agents across projects and wants to know what they worked on last week and roughly what it cost.","o":"A local dashboard and terminal app listing recent tasks with their receipts, steps, checks, tokens, and cost estimates, with nothing sent off the machine.","c":"Software and DevOps","r":"mikehasa/agentacct","rt":"Agentacct","rs":"mikehasa-agentacct","u":"/use-cases/mikehasa-agentacct/see-what-coding-agents-did-and-cost/","b":true,"f":false,"sc":1.0},{"id":"mikehasa-agentacct--check-whether-an-agent-done-claim-holds","t":"Check whether an agent's 'done' claim is verified","s":"Open a task receipt and separate the agent's own Reported result from checks that passed after the last change.","w":"A developer who has been told an agent finished a change and wants to confirm it before merging or reviewing the diff.","o":"A clear view of whether the result is only Reported or Verified, with the timeline of attempts, checks, and any earlier failures still visible.","c":"Software and DevOps","r":"mikehasa/agentacct","rt":"Agentacct","rs":"mikehasa-agentacct","u":"/use-cases/mikehasa-agentacct/check-whether-an-agent-done-claim-holds/","b":false,"f":false,"sc":0.9},{"id":"mikehasa-agentacct--review-token-usage-and-cost-by-agent-and-model","t":"Review token use and cost by agent and model","s":"Filter usage by date, agent, model, or provider to see where tokens and estimated spend went.","w":"A developer or team lead who pays for coding-agent usage and wants to compare agents and models over a set period.","o":"A usage page that totals tokens and estimated cost by agent and model for a chosen range, with cache tokens shown separately and estimates labeled.","c":"Software and DevOps","r":"mikehasa/agentacct","rt":"Agentacct","rs":"mikehasa-agentacct","u":"/use-cases/mikehasa-agentacct/review-token-usage-and-cost-by-agent-and-model/","b":false,"f":false,"sc":0.8},{"id":"mikehasa-agentacct--follow-one-project-across-every-agent","t":"Follow one project folder across every agent","s":"Point a work group at a project folder to see which agents worked there and in what order.","w":"A developer who switches between several coding agents on the same repository and loses track of which one changed what.","o":"A folder-anchored Work group with its sessions drawn on one cross-agent timeline, where you can open and scrub each session.","c":"Software and DevOps","r":"mikehasa/agentacct","rt":"Agentacct","rs":"mikehasa-agentacct","u":"/use-cases/mikehasa-agentacct/follow-one-project-across-every-agent/","b":false,"f":false,"sc":0.7},{"id":"mikehasa-golive-skill--take-agent-app-live-on-own-accounts","t":"Take an agent-built app live on your own accounts","s":"Detect what the app needs, approve a plan, and deploy it to your Vercel and Supabase accounts.","w":"A developer whose coding agent has finished an app repo and who needs it on real hosting and a database without setting up each service by hand.","o":"The app runs on hosting and a database in the user's own accounts, with a recorded plan the user approved and a verification report of what works.","c":"Software and DevOps","r":"mikehasa/golive-skill","rt":"Golive Skill","rs":"mikehasa-golive-skill","u":"/use-cases/mikehasa-golive-skill/take-agent-app-live-on-own-accounts/","b":true,"f":false,"sc":1.0},{"id":"mikehasa-golive-skill--hand-over-or-tear-down-test-launch","t":"Tear down a test launch and list what remains","s":"Remove the resources golive created, then get a handoff for anything it cannot delete.","w":"A developer who finished a test run with disposable provider resources and does not want leftover hosting, databases or DNS records billing them.","o":"Resources golive can prove it created are removed, and a clear list names each leftover with steps to remove it by hand.","c":"Software and DevOps","r":"mikehasa/golive-skill","rt":"Golive Skill","rs":"mikehasa-golive-skill","u":"/use-cases/mikehasa-golive-skill/hand-over-or-tear-down-test-launch/","b":false,"f":false,"sc":0.9},{"id":"mikehasa-golive-skill--connect-custom-domain-and-transactional-email","t":"Connect a custom domain and transactional email","s":"Point a domain you own at the live app and set up sending through Resend.","w":"A founder whose app already runs on a test URL and who needs a real domain and email that the user's own DNS provider controls.","o":"The domain resolves to the live app, transactional email is sent through Resend, and the agent reports what was changed and what still needs a human.","c":"Software and DevOps","r":"mikehasa/golive-skill","rt":"Golive Skill","rs":"mikehasa-golive-skill","u":"/use-cases/mikehasa-golive-skill/connect-custom-domain-and-transactional-email/","b":false,"f":false,"sc":0.8},{"id":"mikehasa-golive-skill--install-golive-into-openclaw-workspace","t":"Install GoLive into an OpenClaw workspace","s":"Add the skill to a project's skills folder through ClawHub and keep it updated there.","w":"An OpenClaw user who keeps projects in a workspace and wants GoLive managed by the ClawHub registry.","o":"The golive skill sits in the workspace's skills folder, recorded in the ClawHub lock file, and later updates come from ClawHub.","c":"Software and DevOps","r":"mikehasa/golive-skill","rt":"Golive Skill","rs":"mikehasa-golive-skill","u":"/use-cases/mikehasa-golive-skill/install-golive-into-openclaw-workspace/","b":false,"f":false,"sc":0.7},{"id":"milind-soni-openmausbot--install-bot-team-from-markdown","t":"Install a complete bot team from one Markdown file","s":"Import a team playbook, review it, and get bots, channels and paused routines in one pass.","w":"A founder or ops lead who needs a ready-made agent team for a recurring job, such as weekly reporting, without building each bot by hand.","o":"A reviewed team of bots and channels running in the app, with connections off and routines paused until you approve them.","c":"Work and operations","r":"milind-soni/OpenMausBot","rt":"Open Maus Bot","rs":"milind-soni-openmausbot","u":"/use-cases/milind-soni-openmausbot/install-bot-team-from-markdown/","b":true,"f":false,"sc":1.0},{"id":"milind-soni-openmausbot--share-configured-team-with-colleague","t":"Share a configured bot team as one file","s":"Save a working team as one file a colleague can import without your chat history or keys.","w":"A person who has built a working bot setup and wants a teammate to start from the same bots, channels and instructions.","o":"A team file that the colleague imports as new bots on Ask, with skills switched off and routines paused.","c":"Work and operations","r":"milind-soni/OpenMausBot","rt":"Open Maus Bot","rs":"milind-soni-openmausbot","u":"/use-cases/milind-soni-openmausbot/share-configured-team-with-colleague/","b":false,"f":false,"sc":0.9},{"id":"milind-soni-openmausbot--approve-bot-actions-on-your-mac","t":"Let a bot work on your Mac with approval on each step","s":"Point a bot at your own computer and approve or deny each risky action as an inline card.","w":"A solo operator on macOS or Ubuntu Xorg who wants a bot to handle a local task while they watch and decide on each sensitive step.","o":"A local task completed by a bot where every shell command, file edit and question appeared as a card you chose to allow or deny.","c":"Work and operations","r":"milind-soni/OpenMausBot","rt":"Open Maus Bot","rs":"milind-soni-openmausbot","u":"/use-cases/milind-soni-openmausbot/approve-bot-actions-on-your-mac/","b":false,"f":false,"sc":0.8},{"id":"milind-soni-openmausbot--hear-bot-replies-read-aloud","t":"Hear overnight bot results read aloud","s":"Turn on spoken replies so a bot reads its answers as they land, using a voice you pick.","w":"A busy operator who runs bots overnight or while away from the screen and wants to hear the results.","o":"Each bot reads its replies aloud with its own voice, and you can call a bot to ask about its work.","c":"Work and operations","r":"milind-soni/OpenMausBot","rt":"Open Maus Bot","rs":"milind-soni-openmausbot","u":"/use-cases/milind-soni-openmausbot/hear-bot-replies-read-aloud/","b":false,"f":false,"sc":0.7},{"id":"minimax-ai-openagentcore--run-coding-agent-sessions-via-openai-sdk","t":"Run a coding agent Session through the OpenAI SDK","s":"Install Core and Web, then start a Codex Session from Python using the OpenAI SDK.","w":"A developer who wants to call a coding agent from an application and keep the runtime on their own infrastructure.","o":"A self-hosted Core installation that returns a Session ID from an OpenAI SDK call, with the agent able to create files in /workspace.","c":"Software and DevOps","r":"MiniMax-AI/OpenAgentCore","rt":"Open Agent Core","rs":"minimax-ai-openagentcore","u":"/use-cases/minimax-ai-openagentcore/run-coding-agent-sessions-via-openai-sdk/","b":true,"f":false,"sc":1.0},{"id":"minimax-ai-openagentcore--point-existing-openai-app-at-self-hosted-core","t":"Point an existing OpenAI SDK app at self-hosted Core","s":"Change the base URL and key so an OpenAI SDK app runs agent Sessions on your own Core.","w":"An engineer with an application already built on the OpenAI SDK who needs to move the backend to infrastructure they control.","o":"The same SDK code sends agent Sessions to your Core installation, with no change to the request shape.","c":"Software and DevOps","r":"MiniMax-AI/OpenAgentCore","rt":"Open Agent Core","rs":"minimax-ai-openagentcore","u":"/use-cases/minimax-ai-openagentcore/point-existing-openai-app-at-self-hosted-core/","b":false,"f":false,"sc":0.9},{"id":"minimax-ai-openagentcore--run-agent-sessions-on-own-machine","t":"Run agent Sessions on your own Linux, macOS or Windows machine","s":"Add a personal machine as sandbox capacity so Sessions run on hardware you own.","w":"A developer or operator who wants agent work to run on a machine they control instead of a hosted sandbox.","o":"Sessions that execute on your own machine, configured through Web as sandbox capacity.","c":"Software and DevOps","r":"MiniMax-AI/OpenAgentCore","rt":"Open Agent Core","rs":"minimax-ai-openagentcore","u":"/use-cases/minimax-ai-openagentcore/run-agent-sessions-on-own-machine/","b":false,"f":false,"sc":0.8},{"id":"miqdadbadjuber-anti-slop--build-landing-page-without-ai-slop","t":"Build a landing page free of generic AI UI","s":"Install antislop and have an agent build a UI with no invented numbers or filler decoration.","w":"A solo founder or developer using an AI coding agent to build a marketing page who wants it to look intentional, not like default AI output.","o":"A UI built under 38 mandatory rules, with a Delivery Gate PASS/FAIL report, and with direction supplied by your own DESIGN.md.","c":"Software and DevOps","r":"miqdadbadjuber/anti-slop","rt":"Anti Slop","rs":"miqdadbadjuber-anti-slop","u":"/use-cases/miqdadbadjuber-anti-slop/build-landing-page-without-ai-slop/","b":true,"f":false,"sc":1.0},{"id":"miqdadbadjuber-anti-slop--clean-marketing-copy-of-filler-and-fake-stats","t":"Remove filler and fake stats from marketing copy","s":"Run one prompt through the copywriting rules to get clear, honest text.","w":"A marketer or founder who has an AI draft of a homepage, email, or product description with vague claims and invented numbers.","o":"Copy that avoids fake stats and generic AI phrasing, checked against the copywriting rules, with a Delivery Gate report.","c":"Software and DevOps","r":"miqdadbadjuber/anti-slop","rt":"Anti Slop","rs":"miqdadbadjuber-anti-slop","u":"/use-cases/miqdadbadjuber-anti-slop/clean-marketing-copy-of-filler-and-fake-stats/","b":false,"f":false,"sc":0.9},{"id":"miqdadbadjuber-anti-slop--audit-existing-code-comments-for-ai-slop","t":"Audit existing code and remove AI-slop comments","s":"Run antislop in After mode to get a numbered list of comment fixes you approve.","w":"A developer who inherited a codebase full of comments written by an AI agent and wants to remove the noise.","o":"A numbered findings list of comments to remove or keep, the fixes you approve, and a follow-up Delivery Gate report.","c":"Software and DevOps","r":"miqdadbadjuber/anti-slop","rt":"Anti Slop","rs":"miqdadbadjuber-anti-slop","u":"/use-cases/miqdadbadjuber-anti-slop/audit-existing-code-comments-for-ai-slop/","b":false,"f":false,"sc":0.8},{"id":"miqdadbadjuber-anti-slop--check-ui-for-contrast-focus-and-mobile-reflow","t":"Check a UI for contrast, focus, and mobile layout","s":"Use the accessibility and responsive skills to review a UI before release.","w":"A developer preparing a UI for release who needs a check on contrast, keyboard focus, and layout across screen widths.","o":"A PASS/FAIL report covering contrast, keyboard focus, states, reflow, breakpoints, and tap targets.","c":"Software and DevOps","r":"miqdadbadjuber/anti-slop","rt":"Anti Slop","rs":"miqdadbadjuber-anti-slop","u":"/use-cases/miqdadbadjuber-anti-slop/check-ui-for-contrast-focus-and-mobile-reflow/","b":false,"f":false,"sc":0.7},{"id":"mirros-lab-agentgarten--render-validation-clips-from-checkpoint","t":"Render comparison videos from a renderer checkpoint","s":"Check a renderer checkpoint visually by writing validation videos without training.","w":"An ML researcher who has a renderer checkpoint and needs to judge its visual quality before deciding what to do next.","o":"Depth, normal, ground truth, and sample comparison videos written under samples/ for visual review.","c":"Research","r":"MirroS-Lab/AgentGarten","rt":"Agent Garten","rs":"mirros-lab-agentgarten","u":"/use-cases/mirros-lab-agentgarten/render-validation-clips-from-checkpoint/","b":true,"f":false,"sc":1.0},{"id":"mirros-lab-agentgarten--stream-renderer-blocks-with-kv-cache","t":"Generate renderer video block by block with streaming","s":"Run the renderer one block at a time with a bounded KV cache for step-by-step generation.","w":"A developer building an interactive pipeline who needs the renderer's next block to depend on what was just generated.","o":"A rendered sequence produced block by block, with each block committed to a bounded KV cache before the next one starts.","c":"Research","r":"MirroS-Lab/AgentGarten","rt":"Agent Garten","rs":"mirros-lab-agentgarten","u":"/use-cases/mirros-lab-agentgarten/stream-renderer-blocks-with-kv-cache/","b":false,"f":false,"sc":0.9},{"id":"mirros-lab-agentgarten--train-renderer-on-own-clip-dataset","t":"Train the renderer on your own depth and normal clips","s":"Fine-tune the neural renderer on your own clips listed in a JSONL manifest.","w":"A research team with its own video clips and matching depth and normal data who wants a renderer adapted to that domain.","o":"A renderer training run on your manifest, with output written under the configured output root.","c":"Research","r":"MirroS-Lab/AgentGarten","rt":"Agent Garten","rs":"mirros-lab-agentgarten","u":"/use-cases/mirros-lab-agentgarten/train-renderer-on-own-clip-dataset/","b":false,"f":false,"sc":0.8},{"id":"mirros-lab-agentgarten--speed-up-rgb-preview-with-taehv-decoder","t":"Decode renderer RGB preview faster with TAEHV","s":"Attach the TAEHV decoder to speed up RGB output while encoding stays on the Wan encoder.","w":"A researcher who reviews many renderer previews and finds RGB decoding slows each review cycle.","o":"Faster RGB decoding for previews, with encoding unchanged on the Wan encoder.","c":"Research","r":"MirroS-Lab/AgentGarten","rt":"Agent Garten","rs":"mirros-lab-agentgarten","u":"/use-cases/mirros-lab-agentgarten/speed-up-rgb-preview-with-taehv-decoder/","b":false,"f":false,"sc":0.7},{"id":"mirros-lab-code-as-world--evaluate-code-as-world-on-quantiphy","t":"Score Code as World checkpoints on QuantiPhy validation","s":"Run the released 4B or 9B model on QuantiPhy videos and get metrics from the official evaluator.","w":"A researcher or ML engineer comparing physical reasoning models who needs reproducible QuantiPhy numbers for Code as World on a CUDA machine.","o":"A prediction CSV, a metric summary, and raw generations in outputs/quantiphy/, plus official metrics in outputs/quantiphy_metrics.","c":"Research","r":"MirroS-Lab/Code-as-World","rt":"Code as World","rs":"mirros-lab-code-as-world","u":"/use-cases/mirros-lab-code-as-world/evaluate-code-as-world-on-quantiphy/","b":true,"f":false,"sc":1.0},{"id":"mirros-lab-code-as-world--serve-code-as-world-via-openai-api","t":"Serve a Code as World model behind an OpenAI-style API","s":"Expose the 4B or 9B checkpoint through vLLM so other tools can send video requests to it.","w":"A developer building an app or agent workflow that needs a physical reasoning model reachable through a standard chat API on their own GPU.","o":"A running vLLM server that hosts code-as-world-4b (or code-as-world-9b) through the OpenAI-compatible API.","c":"Research","r":"MirroS-Lab/Code-as-World","rt":"Code as World","rs":"mirros-lab-code-as-world","u":"/use-cases/mirros-lab-code-as-world/serve-code-as-world-via-openai-api/","b":false,"f":false,"sc":0.9},{"id":"mirros-lab-code-as-world--run-ballistic-soccer-physics-simulation","t":"Run the bundled ballistic soccer MuJoCo simulation","s":"Render a soccer-kick trajectory from the video-driven abstraction example in a few commands.","w":"A student or robotics or physics hobbyist who wants to see how Code as World turns a physical scene into an executable simulation.","o":"A rendered video and trajectory file written to outputs/simulations/, or only the trajectory if you skip rendering.","c":"Research","r":"MirroS-Lab/Code-as-World","rt":"Code as World","rs":"mirros-lab-code-as-world","u":"/use-cases/mirros-lab-code-as-world/run-ballistic-soccer-physics-simulation/","b":false,"f":false,"sc":0.8},{"id":"mirros-lab-harnesseval-w--score-world-model-videos-with-evidence-trees","t":"Score a world model's generated videos with evidence trees","s":"Run the HarnessEval pipeline on a model's generated results and get scores backed by a saved reasoning trail.","w":"A world model researcher who has generated rollout videos from a model and needs a scored, explainable result for each case.","o":"A run folder with summary.json, leaderboard files, and per-case artifacts that show the questions, answers, and scores behind each verdict.","c":"Research","r":"MirroS-Lab/HarnessEval-W","rt":"Harness Eval W","rs":"mirros-lab-harnesseval-w","u":"/use-cases/mirros-lab-harnesseval-w/score-world-model-videos-with-evidence-trees/","b":true,"f":false,"sc":1.0},{"id":"mirros-lab-harnesseval-w--check-finished-run-before-sharing-scores","t":"Check a finished run for missing scores before sharing","s":"Verify that an evaluation run has every expected score before you publish a leaderboard row or report.","w":"A benchmark maintainer or lab member who is about to share results and needs confirmation that no case was skipped or failed.","o":"A clear pass or fail from the verify step, with the summary and leaderboard files confirmed before anyone shares them.","c":"Research","r":"MirroS-Lab/HarnessEval-W","rt":"Harness Eval W","rs":"mirros-lab-harnesseval-w","u":"/use-cases/mirros-lab-harnesseval-w/check-finished-run-before-sharing-scores/","b":false,"f":false,"sc":0.9},{"id":"mirros-lab-harnesseval-w--run-bundled-demo-to-test-setup","t":"Run the bundled demo to test the setup end to end","s":"Use the included example results to confirm the install works before you bring your own model outputs.","w":"A new user who has just installed Harness Eval W and wants proof the pipeline runs before using their own data.","o":"A completed demo run with scores in run/harnesseval/models/seedance-2.0-standard/evaluation and a successful verify step.","c":"Research","r":"MirroS-Lab/HarnessEval-W","rt":"Harness Eval W","rs":"mirros-lab-harnesseval-w","u":"/use-cases/mirros-lab-harnesseval-w/run-bundled-demo-to-test-setup/","b":false,"f":false,"sc":0.8},{"id":"mirros-lab-harnesseval-w--submit-new-case-or-skill-to-benchmark","t":"Submit a new case or skill to the benchmark","s":"Draft a new world, action, or probe case, or a new evaluation skill, in the existing benchmark format for submission.","w":"A researcher who has found a physics or causality failure the public set does not test and wants to contribute it.","o":"A submission draft in the existing benchmark format, sent through the contribution page.","c":"Research","r":"MirroS-Lab/HarnessEval-W","rt":"Harness Eval W","rs":"mirros-lab-harnesseval-w","u":"/use-cases/mirros-lab-harnesseval-w/submit-new-case-or-skill-to-benchmark/","b":false,"f":false,"sc":0.7},{"id":"mirzaaghazadeh-iphone-duo-skills--audit-ios-app-for-iphone-duo-readiness","t":"Audit a SwiftUI or UIKit app for iPhone Duo readiness","s":"Find fixed-size, orientation and symmetric-inset assumptions in an iOS app before the fold breaks them.","w":"An iOS developer who has an existing SwiftUI or UIKit app and needs to know what will break on iPhone Duo.","o":"A list of fixed assumptions in the codebase, each with a fix that asks about the space available now, plus routing to the specialist skills for each problem found.","c":"Software and DevOps","r":"mirzaaghazadeh/iphone-duo-skills","rt":"Iphone Duo Skills","rs":"mirzaaghazadeh-iphone-duo-skills","u":"/use-cases/mirzaaghazadeh-iphone-duo-skills/audit-ios-app-for-iphone-duo-readiness/","b":true,"f":false,"sc":1.0},{"id":"mirzaaghazadeh-iphone-duo-skills--make-camera-app-handle-both-front-cameras","t":"Make a capture app handle iPhone Duo's two front cameras","s":"Get camera direction, mirroring and preview right on a device with two front-facing cameras.","w":"A developer maintaining a photo or video app that needs to work correctly on iPhone Duo's front cameras.","o":"A capture flow that chooses between the virtual front camera and individual cameras, uses the direction coordinator correctly and handles mirroring and preview.","c":"Software and DevOps","r":"mirzaaghazadeh/iphone-duo-skills","rt":"Iphone Duo Skills","rs":"mirzaaghazadeh-iphone-duo-skills","u":"/use-cases/mirzaaghazadeh-iphone-duo-skills/make-camera-app-handle-both-front-cameras/","b":false,"f":false,"sc":0.9},{"id":"mirzaaghazadeh-iphone-duo-skills--review-screen-designs-for-foldable-poses","t":"Review a screen design for foldable poses and fold avoidance","s":"Critique a mockup or screen for pose behavior, side controls, asymmetry and sheets without writing code.","w":"A product designer or product manager who wants feedback on a screen before engineering starts, in any framework.","o":"A written design critique that covers poses, side controls, asymmetry, fold avoidance and sheets, with specific changes to try.","c":"Software and DevOps","r":"mirzaaghazadeh/iphone-duo-skills","rt":"Iphone Duo Skills","rs":"mirzaaghazadeh-iphone-duo-skills","u":"/use-cases/mirzaaghazadeh-iphone-duo-skills/review-screen-designs-for-foldable-poses/","b":false,"f":false,"sc":0.8},{"id":"mirzaaghazadeh-iphone-duo-skills--port-flutter-app-to-iphone-duo","t":"Port a Flutter app layout to iPhone Duo","s":"Adapt a Flutter app using the layout reasoning and the bridge guidance in the Flutter skill.","w":"A Flutter developer whose app needs to run well on iPhone Duo and who has learned that the fold data is not exposed in the usual place.","o":"A plan that separates what works in Flutter today from what needs a platform channel to a native iOS layer.","c":"Software and DevOps","r":"mirzaaghazadeh/iphone-duo-skills","rt":"Iphone Duo Skills","rs":"mirzaaghazadeh-iphone-duo-skills","u":"/use-cases/mirzaaghazadeh-iphone-duo-skills/port-flutter-app-to-iphone-duo/","b":false,"f":false,"sc":0.7},{"id":"mirzaaghazadeh-iphone-duo-skills--plan-game-touch-controls-clear-of-fold","t":"Keep game touch controls clear of the fold","s":"Check a game's screen filling, aspect ratio and on-screen controls against iPhone Duo poses.","w":"A game developer using Unity, Unreal, Godot, SpriteKit or Metal who has on-screen touch controls and needs them usable on iPhone Duo.","o":"A list of changes to screen filling, letterboxing and touch control placement so controls sit clear of the fold in each pose.","c":"Software and DevOps","r":"mirzaaghazadeh/iphone-duo-skills","rt":"Iphone Duo Skills","rs":"mirzaaghazadeh-iphone-duo-skills","u":"/use-cases/mirzaaghazadeh-iphone-duo-skills/plan-game-touch-controls-clear-of-fold/","b":false,"f":false,"sc":0.6},{"id":"mitkox-esf--run-coding-agent-task-to-reviewable-patch","t":"Turn a coding task into a verified patch","s":"Run a coding agent in an isolated microVM and get a patch plus gate results.","w":"A developer or engineering lead with a repo and a clear change to make, who wants an agent to do the work without touching their workstation.","o":"A durable patch, logs, and manifest for one task, with the agent output checked by the configured verification gates.","c":"Software and DevOps","r":"mitkox/esf","rt":"Esf","rs":"mitkox-esf","u":"/use-cases/mitkox-esf/run-coding-agent-task-to-reviewable-patch/","b":true,"f":false,"sc":1.0},{"id":"mitkox-esf--hold-agent-changes-for-human-review","t":"Pause agent runs for human approval","s":"Stop each run after gates report, then approve, reject, or rework it.","w":"A reviewer or maintainer who must sign off on agent-written code before it moves forward.","o":"Each run waits at a review step, and a rejected change can be reworked as a child run with a note explaining the fix.","c":"Software and DevOps","r":"mitkox/esf","rt":"Esf","rs":"mitkox-esf","u":"/use-cases/mitkox-esf/hold-agent-changes-for-human-review/","b":false,"f":false,"sc":0.9},{"id":"mitkox-esf--submit-reviewed-run-manifest","t":"Submit a reviewed run from a manifest","s":"Apply a checked run.toml file so the same task runs the same way every time.","w":"A platform engineer who wants agent runs defined as reviewed files in version control rather than typed by hand.","o":"A run submitted from a manifest file, with its spend and work items visible in the factory's change list.","c":"Software and DevOps","r":"mitkox/esf","rt":"Esf","rs":"mitkox-esf","u":"/use-cases/mitkox-esf/submit-reviewed-run-manifest/","b":false,"f":false,"sc":0.8},{"id":"mitkox-esf--audit-agent-run-evidence","t":"Audit what an agent run actually did","s":"Check the patch, logs, and cleanup record for a finished run.","w":"A security or compliance reviewer asked to confirm what an agent changed and that its sandbox was cleaned up.","o":"A written account of the run's patch, gate results, logs, and cleanup status, drawn from the factory's durable records.","c":"Software and DevOps","r":"mitkox/esf","rt":"Esf","rs":"mitkox-esf","u":"/use-cases/mitkox-esf/audit-agent-run-evidence/","b":false,"f":false,"sc":0.7},{"id":"miuuyy-codex-chatgpt-web--use-chatgpt-web-models-in-codex","t":"Use ChatGPT Web models inside Codex without Codex quota","s":"Add ChatGPT Web models to Codex's native picker and keep Codex quota unused.","w":"A developer who already uses Codex and wants access to ChatGPT Web models, including Pro, from the same interface and task flow.","o":"Codex shows ChatGPT Web models ending in (Web) and sends messages to them with images and streaming, while using ChatGPT Web's separate usage limits.","c":"Software and DevOps","r":"miuuyy/codex-chatgpt-web","rt":"Codex ChatGPT Web","rs":"miuuyy-codex-chatgpt-web","u":"/use-cases/miuuyy-codex-chatgpt-web/use-chatgpt-web-models-in-codex/","b":true,"f":false,"sc":1.0},{"id":"miuuyy-codex-chatgpt-web--let-chatgpt-use-codex-task-tools","t":"Let ChatGPT use files and terminal in a Codex task","s":"Connect ChatGPT to a Codex task's files, terminal, and tools through MCP.","w":"A developer who wants ChatGPT models to read files, run terminal commands, and use tools inside a live Codex coding task.","o":"ChatGPT tool calls reach the current Codex task through an outbound tunnel, and the Codex Native2 connector reports as available in Verify runtime.","c":"Software and DevOps","r":"miuuyy/codex-chatgpt-web","rt":"Codex ChatGPT Web","rs":"miuuyy-codex-chatgpt-web","u":"/use-cases/miuuyy-codex-chatgpt-web/let-chatgpt-use-codex-task-tools/","b":false,"f":false,"sc":0.9},{"id":"miuuyy-codex-chatgpt-web--paste-prompts-with-zero-risk-mode","t":"Send prepared prompts to ChatGPT with Zero Risk mode","s":"Use a manual paste-and-send flow when you do not want the launcher to operate the ChatGPT page.","w":"A developer who wants ChatGPT to use Codex tools but does not want the launcher to read or drive the ChatGPT page.","o":"You send each prepared prompt yourself in ChatGPT, and the launcher shows Sent once you confirm, while ChatGPT still reaches local Codex tools through a separate MCP connector.","c":"Software and DevOps","r":"miuuyy/codex-chatgpt-web","rt":"Codex ChatGPT Web","rs":"miuuyy-codex-chatgpt-web","u":"/use-cases/miuuyy-codex-chatgpt-web/paste-prompts-with-zero-risk-mode/","b":false,"f":false,"sc":0.8},{"id":"miuuyy-codex-chatgpt-web--switch-subagent-delegation-protocol","t":"Set cross-backend subagent delegation in Codex","s":"Choose between Compatibility V1 and Native subagent delegation for Codex tasks.","w":"A developer who runs Codex subagents across different model backends and needs the delegation mode to match their setup.","o":"You know the current subagent protocol, and the task runs on the mode you chose after a Codex restart and a new task.","c":"Software and DevOps","r":"miuuyy/codex-chatgpt-web","rt":"Codex ChatGPT Web","rs":"miuuyy-codex-chatgpt-web","u":"/use-cases/miuuyy-codex-chatgpt-web/switch-subagent-delegation-protocol/","b":false,"f":false,"sc":0.7},{"id":"mizchi-jev-lint--catch-comments-that-lie-in-typescript","t":"Find doc comments that contradict their TypeScript code","s":"Flag functions whose comments promise behaviour the body does not deliver.","w":"A TypeScript developer whose doc comments and return types have drifted from the implementation after refactors, and whom the compiler and ESLint do not warn about.","o":"A list of findings with a probability score and cutoff for each suspect block, which you review and fix by hand.","c":"Software and DevOps","r":"mizchi/jev-lint","rt":"Jev Lint","rs":"mizchi-jev-lint","u":"/use-cases/mizchi-jev-lint/catch-comments-that-lie-in-typescript/","b":true,"f":false,"sc":1.0},{"id":"mizchi-jev-lint--review-only-changed-lines-before-merge","t":"Review only the lines a pull request changed","s":"Run Jev Lint on a diff so findings land on new code and cost less.","w":"A maintainer reviewing pull requests on a busy repo who wants AI-judged feedback on the touched lines without linting the whole codebase.","o":"Annotated findings on the pull request's changed lines, with the rest of the codebase left out of the run.","c":"Software and DevOps","r":"mizchi/jev-lint","rt":"Jev Lint","rs":"mizchi-jev-lint","u":"/use-cases/mizchi-jev-lint/review-only-changed-lines-before-merge/","b":false,"f":false,"sc":0.9},{"id":"mizchi-jev-lint--check-commit-messages-against-agents-md","t":"Check commit messages and staged changes against AGENTS.md","s":"Judge each commit message against its diff and each change against repo instructions.","w":"A developer or agent working in a repository that has an AGENTS.md file and wants commits and staged edits checked against those written rules before they are pushed.","o":"A per-commit report of message-versus-diff and change-versus-instruction findings, plus a check of staged work before the commit is made.","c":"Software and DevOps","r":"mizchi/jev-lint","rt":"Jev Lint","rs":"mizchi-jev-lint","u":"/use-cases/mizchi-jev-lint/check-commit-messages-against-agents-md/","b":false,"f":false,"sc":0.8},{"id":"mizchi-jev-lint--audit-shell-scripts-for-hidden-machine-effects","t":"Audit shell scripts for hidden effects on the machine","s":"Flag scripts that download and run code, read secrets or install persistence.","w":"A DevOps engineer or security-minded reviewer inheriting shell scripts from an unknown source, who needs to see what they do to the host.","o":"A ranked list of shell findings with scores, to guide a manual security read of the flagged lines.","c":"Software and DevOps","r":"mizchi/jev-lint","rt":"Jev Lint","rs":"mizchi-jev-lint","u":"/use-cases/mizchi-jev-lint/audit-shell-scripts-for-hidden-machine-effects/","b":false,"f":false,"sc":0.7},{"id":"mizchi-jev-lint--let-coding-agent-run-jev-lint","t":"Let a coding agent install the skill and run Jev Lint","s":"Install the Jev Lint skill so an agent can run checks and write project rules.","w":"A developer using Claude Code, Codex, Cursor or Gemini CLI who wants the agent to lint its own changes and draft rules for the project.","o":"An agent that installs the Jev Lint skill, runs the right command for a target, and reports findings it can verify.","c":"Software and DevOps","r":"mizchi/jev-lint","rt":"Jev Lint","rs":"mizchi-jev-lint","u":"/use-cases/mizchi-jev-lint/let-coding-agent-run-jev-lint/","b":false,"f":false,"sc":0.6},{"id":"mizorewww-laya-mlx--route-support-tickets-locally","t":"Route support tickets to a team on your Mac","s":"Pick the right team for each ticket with a local typed choice decision.","w":"A support engineer on a small team who needs each incoming ticket sent to billing, technical or sales, without a cloud API call.","o":"Each ticket gets probabilities over the named teams, computed locally, and the top label can drive routing.","c":"Software and DevOps","r":"mizorewww/laya-mlx","rt":"Laya MLX","rs":"mizorewww-laya-mlx","u":"/use-cases/mizorewww-laya-mlx/route-support-tickets-locally/","b":true,"f":false,"sc":1.0},{"id":"mizorewww-laya-mlx--answer-several-typed-questions-per-message","t":"Answer several typed questions about one message","s":"Get a team choice, an urgency score and a refund yes/no flag in one call.","w":"An operations lead who wants several structured answers about each customer message in a single local call.","o":"One predict call returns a choice, a rubric score and a P(true) value for the same message.","c":"Software and DevOps","r":"mizorewww/laya-mlx","rt":"Laya MLX","rs":"mizorewww-laya-mlx","u":"/use-cases/mizorewww-laya-mlx/answer-several-typed-questions-per-message/","b":false,"f":false,"sc":0.9},{"id":"mizorewww-laya-mlx--watch-local-snake-agent-decide","t":"Watch a local Snake agent make live decisions","s":"Run the terminal Snake demo where Laya picks every move on your Mac.","w":"A developer or curious user who wants to see typed decisions running in real time before building with them.","o":"A terminal Snake game in which each move comes from a local Laya decision, with speed controls.","c":"Software and DevOps","r":"mizorewww/laya-mlx","rt":"Laya MLX","rs":"mizorewww-laya-mlx","u":"/use-cases/mizorewww-laya-mlx/watch-local-snake-agent-decide/","b":false,"f":false,"sc":0.8},{"id":"mizorewww-laya-mlx--serve-laya-over-http-for-internal-apps","t":"Serve Laya over HTTP for internal apps","s":"Run a local Laya HTTP service that other internal tools can call.","w":"A DevOps or platform engineer who wants several internal tools to share one local Laya model on a Mac.","o":"A local HTTP service started by one command, which internal apps can call for typed decisions.","c":"Software and DevOps","r":"mizorewww/laya-mlx","rt":"Laya MLX","rs":"mizorewww-laya-mlx","u":"/use-cases/mizorewww-laya-mlx/serve-laya-over-http-for-internal-apps/","b":false,"f":false,"sc":0.7},{"id":"mksglu-context-mode--cut-claude-code-context-bloat","t":"Keep large tool output out of Claude Code's context","s":"Install the Claude Code plugin so sandbox tools handle big outputs instead of the chat window.","w":"A developer using Claude Code who sees context run out after a few tool calls on a large repo or browser task.","o":"Raw tool output stays in sandbox tools, the context window stays smaller, and /context-mode:ctx-stats shows the savings per tool.","c":"Software and DevOps","r":"mksglu/context-mode","rt":"Context Mode","rs":"mksglu-context-mode","u":"/use-cases/mksglu-context-mode/cut-claude-code-context-bloat/","b":true,"f":false,"sc":1.0},{"id":"mksglu-context-mode--run-analysis-as-a-script","t":"Count or summarize code with one script, not many reads","s":"Have the agent write a short script that prints only the result, using ctx_execute.","w":"A developer or reviewer who wants a quick count or summary across many source files without loading each file into the chat.","o":"The agent runs one ctx_execute call and gets back only the printed summary, such as a line count per file.","c":"Software and DevOps","r":"mksglu/context-mode","rt":"Context Mode","rs":"mksglu-context-mode","u":"/use-cases/mksglu-context-mode/run-analysis-as-a-script/","b":false,"f":false,"sc":0.9},{"id":"mksglu-context-mode--resume-after-context-compaction","t":"Pick up a coding task after the chat compacts","s":"Keep edits, tasks, and decisions in SQLite so the agent can recover them after compaction.","w":"A developer on a multi-hour refactor who loses track of which files and tasks were in progress after the agent compacts the conversation.","o":"After compaction the agent retrieves the relevant events through BM25 search and continues the same task.","c":"Software and DevOps","r":"mksglu/context-mode","rt":"Context Mode","rs":"mksglu-context-mode","u":"/use-cases/mksglu-context-mode/resume-after-context-compaction/","b":false,"f":false,"sc":0.8},{"id":"mksglu-context-mode--index-local-docs-for-search","t":"Index a local docs folder and search it from the chat","s":"Add a local file or folder to the FTS5 knowledge base and query it later.","w":"A developer who wants the agent to search project docs or notes without pasting them into each prompt.","o":"The docs are stored in the persistent FTS5 knowledge base and returned by search results when relevant.","c":"Software and DevOps","r":"mksglu/context-mode","rt":"Context Mode","rs":"mksglu-context-mode","u":"/use-cases/mksglu-context-mode/index-local-docs-for-search/","b":false,"f":false,"sc":0.7},{"id":"mksglu-context-mode--use-context-mode-in-gemini-cli","t":"Add Context Mode to Gemini CLI with one settings file","s":"Install the npm package and register the MCP server and four hooks in settings.json.","w":"A developer who uses Gemini CLI on large repos and wants the same context savings without the Claude Code plugin.","o":"The MCP server shows as connected and the BeforeTool, AfterTool, PreCompress, and SessionStart hooks route large output through Context Mode.","c":"Software and DevOps","r":"mksglu/context-mode","rt":"Context Mode","rs":"mksglu-context-mode","u":"/use-cases/mksglu-context-mode/use-context-mode-in-gemini-cli/","b":false,"f":false,"sc":0.6},{"id":"mmdju-digikala-mcp--find-best-value-under-budget","t":"Pick the best value product under a Toman budget","s":"Get ranked product picks under a price cap, with a seller grade on the top pick, from Digikala.","w":"A shopper in Iran with a fixed budget who wants one recommendation, not a page of search results.","o":"A short ranked list of products under the budget, with prices in Toman, the top pick's seller grade and product URLs to confirm before buying.","c":"Money","r":"mmdju/digikala-mcp","rt":"Digikala MCP","rs":"mmdju-digikala-mcp","u":"/use-cases/mmdju-digikala-mcp/find-best-value-under-budget/","b":true,"f":false,"sc":1.0},{"id":"mmdju-digikala-mcp--check-one-product-before-buying","t":"Check whether one product is worth buying","s":"Pull details, buyer reviews, sellers and price history for a single Digikala product.","w":"A buyer who has found one product and wants to know if the price, seller and reviews hold up.","o":"A short verdict covering specs, buyer-only reviews, seller reliability and whether the current price is low against recent history.","c":"Money","r":"mmdju/digikala-mcp","rt":"Digikala MCP","rs":"mmdju-digikala-mcp","u":"/use-cases/mmdju-digikala-mcp/check-one-product-before-buying/","b":false,"f":false,"sc":0.9},{"id":"mmdju-digikala-mcp--compare-shortlisted-products-by-specs","t":"Compare a shortlist of products by the specs that differ","s":"Line up up to 10 Digikala products and see only the specs that actually differ.","w":"A buyer with a shortlist of similar products who needs to choose between them quickly.","o":"A comparison table that shows only the differing specs, with price and seller for each product in Toman.","c":"Money","r":"mmdju/digikala-mcp","rt":"Digikala MCP","rs":"mmdju-digikala-mcp","u":"/use-cases/mmdju-digikala-mcp/compare-shortlisted-products-by-specs/","b":false,"f":false,"sc":0.8},{"id":"mmdju-digikala-mcp--track-todays-deals-and-bestsellers","t":"Track today's Digikala deals and bestsellers","s":"Get a daily list of current deals and site-wide bestsellers from Digikala.","w":"A bargain hunter or a small store owner who checks what is on sale and what is selling.","o":"A short list of today's deals and top sellers, with product URLs to open and confirm.","c":"Money","r":"mmdju/digikala-mcp","rt":"Digikala MCP","rs":"mmdju-digikala-mcp","u":"/use-cases/mmdju-digikala-mcp/track-todays-deals-and-bestsellers/","b":false,"f":false,"sc":0.7},{"id":"mmdju-digikala-mcp--verify-live-server-before-relying-on-it","t":"Verify the live Digikala MCP server before relying on it","s":"Run the bundled check to confirm the endpoint, tool list and error paths still work.","w":"A developer about to wire the Digikala MCP server into a workflow who wants proof it is up and current.","o":"A pass or fail report covering the handshake, release match, tool list, a real search and the two error paths.","c":"Money","r":"mmdju/digikala-mcp","rt":"Digikala MCP","rs":"mmdju-digikala-mcp","u":"/use-cases/mmdju-digikala-mcp/verify-live-server-before-relying-on-it/","b":false,"f":false,"sc":0.6},{"id":"mogons-noraz-agent--receive-screened-robinhood-chain-signal-cards","t":"Get screened Robinhood Chain signal cards on chat","s":"Run five screening agents that post only 80%+ confidence call cards to Discord and Telegram.","w":"A crypto trader on Robinhood Chain who wants filtered trade ideas delivered to chat instead of scanning many markets by hand.","o":"A running bot that posts call cards only when the swarm consensus reaches the 80% confidence floor, with DRY_RUN keeping execution off by default.","c":"Money","r":"mogons/noraz-agent","rt":"Noraz Agent","rs":"mogons-noraz-agent","u":"/use-cases/mogons-noraz-agent/receive-screened-robinhood-chain-signal-cards/","b":true,"f":false,"sc":1.0},{"id":"mogons-noraz-agent--audit-a-token-before-buying-it","t":"Audit a Robinhood Chain token before buying","s":"Run a token audit from the terminal or Discord to check security before any trade decision.","w":"A trader who has found a token on Robinhood Chain and wants a security check before deciding whether to buy.","o":"A live token audit from the Terminal TUI or the #audit-on-demand channel that shows the security results before any trade decision.","c":"Money","r":"mogons/noraz-agent","rt":"Noraz Agent","rs":"mogons-noraz-agent","u":"/use-cases/mogons-noraz-agent/audit-a-token-before-buying-it/","b":false,"f":false,"sc":0.9},{"id":"mogons-noraz-agent--keep-the-agent-running-24-7-on-a-vps","t":"Run the agent 24/7 on a VPS with health checks","s":"Deploy the PM2 daemon, check diagnostics, and update the agent on a Linux server.","w":"A developer or operator who wants the bot to keep screening markets around the clock on a Linux VPS.","o":"A PM2-managed daemon that stays up, a diagnostic report from doctor, and a self-update path with deployment notifications.","c":"Money","r":"mogons/noraz-agent","rt":"Noraz Agent","rs":"mogons-noraz-agent","u":"/use-cases/mogons-noraz-agent/keep-the-agent-running-24-7-on-a-vps/","b":false,"f":false,"sc":0.8},{"id":"mogons-noraz-agent--tune-screening-rules-with-a-plain-english-prompt","t":"Write screening rules in plain English","s":"Describe the signals you want in one sentence and let the agent compile them into a strategy.","w":"A trader who wants screening that matches a specific pattern, such as CTO tokens with several smart wallets, without editing numeric gates by hand.","o":"A validated strategy file compiled from your prompt, with a safe default if compilation fails, and the ability to re-apply it from chat.","c":"Money","r":"mogons/noraz-agent","rt":"Noraz Agent","rs":"mogons-noraz-agent","u":"/use-cases/mogons-noraz-agent/tune-screening-rules-with-a-plain-english-prompt/","b":false,"f":false,"sc":0.7},{"id":"monid-ai-monid--write-connector-for-your-api","t":"Add your API to Monid as a connector","s":"Write a provider and endpoint definition and open a pull request to add your API.","w":"An API provider or developer who wants agents on Monid to call their endpoints after the connector merges.","o":"A tested connector pull request that passes typecheck and fixture replay with no network, ready for manual review.","c":"Software and DevOps","r":"monid-ai/monid","rt":"Monid","rs":"monid-ai-monid","u":"/use-cases/monid-ai-monid/write-connector-for-your-api/","b":true,"f":false,"sc":1.0},{"id":"monid-ai-monid--run-search-endpoint-from-terminal","t":"Run a live web search endpoint from the terminal","s":"Call the TinyFish search endpoint with your own key and read the JSON result.","w":"A developer who wants to test a Monid endpoint against a real vendor before wiring it into an agent.","o":"A live search response from the TinyFish endpoint printed to the terminal.","c":"Software and DevOps","r":"monid-ai/monid","rt":"Monid","rs":"monid-ai-monid","u":"/use-cases/monid-ai-monid/run-search-endpoint-from-terminal/","b":false,"f":false,"sc":0.9},{"id":"monid-ai-monid--pick-search-endpoint-from-catalog","t":"Pick the right search endpoint from the catalog","s":"List and inspect web-search endpoints across providers before choosing one.","w":"A researcher or agent builder who needs to choose a search API for a job and wants the exact contract first.","o":"A short shortlist of web-search endpoints with one full contract to compare.","c":"Software and DevOps","r":"monid-ai/monid","rt":"Monid","rs":"monid-ai-monid","u":"/use-cases/monid-ai-monid/pick-search-endpoint-from-catalog/","b":false,"f":false,"sc":0.8},{"id":"monid-ai-monid--scaffold-apify-actor-endpoint","t":"Generate an Apify actor endpoint from its input schema","s":"Scaffold a static zod input schema for an Apify actor and review it before committing.","w":"A developer who wants to expose an existing Apify actor through Monid and skip hand-writing its input schema.","o":"A generated schema/inputs.ts file for the actor, ready for review and commit.","c":"Software and DevOps","r":"monid-ai/monid","rt":"Monid","rs":"monid-ai-monid","u":"/use-cases/monid-ai-monid/scaffold-apify-actor-endpoint/","b":false,"f":false,"sc":0.7},{"id":"morluto-awesome-reverse-engineering--learn-assembly-and-reversing-basics","t":"Learn assembly and reversing basics for free","s":"Pick free courses and browser tools to start reading compiled code and assembly.","w":"A new student or developer who wants to understand how compiled programs work and has no prior reversing experience.","o":"A short starter path that combines a browser-based compiler view with one structured course.","c":"Security and science","r":"morluto/awesome-reverse-engineering","rt":"Awesome Reverse Engineering","rs":"morluto-awesome-reverse-engineering","u":"/use-cases/morluto-awesome-reverse-engineering/learn-assembly-and-reversing-basics/","b":true,"f":false,"sc":1.0},{"id":"morluto-awesome-reverse-engineering--triage-unknown-windows-executable","t":"Triage an unknown executable to see what it can do","s":"Combine capability, format, and string tools for a first look at a binary.","w":"A security analyst who has received an unfamiliar Windows or Linux executable and needs a quick assessment before deeper work.","o":"A short list of identified file traits, suspicious imports or strings, and likely capabilities.","c":"Security and science","r":"morluto/awesome-reverse-engineering","rt":"Awesome Reverse Engineering","rs":"morluto-awesome-reverse-engineering","u":"/use-cases/morluto-awesome-reverse-engineering/triage-unknown-windows-executable/","b":false,"f":false,"sc":0.9},{"id":"morluto-awesome-reverse-engineering--trace-running-program-with-frida","t":"Trace calls in a running program with Frida","s":"Inject scripts into a process you are authorized to test to observe its behavior.","w":"A reverse engineer or app tester who needs to see which functions a running program calls and what data they receive.","o":"A log of selected function calls and their data from a live process.","c":"Security and science","r":"morluto/awesome-reverse-engineering","rt":"Awesome Reverse Engineering","rs":"morluto-awesome-reverse-engineering","u":"/use-cases/morluto-awesome-reverse-engineering/trace-running-program-with-frida/","b":false,"f":false,"sc":0.8},{"id":"morluto-awesome-reverse-engineering--detonate-suspicious-sample-in-sandbox","t":"Run a suspicious sample in an automated sandbox","s":"Use CAPE Sandbox to record behavior and payloads from a malware sample.","w":"A malware analyst at a team with an isolated lab who needs to see what a sample does without running it on a workstation.","o":"A behavior report with recorded actions, unpacked payloads, and any malware configuration the sandbox extracts.","c":"Security and science","r":"morluto/awesome-reverse-engineering","rt":"Awesome Reverse Engineering","rs":"morluto-awesome-reverse-engineering","u":"/use-cases/morluto-awesome-reverse-engineering/detonate-suspicious-sample-in-sandbox/","b":false,"f":false,"sc":0.7},{"id":"morluto-awesome-reverse-engineering--triage-electron-app-ipc-and-bridges","t":"Map IPC channels and preload bridges in an Electron app","s":"Use hexvero to scan an Electron archive for IPC channels and window settings.","w":"A security reviewer who needs to understand how a desktop Electron app talks between its renderer and main process.","o":"A list of IPC channels, preload bridges, and window settings found in the archive.","c":"Security and science","r":"morluto/awesome-reverse-engineering","rt":"Awesome Reverse Engineering","rs":"morluto-awesome-reverse-engineering","u":"/use-cases/morluto-awesome-reverse-engineering/triage-electron-app-ipc-and-bridges/","b":false,"f":false,"sc":0.6},{"id":"morluto-jacobian--agent-checks-exact-matrix-determinant","t":"Have an agent compute an exact matrix determinant","s":"Connect an MCP host to Jacobian so the agent computes exact determinants instead of estimating them.","w":"A developer or analyst using an AI agent for linear algebra who needs exact rational results rather than approximate ones.","o":"The agent finds the matrix.determinant.compute operation, reads its contract, and returns the exact determinant from a typed result.","c":"Research","r":"morluto/jacobian","rt":"Jacobian","rs":"morluto-jacobian","u":"/use-cases/morluto-jacobian/agent-checks-exact-matrix-determinant/","b":true,"f":false,"sc":1.0},{"id":"morluto-jacobian--compute-gcd-and-bezout-from-terminal","t":"Compute a gcd and Bézout coefficients from the terminal","s":"Install the Python package and get the gcd and Bézout coefficients of two integers as JSON.","w":"A developer or student who wants a quick, exact check of an integer gcd without writing code, and who is comfortable with Python.","o":"A JSON result with the gcd and the Bézout coefficients for the two inputs, produced by the installed Jacobian operation.","c":"Research","r":"morluto/jacobian","rt":"Jacobian","rs":"morluto-jacobian","u":"/use-cases/morluto-jacobian/compute-gcd-and-bezout-from-terminal/","b":false,"f":false,"sc":0.9},{"id":"morluto-jacobian--agent-finds-solver-operation-for-graph-or-sat-question","t":"Let an agent find and run a graph or SAT operation","s":"Use math.find to match a graph or SAT question to a bounded operation, then run it once.","w":"A researcher or engineer whose agent needs a bounded graph, coloring, or SAT or SMT answer and should not guess it from text.","o":"The agent selects a matching typed operation, confirms its contract, and returns the solver result for your problem.","c":"Research","r":"morluto/jacobian","rt":"Jacobian","rs":"morluto-jacobian","u":"/use-cases/morluto-jacobian/agent-finds-solver-operation-for-graph-or-sat-question/","b":false,"f":false,"sc":0.8},{"id":"moskoo-xxg-portrait-rebuild-light--relight-flat-backlit-portrait","t":"Relight a flat or weak backlit portrait","s":"Rebuild key light, shadows, and highlights in an existing portrait without redrawing the person.","w":"A photographer or retoucher whose portrait was shot with weak backlight or flat indoor window light and needs the light to read as physically plausible.","o":"An edited portrait with a director-led lighting change, with identity, pose, expression, and composition kept as in the source.","c":"Content","r":"moskoo/xxg-portrait-rebuild-light","rt":"XXG Portrait Rebuild Light","rs":"moskoo-xxg-portrait-rebuild-light","u":"/use-cases/moskoo-xxg-portrait-rebuild-light/relight-flat-backlit-portrait/","b":true,"f":false,"sc":1.0},{"id":"moskoo-xxg-portrait-rebuild-light--repair-plastic-skin-texture","t":"Restore natural skin texture in a smoothed portrait","s":"Replace plastic-looking skin with clean, low-contrast photographic microtexture while leaving lighting alone.","w":"A retoucher or creator whose portrait looks over-smoothed or waxy and needs skin fixed without changing the light.","o":"A portrait with healthy skin microtexture and the source lighting, color, focus, and depth of field kept as they were.","c":"Content","r":"moskoo/xxg-portrait-rebuild-light","rt":"XXG Portrait Rebuild Light","rs":"moskoo-xxg-portrait-rebuild-light","u":"/use-cases/moskoo-xxg-portrait-rebuild-light/repair-plastic-skin-texture/","b":false,"f":false,"sc":0.9},{"id":"moskoo-xxg-portrait-rebuild-light--apply-film-or-device-look-to-portrait","t":"Give a portrait a film or camera-device look","s":"Apply a color grade and capture response such as 35mm negative or instant film while keeping the view and focus.","w":"A content creator or stylist who wants a portrait to match a specific film stock or camera style for a series or campaign.","o":"A portrait with one color grade and one capture response applied, with viewpoint, perspective, crop, and depth of field left as in the source.","c":"Content","r":"moskoo/xxg-portrait-rebuild-light","rt":"XXG Portrait Rebuild Light","rs":"moskoo-xxg-portrait-rebuild-light","u":"/use-cases/moskoo-xxg-portrait-rebuild-light/apply-film-or-device-look-to-portrait/","b":false,"f":false,"sc":0.8},{"id":"moskoo-xxg-portrait-rebuild-light--fix-drift-after-many-ai-edit-rounds","t":"Pull a multi-round AI portrait edit back to its root","s":"Remove accumulated color drift, noise, and seams after repeated AI edits by comparing against the first source.","w":"A creator or agent operator who has run several AI edit rounds on one portrait and now sees color shifts, seams, or banding.","o":"A consolidated portrait that uses the first root base as the color and identity reference while keeping intended new changes.","c":"Content","r":"moskoo/xxg-portrait-rebuild-light","rt":"XXG Portrait Rebuild Light","rs":"moskoo-xxg-portrait-rebuild-light","u":"/use-cases/moskoo-xxg-portrait-rebuild-light/fix-drift-after-many-ai-edit-rounds/","b":false,"f":false,"sc":0.7},{"id":"mr-funny-hbg-classical-poem-silk-video--four-line-poem-vertical-video","t":"Turn a four-line poem into a vertical Chinese-art video","s":"Make a 1080x1920 video where each line of a short poem gets its own painted scene with moving elements.","w":"A content creator or small studio that wants a short poem video for a social feed and has Codex or Claude Code plus Docker set up.","o":"A final MP4 at 1080x1920 and 30fps with one scene per poem line, a fixed camera, calligraphy captions, and kept ambient sound, checked against the QA output files.","c":"Content","r":"Mr-funny/hbg-classical-poem-silk-video","rt":"HBG Classical Poem Silk Video","rs":"mr-funny-hbg-classical-poem-silk-video","u":"/use-cases/mr-funny-hbg-classical-poem-silk-video/four-line-poem-vertical-video/","b":true,"f":false,"sc":1.0},{"id":"mr-funny-hbg-classical-poem-silk-video--qa-existing-chinese-art-mp4","t":"Check an existing poem video before you publish it","s":"Run the final media QA on any finished MP4 to catch black frames, silent gaps, and wrong specs.","w":"A video editor or reviewer who has a finished poem video and wants a repeatable check before posting it.","o":"A QA folder with ffprobe.json, blackdetect.log, silencedetect.log, volumedetect.log, frames at 10, 25, 50, 75, and 90 percent plus the last frame, and a contact sheet of the encoded video.","c":"Content","r":"Mr-funny/hbg-classical-poem-silk-video","rt":"HBG Classical Poem Silk Video","rs":"mr-funny-hbg-classical-poem-silk-video","u":"/use-cases/mr-funny-hbg-classical-poem-silk-video/qa-existing-chinese-art-mp4/","b":false,"f":false,"sc":0.9},{"id":"mr-funny-hbg-classical-poem-silk-video--repair-weak-image-to-video-clips","t":"Repair weak image-to-video clips in a poem project","s":"Find clips with broken animals, rebuilt buildings, or bad transitions and redo only those clips.","w":"A creator with a poem video in progress whose image-to-video clips show problems such as duplicated birds, odd horse legs, or moving buildings.","o":"A corrected project where only the failing clips are regenerated, the stable clips are kept, and the new final MP4 passes the frame checks.","c":"Content","r":"Mr-funny/hbg-classical-poem-silk-video","rt":"HBG Classical Poem Silk Video","rs":"mr-funny-hbg-classical-poem-silk-video","u":"/use-cases/mr-funny-hbg-classical-poem-silk-video/repair-weak-image-to-video-clips/","b":false,"f":false,"sc":0.8},{"id":"mrbongoc-ai-iso-skill--pressable-device-figure-claude-ai","t":"Make a pressable isometric device figure in Claude.ai","s":"Upload the skill once, then ask for an object with buttons and get back one interactive HTML figure.","w":"A non-developer teacher or designer who needs a quick interactive diagram of a device for a slide or handout and works in Claude.ai.","o":"One HTML file with a hairline isometric drawing on a numbered plate, where the parts you press show typed text, a number or a note.","c":"Content","r":"MrBongoC/ai-iso-skill","rt":"AI Iso Skill","rs":"mrbongoc-ai-iso-skill","u":"/use-cases/mrbongoc-ai-iso-skill/pressable-device-figure-claude-ai/","b":true,"f":false,"sc":1.0},{"id":"mrbongoc-ai-iso-skill--claude-code-plugin-figure-generation","t":"Install the skill as a Claude Code plugin and draw figures","s":"Add the marketplace and plugin with two commands, then request figures from inside Claude Code.","w":"A developer or educator who already uses Claude Code and wants to produce several interactive isometric figures for docs or a course.","o":"A working iso-figure plugin in Claude Code that produces a new self-contained HTML figure for each object you name.","c":"Content","r":"MrBongoC/ai-iso-skill","rt":"AI Iso Skill","rs":"mrbongoc-ai-iso-skill","u":"/use-cases/mrbongoc-ai-iso-skill/claude-code-plugin-figure-generation/","b":false,"f":false,"sc":0.9},{"id":"mrbongoc-ai-iso-skill--study-isometric-svg-projection","t":"Learn how the skill builds isometric SVG from SKILL.md","s":"Read the skill kernel and examples to see how box faces become SVG matrix transforms.","w":"A front-end developer or student who wants to draw isometric graphics in plain SVG and needs a worked reference.","o":"A clear view of the roughly 15 lines of projection logic, the single state object and render() pattern, and the rules for the look, taken from the repo.","c":"Content","r":"MrBongoC/ai-iso-skill","rt":"AI Iso Skill","rs":"mrbongoc-ai-iso-skill","u":"/use-cases/mrbongoc-ai-iso-skill/study-isometric-svg-projection/","b":false,"f":false,"sc":0.8},{"id":"mrdainami-nami--run-several-agents-side-by-side","t":"Run several AI agents on one folder at once","s":"Give several jobs to different agents in one workspace and watch each one work in its own pane.","w":"A solo professional with a pile of separate tasks, such as emails, a pricing page and invoices, who is tired of switching between tools.","o":"Several jobs run at the same time in separate panes inside one screen, all limited to the folder you chose.","c":"Personal productivity","r":"mrdainami/nami","rt":"Nami","rs":"mrdainami-nami","u":"/use-cases/mrdainami-nami/run-several-agents-side-by-side/","b":true,"f":false,"sc":1.0},{"id":"mrdainami-nami--create-custom-agent-from-description","t":"Create a custom agent by describing it","s":"Describe the job in plain words and get a ready-to-run agent on your shelf in seconds.","w":"A small business owner who needs a repeatable helper, such as an invoice sorter, and does not want to write configuration by hand.","o":"A new agent appears on your shelf, ready to run on the folder you chose, with no manual setup.","c":"Personal productivity","r":"mrdainami/nami","rt":"Nami","rs":"mrdainami-nami","u":"/use-cases/mrdainami-nami/create-custom-agent-from-description/","b":false,"f":false,"sc":0.9},{"id":"mrdainami-nami--connect-notion-gmail-slack-for-agent-work","t":"Let agents work across Notion, Gmail and Slack","s":"Connect Notion, Gmail or Slack in one click so agents can act on the messages and pages you use daily.","w":"A team lead or operations person whose daily work lives in Notion pages, Gmail threads and Slack channels.","o":"Agents can work with your Notion, Gmail or Slack content from inside Nami, after you connect each one.","c":"Personal productivity","r":"mrdainami/nami","rt":"Nami","rs":"mrdainami-nami","u":"/use-cases/mrdainami-nami/connect-notion-gmail-slack-for-agent-work/","b":false,"f":false,"sc":0.8},{"id":"mrdainami-nami--build-nami-from-source-to-contribute","t":"Build Nami from source to test or contribute","s":"Clone the repo, install dependencies and start the app locally to test changes before you contribute.","w":"A developer who wants to try a change to the desktop app or fix a bug before sending a pull request.","o":"The app runs from your local copy of the source, so you can test changes and read the contributor notes.","c":"Personal productivity","r":"mrdainami/nami","rt":"Nami","rs":"mrdainami-nami","u":"/use-cases/mrdainami-nami/build-nami-from-source-to-contribute/","b":false,"f":false,"sc":0.7},{"id":"mrlong0129-yominpost--one-idea-to-posts-from-terminal","t":"Turn one idea into posts for several platforms from the terminal","s":"One source text becomes a draft for each chosen platform in a single command.","w":"A creator or developer with a long-form idea who needs versions for X, LinkedIn and TikTok today and has a terminal open.","o":"Platform-specific drafts for each selected channel, with a format chosen per platform, ready for review in the studio.","c":"Sales and marketing","r":"mrlong0129/yominpost","rt":"Yominpost","rs":"mrlong0129-yominpost","u":"/use-cases/mrlong0129-yominpost/one-idea-to-posts-from-terminal/","b":true,"f":false,"sc":1.0},{"id":"mrlong0129-yominpost--agent-drafts-and-checks-posts-via-mcp","t":"Let a coding agent draft and risk-check posts through MCP","s":"Claude Code or Cursor generates and checks posts, then saves drafts for a human to approve.","w":"A developer who already works in Claude Code or Cursor and wants the agent to write social copy for a launch without leaving the editor.","o":"Drafts saved in the YominPost studio, each with a risk check result, waiting for a human to press Publish.","c":"Sales and marketing","r":"mrlong0129/yominpost","rt":"Yominpost","rs":"mrlong0129-yominpost","u":"/use-cases/mrlong0129-yominpost/agent-drafts-and-checks-posts-via-mcp/","b":false,"f":false,"sc":0.9},{"id":"mrlong0129-yominpost--pre-publish-risk-check-on-existing-drafts","t":"Screen existing drafts for account-risk signals before posting","s":"Run the pre-publish risk gate on drafts you already wrote to catch leaks, bait and duplicates.","w":"A social media manager with drafts written elsewhere who wants to avoid signals that get AI-assisted accounts restricted.","o":"A list of risk findings per draft, so you can fix or drop risky posts before they are scheduled.","c":"Sales and marketing","r":"mrlong0129/yominpost","rt":"Yominpost","rs":"mrlong0129-yominpost","u":"/use-cases/mrlong0129-yominpost/pre-publish-risk-check-on-existing-drafts/","b":false,"f":false,"sc":0.8},{"id":"mrlong0129-yominpost--self-hosted-studio-publishes-approved-posts","t":"Schedule and publish approved posts to your own social accounts","s":"Connect your accounts, approve drafts in the studio, and let the scheduler publish them on time.","w":"A small team or solo operator who wants a self-hosted alternative to hosted schedulers and keeps tokens on their own machine.","o":"Approved posts go out on schedule to connected platforms, with encrypted tokens stored locally.","c":"Sales and marketing","r":"mrlong0129/yominpost","rt":"Yominpost","rs":"mrlong0129-yominpost","u":"/use-cases/mrlong0129-yominpost/self-hosted-studio-publishes-approved-posts/","b":false,"f":false,"sc":0.7},{"id":"mrmps-classifier-dev--sort-texts-into-labels","t":"Sort a batch of texts into labels in one call","s":"Label short texts with plain HTTP, no key or signup, up to a thousand per request.","w":"A developer or ops person with a list of messages, tickets or comments to triage and no time to set up a model.","o":"Each text gets a label and a calibrated confidence, returned as plain text that a script or agent can read.","c":"Data and analytics","r":"mrmps/classifier-dev","rt":"Classifier Dev","rs":"mrmps-classifier-dev","u":"/use-cases/mrmps-classifier-dev/sort-texts-into-labels/","b":true,"f":false,"sc":1.0},{"id":"mrmps-classifier-dev--escalate-uncertain-labels","t":"Re-check low-confidence labels with a stronger model","s":"Use the smart tier so answers under 0.7 confidence get a second opinion.","w":"A data or ops person whose batch of labels includes some ambiguous items that a fast answer may get wrong.","o":"Uncertain single-label answers are replaced by a reasoning model's answer and marked escalated, while confident answers stay as they were.","c":"Data and analytics","r":"mrmps/classifier-dev","rt":"Classifier Dev","rs":"mrmps-classifier-dev","u":"/use-cases/mrmps-classifier-dev/escalate-uncertain-labels/","b":false,"f":false,"sc":0.9},{"id":"mrmps-classifier-dev--report-classifier-problems","t":"Send a structured bug report when a label looks wrong","s":"Let an agent file a feedback.now report when classification breaks or misbehaves.","w":"An AI agent that gets wrong or failing classifications and needs to tell the maintainers without a human writing the report.","o":"A structured report reaches the maintainers, and the agent gets a receipt showing whether it landed and how good it was.","c":"Data and analytics","r":"mrmps/classifier-dev","rt":"Classifier Dev","rs":"mrmps-classifier-dev","u":"/use-cases/mrmps-classifier-dev/report-classifier-problems/","b":false,"f":false,"sc":0.8},{"id":"mrpulor-gh-nuphus-mcp--log-in-once-automate-web-tasks","t":"Automate a signed-in website with one saved browser profile","s":"Log in once in the managed Chrome profile, then let an agent run browser tasks that reuse that session.","w":"An operator or analyst who repeats the same task on a website they already use and wants an agent to handle it.","o":"The agent navigates, reads, and extracts from the site using the saved session in the managed profile.","c":"Work and operations","r":"mrpulor-gh/nuphus-mcp","rt":"Nuphus MCP","rs":"mrpulor-gh-nuphus-mcp","u":"/use-cases/mrpulor-gh-nuphus-mcp/log-in-once-automate-web-tasks/","b":true,"f":false,"sc":1.0},{"id":"mrpulor-gh-nuphus-mcp--drive-anti-detect-browser-over-cdp","t":"Drive an existing anti-detect browser window over CDP","s":"Attach the server to a fingerprint browser you already run, with optional port self-healing on reopen.","w":"A team member who already runs an anti-detect browser and wants an agent to operate inside one of its windows.","o":"The agent attaches to the external browser through CDP and runs browser_* tools in that window, without launching a managed Chrome.","c":"Work and operations","r":"mrpulor-gh/nuphus-mcp","rt":"Nuphus MCP","rs":"mrpulor-gh-nuphus-mcp","u":"/use-cases/mrpulor-gh-nuphus-mcp/drive-anti-detect-browser-over-cdp/","b":false,"f":false,"sc":0.9},{"id":"mrpulor-gh-nuphus-mcp--operate-native-app-by-accessibility-tree","t":"Operate a native desktop app by its accessibility tree","s":"Drive native UI through Windows UIA or macOS AX using observe, candidate, execute, and verify steps.","w":"An IT or operations person who needs an agent to use a desktop application that has no API or browser version.","o":"The agent selects UI elements by stable semantic locators and checks the resulting state after each action.","c":"Work and operations","r":"mrpulor-gh/nuphus-mcp","rt":"Nuphus MCP","rs":"mrpulor-gh-nuphus-mcp","u":"/use-cases/mrpulor-gh-nuphus-mcp/operate-native-app-by-accessibility-tree/","b":false,"f":false,"sc":0.8},{"id":"mrpulor-gh-nuphus-mcp--vision-ocr-precise-desktop-clicks","t":"Combine a vision model with local OCR for exact clicks","s":"Use your own vision model for meaning and local OCR for pixel-precise coordinates on screen.","w":"A developer or analyst whose agent must find a labeled control on screen and click it reliably.","o":"The agent gets a semantic description from the vision model and exact coordinates from OCR, then clicks and checks the result.","c":"Work and operations","r":"mrpulor-gh/nuphus-mcp","rt":"Nuphus MCP","rs":"mrpulor-gh-nuphus-mcp","u":"/use-cases/mrpulor-gh-nuphus-mcp/vision-ocr-precise-desktop-clicks/","b":false,"f":false,"sc":0.7},{"id":"mrtinkz-ai-charter--certify-model-in-public-registry","t":"Certify a model and submit it to the public registry","s":"Fill in the certify form, save the JSON file, and open a pull request to list the model in the registry.","w":"A company compliance or AI team that wants to disclose a model's training sources, hazards, and known problems against the charter.","o":"A certification JSON file is added to the registry through a pull request that others can review before it goes live.","c":"Work and operations","r":"mrtinkz/ai-charter","rt":"AI Charter","rs":"mrtinkz-ai-charter","u":"/use-cases/mrtinkz-ai-charter/certify-model-in-public-registry/","b":true,"f":false,"sc":1.0},{"id":"mrtinkz-ai-charter--propose-new-hazard-placard","t":"Propose a new hazard placard category","s":"Add a labeled, severity-rated hazard entry to the placard definitions and open a pull request.","w":"An AI safety or risk researcher who has found a hazard type that the current placard list does not cover.","o":"A pull request that adds a new hazard placard with a label, severity, and one-line description to the shared definitions.","c":"Work and operations","r":"mrtinkz/ai-charter","rt":"AI Charter","rs":"mrtinkz-ai-charter","u":"/use-cases/mrtinkz-ai-charter/propose-new-hazard-placard/","b":false,"f":false,"sc":0.9},{"id":"mrtinkz-ai-charter--check-certification-file-before-submitting","t":"Check a certification file before submitting it","s":"Run the type-check, build, and lint steps on a new certification file before opening a pull request.","w":"A developer or compliance engineer who has written a certification JSON file and wants to confirm the project still builds before review.","o":"A clean type-check, build, and lint result that shows the new certification file does not break the project.","c":"Work and operations","r":"mrtinkz/ai-charter","rt":"AI Charter","rs":"mrtinkz-ai-charter","u":"/use-cases/mrtinkz-ai-charter/check-certification-file-before-submitting/","b":false,"f":false,"sc":0.8},{"id":"mrtinkz-ai-charter--read-charter-to-draft-internal-policy","t":"Read the charter to draft an internal AI policy","s":"Use the charter sections as a checklist when drafting a company's own AI governance policy.","w":"A policy lead or legal reviewer at an organization that builds or uses AI models and needs a governance starting point.","o":"A list of charter topics mapped to the organization's own policy sections, with gaps marked for the internal team to fill.","c":"Work and operations","r":"mrtinkz/ai-charter","rt":"AI Charter","rs":"mrtinkz-ai-charter","u":"/use-cases/mrtinkz-ai-charter/read-charter-to-draft-internal-policy/","b":false,"f":false,"sc":0.7},{"id":"muellerberndt-cadence--run-continuing-brain-on-live-feedback","t":"Run a continuing brain that learns from live rewards","s":"Compose a System 1 brain and feed it observations and measured rewards in one ongoing stream.","w":"A researcher or developer testing an agent that must keep learning as its environment changes, with no separate training and inference phases.","o":"A running brain that returns one action per observation, takes the previous action's reward on each call, and reports its settlement work.","c":"Research","r":"muellerberndt/cadence","rt":"Cadence","rs":"muellerberndt-cadence","u":"/use-cases/muellerberndt-cadence/run-continuing-brain-on-live-feedback/","b":true,"f":false,"sc":1.0},{"id":"muellerberndt-cadence--imagine-responses-without-changing-live-memory","t":"Preview a brain's responses without altering live memory","s":"Use imagination to inspect possible responses while the live trace and pending feedback stay unchanged.","w":"A developer debugging a Cadence brain who needs to see how it would respond to a sequence of observations without disturbing its ongoing experience.","o":"A list of imagined phases that can be inspected, with live memory, random state and pending feedback left as they were.","c":"Research","r":"muellerberndt/cadence","rt":"Cadence","rs":"muellerberndt-cadence","u":"/use-cases/muellerberndt-cadence/imagine-responses-without-changing-live-memory/","b":false,"f":false,"sc":0.9},{"id":"muellerberndt-cadence--compare-system-2-observers-against-plain-brain","t":"Test whether System 2 observers help a task","s":"Build a System 1 brain and a recursive brain with observers, then compare them on the same task.","w":"A cognitive-architecture researcher who wants to know whether self-observing regions change acquisition or recovery on a fixed task.","o":"A side-by-side record of reward over time for a plain System 1 brain and a System 2 brain with observers, on the same seed and task.","c":"Research","r":"muellerberndt/cadence","rt":"Cadence","rs":"muellerberndt-cadence","u":"/use-cases/muellerberndt-cadence/compare-system-2-observers-against-plain-brain/","b":false,"f":false,"sc":0.8},{"id":"mw00-project-maya--private-local-coding-api","t":"Run a private coding-agent model on your own GPU","s":"Serve GLM-5.3-Flash locally so coding tools call it through an OpenAI- or Anthropic-compatible API.","w":"A developer whose team cannot send source code to a hosted model provider, and who already has a capable GPU PC.","o":"A local server that answers API requests from your existing tools, with tool calls, and no prompts leaving your PC.","c":"Software and DevOps","r":"mw00/project-maya","rt":"Project Maya","rs":"mw00-project-maya","u":"/use-cases/mw00-project-maya/private-local-coding-api/","b":true,"f":false,"sc":1.0},{"id":"mw00-project-maya--analyze-sensitive-documents-offline","t":"Ask questions about confidential files without cloud upload","s":"Chat with a large model in the browser while your documents stay on your own machine.","w":"A researcher, lawyer or analyst holding confidential material who needs a strong model but cannot upload it to a third party.","o":"A browser chat with a local 300B-class model that works through your questions on documents that never leave the PC.","c":"Software and DevOps","r":"mw00/project-maya","rt":"Project Maya","rs":"mw00-project-maya","u":"/use-cases/mw00-project-maya/analyze-sensitive-documents-offline/","b":false,"f":false,"sc":0.9},{"id":"mw00-project-maya--run-deepseek-v4-with-images","t":"Run DeepSeek-V4.1-Flash locally with picture input","s":"Set up DeepSeek-V4.1-Flash-1017 on your GPUs and include vision support for images.","w":"An engineer with a multi-GPU or large-memory machine who wants a second frontier-class model and needs image understanding.","o":"A local DeepSeek-V4.1-Flash-1017 server that answers text and picture prompts, with its own numbers in the monitor.","c":"Software and DevOps","r":"mw00/project-maya","rt":"Project Maya","rs":"mw00-project-maya","u":"/use-cases/mw00-project-maya/run-deepseek-v4-with-images/","b":false,"f":false,"sc":0.8},{"id":"nahumlitvin-prismantis--install-colored-claude-code-replies","t":"Install Prismantis and pick a theme for Claude Code","s":"Add two plugin commands, then choose one of 15 palettes or mono from drawn samples.","w":"A Claude Code user whose replies are hard to scan because tables, code and tool calls print as plain text.","o":"Replies draw with colored tables, code headers and quiet tool rows in a theme you chose.","c":"Software and DevOps","r":"NahumLitvin/prismantis","rt":"Prismantis","rs":"nahumlitvin-prismantis","u":"/use-cases/nahumlitvin-prismantis/install-colored-claude-code-replies/","b":true,"f":false,"sc":1.0},{"id":"nahumlitvin-prismantis--draw-system-flowchart-from-claude-reply","t":"Draw a flowchart or chart inside a Claude Code reply","s":"Have Claude answer with a mermaid diagram that draws as colored text, then copy it as art or markdown.","w":"An engineer who wants to explain a process, service flow or data pipeline to a teammate from inside a Claude Code session.","o":"A flowchart, sequence diagram, bar chart or pie chart appears in the reply and can be copied as text art.","c":"Software and DevOps","r":"NahumLitvin/prismantis","rt":"Prismantis","rs":"nahumlitvin-prismantis","u":"/use-cases/nahumlitvin-prismantis/draw-system-flowchart-from-claude-reply/","b":false,"f":false,"sc":0.9},{"id":"nahumlitvin-prismantis--explain-timeline-with-figure-blocks","t":"Get a timeline or before-and-after picture in a reply","s":"Use figure blocks to draw position-based pictures such as timelines, screen layouts and before-and-after comparisons.","w":"A developer or team lead who needs to explain a race condition, a rollout timeline or a layout change in a Claude Code session.","o":"Claude builds a figure in the theme colors that shows the timing or layout as written, and the source can be copied.","c":"Software and DevOps","r":"NahumLitvin/prismantis","rt":"Prismantis","rs":"nahumlitvin-prismantis","u":"/use-cases/nahumlitvin-prismantis/explain-timeline-with-figure-blocks/","b":false,"f":false,"sc":0.8},{"id":"nahumlitvin-prismantis--typeset-latex-formulas-in-claude-replies","t":"Show LaTeX formulas as typeset images in Claude Code","s":"Install RaTeX's renderer, turn on latex, and draw display math as images in kitty or Ghostty.","w":"A researcher, student or engineer who works with formulas in Claude Code and uses kitty or Ghostty.","o":"Display math draws as a typeset image in the theme's diagram color, and its copy button copies the LaTeX source.","c":"Software and DevOps","r":"NahumLitvin/prismantis","rt":"Prismantis","rs":"nahumlitvin-prismantis","u":"/use-cases/nahumlitvin-prismantis/typeset-latex-formulas-in-claude-replies/","b":false,"f":false,"sc":0.7},{"id":"nahumlitvin-prismantis--run-prismantis-in-codex","t":"Apply Prismantis styling to Codex output","s":"Follow the Codex guide to get themed code, tables and diagrams in Codex sessions.","w":"A developer who uses Codex and wants the same colored tables, code and diagrams that Prismantis gives Claude Code.","o":"Codex replies show themed code, tables and diagrams, with the same session note.","c":"Software and DevOps","r":"NahumLitvin/prismantis","rt":"Prismantis","rs":"nahumlitvin-prismantis","u":"/use-cases/nahumlitvin-prismantis/run-prismantis-in-codex/","b":false,"f":false,"sc":0.6},{"id":"nameforjt-afk-session-knowledge--check-existing-implementation-before-building","t":"Find existing code for a service before writing it again","s":"Search past projects by external service tag to see whether the integration already exists.","w":"A developer about to add a payment, auth, or messaging integration who suspects it was already built in another project.","o":"A list of existing implementations for the service, found by capability tag, before any new code is written.","c":"Software and DevOps","r":"nameforjt-afk/session-knowledge","rt":"Session Knowledge","rs":"nameforjt-afk-session-knowledge","u":"/use-cases/nameforjt-afk-session-knowledge/check-existing-implementation-before-building/","b":true,"f":false,"sc":1.0},{"id":"nameforjt-afk-session-knowledge--recall-why-a-decision-was-made","t":"Recover the reasoning behind a past decision","s":"Search your own past instructions and track how a standard changed over time.","w":"A developer or tech lead who needs to explain why a design, pricing rule, or standard was chosen months earlier, possibly in a different project.","o":"The matching instructions you gave earlier, and a month-by-month view of how the decision changed.","c":"Software and DevOps","r":"nameforjt-afk/session-knowledge","rt":"Session Knowledge","rs":"nameforjt-afk-session-knowledge","u":"/use-cases/nameforjt-afk-session-knowledge/recall-why-a-decision-was-made/","b":false,"f":false,"sc":0.9},{"id":"nameforjt-afk-session-knowledge--avoid-repeating-a-failed-command","t":"Look up the commands that failed last time","s":"Filter past Bash and MCP calls to only the failures so you do not repeat known traps.","w":"A developer hitting a flaky deploy, build, or third-party API call who thinks they have seen this error before.","o":"The past failed calls for the topic, with arguments and results, so the known trap is visible before retrying.","c":"Software and DevOps","r":"nameforjt-afk/session-knowledge","rt":"Session Knowledge","rs":"nameforjt-afk-session-knowledge","u":"/use-cases/nameforjt-afk-session-knowledge/avoid-repeating-a-failed-command/","b":false,"f":false,"sc":0.8},{"id":"nameforjt-afk-session-knowledge--pick-the-right-credential-value","t":"Choose the correct credential value without exposing it","s":"List variable names, then review ranked candidate values in masked form.","w":"A developer who needs the staging or production DATABASE_URL or another key and remembers using several different values.","o":"The correct variable name and a ranked set of masked candidates, with the call site each one came from.","c":"Software and DevOps","r":"nameforjt-afk/session-knowledge","rt":"Session Knowledge","rs":"nameforjt-afk-session-knowledge","u":"/use-cases/nameforjt-afk-session-knowledge/pick-the-right-credential-value/","b":false,"f":false,"sc":0.7},{"id":"nameforjt-afk-session-knowledge--find-duplicated-implementations-across-projects","t":"Spot logic implemented more than once across projects","s":"Run the duplicate-implementation report to find copies and mark the canonical version.","w":"A developer or team lead maintaining several related repos who suspects the same logic was copied into multiple places.","o":"A report of what was implemented several times and which projects are forks, plus a canonical file you can declare.","c":"Software and DevOps","r":"nameforjt-afk/session-knowledge","rt":"Session Knowledge","rs":"nameforjt-afk-session-knowledge","u":"/use-cases/nameforjt-afk-session-knowledge/find-duplicated-implementations-across-projects/","b":false,"f":false,"sc":0.6},{"id":"nanako0129-sepia--repair-fiction-narrative-structure","t":"Repair a story draft's narrative structure in Claude Code","s":"Diagnose and minimally fix AI tells in a story's architecture before touching word choice.","w":"A fiction writer with a finished chapter who suspects it reads as AI-generated and wants targeted edits.","o":"A diagnosis of structural tells followed by minimal in-place edits that leave the rest of the chapter alone.","c":"Content","r":"Nanako0129/sepia","rt":"Sepia","rs":"nanako0129-sepia","u":"/use-cases/nanako0129-sepia/repair-fiction-narrative-structure/","b":true,"f":false,"sc":1.0},{"id":"nanako0129-sepia--review-release-notes-venue-rules","t":"Check release notes and PR replies against venue rules","s":"Review a professional draft against the rules for its document type before publishing.","w":"A maintainer about to publish release notes, a blog post, or replies to contributors on a pull request.","o":"A diagnosis that flags venue mismatches, such as missing user impact or unsupported claims, without rewriting the draft.","c":"Content","r":"Nanako0129/sepia","rt":"Sepia","rs":"nanako0129-sepia","u":"/use-cases/nanako0129-sepia/review-release-notes-venue-rules/","b":false,"f":false,"sc":0.9},{"id":"nanako0129-sepia--write-postmortem-with-codex","t":"Draft a blameless postmortem with the Codex plugin","s":"Write a postmortem that names mechanisms, timestamps, and owned action items.","w":"An engineer on call who must write an incident postmortem from timeline notes and wants the venue rules applied.","o":"A first draft that is blameless toward people, direct about mechanisms, and lists timestamps and owned action items.","c":"Content","r":"Nanako0129/sepia","rt":"Sepia","rs":"nanako0129-sepia","u":"/use-cases/nanako0129-sepia/write-postmortem-with-codex/","b":false,"f":false,"sc":0.8},{"id":"nanako0129-sepia--recreate-draft-from-facts-and-intent","t":"Rebuild a rough draft from its facts and intent","s":"Rewrite a flat draft from its source facts and stated purpose instead of editing it.","w":"A writer or team member whose AI-generated draft is so stiff that editing it line by line would take longer than starting over.","o":"A full rewrite that keeps the facts and intent of the source and drops the original skeleton.","c":"Content","r":"Nanako0129/sepia","rt":"Sepia","rs":"nanako0129-sepia","u":"/use-cases/nanako0129-sepia/recreate-draft-from-facts-and-intent/","b":false,"f":false,"sc":0.7},{"id":"nanako0129-sepia--write-fiction-in-hemingway-voice","t":"Write or revise fiction with the Hemingway voice profile","s":"Apply the built-in Hemingway voice to a story with an opt-in direct entry.","w":"A fiction writer who wants a spare, omission-driven style on a new scene or a revision.","o":"A scene or revision written under the Hemingway profile, with Sepia stating the profile and how to decline it.","c":"Content","r":"Nanako0129/sepia","rt":"Sepia","rs":"nanako0129-sepia","u":"/use-cases/nanako0129-sepia/write-fiction-in-hemingway-voice/","b":false,"f":false,"sc":0.6},{"id":"nano-muse-nanomuse--install-personal-agent-on-android-phone","t":"Install a personal agent on your Android phone","s":"Install the Nano Muse APK and give the phone agent a first task that it can do on its own.","w":"An Android owner who wants an agent that works on the phone itself and keeps working while the app is closed.","o":"A signed-in Nano Muse on the phone that runs a task, pauses to ask before anything irreversible, and shows the same conversations as the other devices.","c":"Personal productivity","r":"nano-muse/nanoMuse","rt":"Nano Muse","rs":"nano-muse-nanomuse","u":"/use-cases/nano-muse-nanomuse/install-personal-agent-on-android-phone/","b":true,"f":false,"sc":1.0},{"id":"nano-muse-nanomuse--self-host-relay-on-your-own-server","t":"Run the relay and web app on your own server","s":"Host the relay that joins your devices on a server you control, so the agent runs in your house.","w":"A developer or privacy-minded user with a VPS who does not want the relay run by someone else.","o":"A relay running on your server that the phone, desktop and web apps can join, with the web app served from your own machine.","c":"Personal productivity","r":"nano-muse/nanoMuse","rt":"Nano Muse","rs":"nano-muse-nanomuse","u":"/use-cases/nano-muse-nanomuse/self-host-relay-on-your-own-server/","b":false,"f":false,"sc":0.9},{"id":"nano-muse-nanomuse--send-phone-task-to-your-computer","t":"Send a task from your phone to your computer","s":"Start a message with an @ device name on the phone so the desktop app does the work there.","w":"A person whose files, apps or browser sit on a computer, but who wants to start the task from a phone in hand.","o":"A task running on the desktop app that you started from the phone, with approvals arriving back on the phone in your hand.","c":"Personal productivity","r":"nano-muse/nanoMuse","rt":"Nano Muse","rs":"nano-muse-nanomuse","u":"/use-cases/nano-muse-nanomuse/send-phone-task-to-your-computer/","b":false,"f":false,"sc":0.8},{"id":"nano-muse-nanomuse--run-routines-while-app-is-closed","t":"Set routines and goals that run while the app is closed","s":"Ask the agent to check a goal on a schedule and to write a feed for you each morning.","w":"A person with a recurring check, such as a daily status or a morning briefing, who wants it done without opening the app.","o":"A goal that is checked on a schedule and a morning feed written for you, both running while the app is closed.","c":"Personal productivity","r":"nano-muse/nanoMuse","rt":"Nano Muse","rs":"nano-muse-nanomuse","u":"/use-cases/nano-muse-nanomuse/run-routines-while-app-is-closed/","b":false,"f":false,"sc":0.7},{"id":"nateherkai-scroll-craft--build-scroll-site-claude-code-plugin","t":"Build a scroll-driven site from one Claude Code prompt","s":"Install the Scroll Craft plugin in Claude Code and have it build an immersive scroll site.","w":"A founder or marketer using Claude Code who needs a premium, scroll-driven landing page and does not want to write the scroll mechanics by hand.","o":"A built scroll-driven page in your workspace, following the skill's design standard, with the engine left unedited.","c":"Content","r":"nateherkai/scroll-craft","rt":"Scroll Craft","rs":"nateherkai-scroll-craft","u":"/use-cases/nateherkai-scroll-craft/build-scroll-site-claude-code-plugin/","b":true,"f":false,"sc":1.0},{"id":"nateherkai-scroll-craft--build-scroll-site-from-own-footage-codex","t":"Turn your own footage into a scrubbing scroll page in Codex","s":"Use your own photos and video in Codex to build a page where scroll drives the footage.","w":"A creator or small business owner using Codex who already has product or brand footage and wants it to scrub under the scroll wheel.","o":"A scroll-driven page built from your own media, with clips encoded for scrubbing, and no generation spend.","c":"Content","r":"nateherkai/scroll-craft","rt":"Scroll Craft","rs":"nateherkai-scroll-craft","u":"/use-cases/nateherkai-scroll-craft/build-scroll-site-from-own-footage-codex/","b":false,"f":false,"sc":0.9},{"id":"nateherkai-scroll-craft--generate-scroll-assets-with-api-key","t":"Generate scroll-page imagery and video with a KIE key","s":"Add KIE_AI_API_KEY so the agent can generate scroll-page assets instead of using only your own media.","w":"A studio that needs imagery or video for a scroll page and has no existing footage to use.","o":"Generated assets for the page, produced through the skill's kie script, with the key kept out of source files.","c":"Content","r":"nateherkai/scroll-craft","rt":"Scroll Craft","rs":"nateherkai-scroll-craft","u":"/use-cases/nateherkai-scroll-craft/generate-scroll-assets-with-api-key/","b":false,"f":false,"sc":0.8},{"id":"nateherkai-scroll-craft--verify-scroll-page-for-dead-scroll-and-contrast","t":"Check a scroll page for dead scroll and unreadable text","s":"Run the headless verification pass to find dead scroll, faded cues, and low-contrast lines.","w":"A developer or designer who has a scroll page built and needs proof that it works in a real browser before launch.","o":"A report that lists dead scroll, cues that never reach full opacity, contrast results per line, and stuck video legs, plus a contact sheet.","c":"Content","r":"nateherkai/scroll-craft","rt":"Scroll Craft","rs":"nateherkai-scroll-craft","u":"/use-cases/nateherkai-scroll-craft/verify-scroll-page-for-dead-scroll-and-contrast/","b":false,"f":false,"sc":0.7},{"id":"naw103-foremerge--catch-conflicting-agent-plans-early","t":"Catch conflicting agent plans before code is written","s":"Publish each agent's planned symbol changes and get a conflict warning before either agent edits files.","w":"A developer running two or more AI agents on one codebase, who worries that their separate changes will undo each other even though Git merges them cleanly.","o":"You see which agents' declared operations clash on the same symbol, with an explanation and a suggested split, while both worktrees are still clean.","c":"Software and DevOps","r":"naw103/foremerge","rt":"Foremerge","rs":"naw103-foremerge","u":"/use-cases/naw103-foremerge/catch-conflicting-agent-plans-early/","b":true,"f":false,"sc":1.0},{"id":"naw103-foremerge--set-up-foremerge-for-a-coding-team","t":"Set up Foremerge for a repo's coding agents","s":"Install Foremerge, initialize the repo, and wire up every agent client you use in one pass.","w":"A team lead who wants Claude Code, Codex, or Cursor to coordinate on a repository and needs a one-time setup that works for each agent.","o":"The repository has local coordination state, every installed client has the Foremerge skill and MCP entry, and doctor reports the setup as working.","c":"Software and DevOps","r":"naw103/foremerge","rt":"Foremerge","rs":"naw103-foremerge","u":"/use-cases/naw103-foremerge/set-up-foremerge-for-a-coding-team/","b":false,"f":false,"sc":0.9},{"id":"naw103-foremerge--claim-an-area-without-blocking-other-agents","t":"Claim a code area so other agents see ownership","s":"Mark which agent is working on a symbol, with an advisory lease that never blocks anyone.","w":"A developer whose agents may overlap on one area and who wants visible ownership without locking files.","o":"Each agent's claim is visible to others in a query, and overlapping claims show as warnings rather than blocks.","c":"Software and DevOps","r":"naw103/foremerge","rt":"Foremerge","rs":"naw103-foremerge","u":"/use-cases/naw103-foremerge/claim-an-area-without-blocking-other-agents/","b":false,"f":false,"sc":0.8},{"id":"naw103-foremerge--gate-agent-handoffs-on-a-real-check","t":"Gate agent handoffs on a test command Foremerge runs","s":"Register a trusted check so work counts as done only after Foremerge runs it itself.","w":"A developer who wants a finished agent's work verified by a command before other agents treat it as done.","o":"Accepted work is verified by a registered check that Foremerge runs, or is recorded as UNVERIFIED with the reason when no check was registered.","c":"Software and DevOps","r":"naw103/foremerge","rt":"Foremerge","rs":"naw103-foremerge","u":"/use-cases/naw103-foremerge/gate-agent-handoffs-on-a-real-check/","b":false,"f":false,"sc":0.7},{"id":"nb-corp-gpt-with-taste--install-taste-hooks-in-codex","t":"Install GPT with Taste hooks into Codex","s":"Add the recipe and scoped hook reminders to Codex for multi-turn work.","w":"A developer using Codex Desktop for multi-turn coding tasks who wants GPT to keep its standing priorities across turns.","o":"Codex loads the recipe as its model instructions, and hook reminders fire on user submissions, child startup and supported wait results in a new session.","c":"Software and DevOps","r":"NB-Corp/gpt-with-taste","rt":"GPT with Taste","rs":"nb-corp-gpt-with-taste","u":"/use-cases/nb-corp-gpt-with-taste/install-taste-hooks-in-codex/","b":true,"f":false,"sc":1.0},{"id":"nb-corp-gpt-with-taste--install-taste-prompt-only-in-codex","t":"Add the recipe to Codex with prompt files only","s":"Install the system instructions in Codex without hook reminders.","w":"A Codex user who wants the behavioral recipe but does not want hooks enabled.","o":"The two managed prompt files are written, model_instructions_file points to the main one, and no hooks are installed.","c":"Software and DevOps","r":"NB-Corp/gpt-with-taste","rt":"GPT with Taste","rs":"nb-corp-gpt-with-taste","u":"/use-cases/nb-corp-gpt-with-taste/install-taste-prompt-only-in-codex/","b":false,"f":false,"sc":0.9},{"id":"nb-corp-gpt-with-taste--delegate-taste-install-to-ai-assistant","t":"Have a coding assistant install and check GPT with Taste","s":"Give a coding agent the repo and install guide so it handles setup.","w":"A developer who prefers to delegate setup to a coding assistant and wants the install checked against the official metadata.","o":"The agent completes the install, runs the update check, and reports what changed in the Codex home.","c":"Software and DevOps","r":"NB-Corp/gpt-with-taste","rt":"GPT with Taste","rs":"nb-corp-gpt-with-taste","u":"/use-cases/nb-corp-gpt-with-taste/delegate-taste-install-to-ai-assistant/","b":false,"f":false,"sc":0.8},{"id":"nb-corp-gpt-with-taste--recover-taste-managed-state","t":"Recover GPT with Taste after a broken or changed install","s":"Restore the managed Codex files using the recovery guide.","w":"A Codex user whose managed prompt files or hook settings were changed or lost after an update or edit.","o":"The managed state is restored to the installed version by following the recovery guide.","c":"Software and DevOps","r":"NB-Corp/gpt-with-taste","rt":"GPT with Taste","rs":"nb-corp-gpt-with-taste","u":"/use-cases/nb-corp-gpt-with-taste/recover-taste-managed-state/","b":false,"f":false,"sc":0.7},{"id":"nb-corp-gpt-with-taste--port-taste-recipe-to-another-harness","t":"Port the GPT with Taste recipe to a new coding host","s":"Adapt the single recipe to a harness not in the supported list.","w":"A developer building or running a coding harness that is not Codex, Claude Code, Kiki, Pi, OMP or dsh.","o":"A working integration in the new host, built from the single English recipe in recipe/ and the porting guide.","c":"Software and DevOps","r":"NB-Corp/gpt-with-taste","rt":"GPT with Taste","rs":"nb-corp-gpt-with-taste","u":"/use-cases/nb-corp-gpt-with-taste/port-taste-recipe-to-another-harness/","b":false,"f":false,"sc":0.6},{"id":"nealbridges-vulnhunter--hunt-exploitable-flaws-in-your-code","t":"Hunt exploitable flaws in your own codebase","s":"Run the attacker-first scanner to get verified issues, each with an executable exploit and a proposed fix.","w":"An application security engineer preparing a release of a service they own, who wants findings that are proven exploitable rather than pattern matches.","o":"A short list of verified issues, each with an executable exploit and a proposed fix, after falsification filtering removes unsupported findings.","c":"Security and science","r":"nealbridges/VulnHunter","rt":"Vuln Hunter","rs":"nealbridges-vulnhunter","u":"/use-cases/nealbridges-vulnhunter/hunt-exploitable-flaws-in-your-code/","b":true,"f":false,"sc":1.0},{"id":"nealbridges-vulnhunter--fix-a-confirmed-finding-test-first","t":"Fix a confirmed finding with a failing test first","s":"Turn one verified finding into a red-then-green security fix and a reviewable pull request.","w":"A developer who has a confirmed finding from a hunt and needs a fix that is proven by a test before it is merged.","o":"An exploit demo, a failing security test, a code fix that makes it pass, and a pull request that is ready for review.","c":"Security and science","r":"nealbridges/VulnHunter","rt":"Vuln Hunter","rs":"nealbridges-vulnhunter","u":"/use-cases/nealbridges-vulnhunter/fix-a-confirmed-finding-test-first/","b":false,"f":false,"sc":0.9},{"id":"nealbridges-vulnhunter--verify-that-a-fix-really-works","t":"Verify that a security fix really closes the finding","s":"Use a separate read-only agent to give a per-finding verdict on whether a fix worked.","w":"A security reviewer or release manager who needs evidence that a merged fix closes the original finding, not just an assumption.","o":"A per-finding verdict from a read-only verifier that shows whether each remediated finding is closed.","c":"Security and science","r":"nealbridges/VulnHunter","rt":"Vuln Hunter","rs":"nealbridges-vulnhunter","u":"/use-cases/nealbridges-vulnhunter/verify-that-a-fix-really-works/","b":false,"f":false,"sc":0.8},{"id":"nealbridges-vulnhunter--run-scheduled-scans-across-repos","t":"Run unattended scans across several repositories","s":"Use the vulnhunter-run operator to clone, hunt, and record results without manual steps.","w":"A platform or security team lead who wants a recurring scan of many services and a scan manifest for each run.","o":"Scan results and a validated scan manifest for each repository, produced by an operator that follows explicit stop rules.","c":"Security and science","r":"nealbridges/VulnHunter","rt":"Vuln Hunter","rs":"nealbridges-vulnhunter","u":"/use-cases/nealbridges-vulnhunter/run-scheduled-scans-across-repos/","b":false,"f":false,"sc":0.7},{"id":"nealbridges-vulnhunter--port-the-skills-to-your-agent-harness","t":"Port the skills to a harness you already run","s":"Point the skill and model settings at your own agent harness through environment variables.","w":"A team that runs a non-Claude agent harness and wants the same vulnerability method inside it.","o":"The Vuln Hunter skills load in your harness, and the hunt, fix, and verify steps run there with your chosen model.","c":"Security and science","r":"nealbridges/VulnHunter","rt":"Vuln Hunter","rs":"nealbridges-vulnhunter","u":"/use-cases/nealbridges-vulnhunter/port-the-skills-to-your-agent-harness/","b":false,"f":false,"sc":0.6},{"id":"nehanth-pooled--chat-with-model-across-friends-devices","t":"Chat with a big open model Pooled across your devices","s":"Open one room link on your laptop and phone to run a 27B or 35B open model together, then chat with it in the tab.","w":"A person with a laptop, a desktop or a phone who wants to chat with a large open model that no single device can hold, and has friends or family willing to open the same link.","o":"Each device holds some of the model's layers and the room answers chat messages, with no install and no account.","c":"Software and DevOps","r":"Nehanth/pooled","rt":"Pooled","rs":"nehanth-pooled","u":"/use-cases/nehanth-pooled/chat-with-model-across-friends-devices/","b":true,"f":false,"sc":1.0},{"id":"nehanth-pooled--serve-room-model-to-coding-agent","t":"Point a coding agent at a Pooled room's model","s":"Run the Pooled bridge on your computer so Codex or Claude Code sends requests to the room's GPUs.","w":"A developer who already uses a coding agent such as Codex CLI or Claude Code and wants it to use an open model hosted by a Pooled room instead of a paid API.","o":"A local endpoint on 127.0.0.1 forwards the agent's requests to the room, so the agent's prompts and answers run on the room's GPUs.","c":"Software and DevOps","r":"Nehanth/pooled","rt":"Pooled","rs":"nehanth-pooled","u":"/use-cases/nehanth-pooled/serve-room-model-to-coding-agent/","b":false,"f":false,"sc":0.9},{"id":"nehanth-pooled--build-small-app-in-code-mode","t":"Have a room's model build and fix a small app","s":"Switch a room to Code mode, describe an app, and let the model write, preview and fix it in the tab.","w":"A hobbyist or a developer who wants a small browser game or app built quickly, without setting up a project locally first.","o":"The room's model writes the files, serves them in a sandboxed preview, reads its own console errors and fixes them, and everyone in the room can run the same preview.","c":"Software and DevOps","r":"Nehanth/pooled","rt":"Pooled","rs":"nehanth-pooled","u":"/use-cases/nehanth-pooled/build-small-app-in-code-mode/","b":false,"f":false,"sc":0.8},{"id":"nehanth-pooled--run-flash-125b-from-disk-experimental","t":"Run the experimental 125B Flash model from disk","s":"Load Qwen3.8 Flash, which keeps most of its experts on disk, in one Chrome tab and speed it up by joining a second PC.","w":"An experienced user with a large SSD and a capable GPU who wants to test a 125B mixture-of-experts model that is much larger than the GPU memory of most computers.","o":"The model runs with its experts stored on disk and cached on the GPU as needed, and a second computer joined with the command line lends memory to make it faster.","c":"Software and DevOps","r":"Nehanth/pooled","rt":"Pooled","rs":"nehanth-pooled","u":"/use-cases/nehanth-pooled/run-flash-125b-from-disk-experimental/","b":false,"f":false,"sc":0.7},{"id":"neko3000-deepseek-whalechan--generate-consistent-whale-chan-illustrations","t":"Generate on-model Whale-chan illustrations for a poster","s":"Produce identity-locked Whale-chan art in a chosen body form using the image character skill.","w":"A fan creator or small team making a poster, social post, or banner that must show the same Whale-chan design every time.","o":"A set of illustrations that keep the locked visual features and use the form that fits the layout.","c":"Content","r":"Neko3000/deepseek-whalechan","rt":"DeepSeek Whalechan","rs":"neko3000-deepseek-whalechan","u":"/use-cases/neko3000-deepseek-whalechan/generate-consistent-whale-chan-illustrations/","b":true,"f":false,"sc":1.0},{"id":"neko3000-deepseek-whalechan--build-whale-chan-comedy-comic-from-source","t":"Turn an error log or chat into a Whale-chan comedy comic","s":"Plan and render several multi-panel comedy comics from one technical source using the comic skill.","w":"A developer or community writer with a funny error log, chat thread, or user rant who wants a short comic set from it.","o":"A table of ranked comic ideas and one generated multi-panel comic per selected idea, with one confirmation step.","c":"Content","r":"Neko3000/deepseek-whalechan","rt":"DeepSeek Whalechan","rs":"neko3000-deepseek-whalechan","u":"/use-cases/neko3000-deepseek-whalechan/build-whale-chan-comedy-comic-from-source/","b":false,"f":false,"sc":0.9},{"id":"neko3000-deepseek-whalechan--pick-character-form-for-sticker-set","t":"Choose a chibi form for a high-density sticker set","s":"Select a compact body form with the right head ratio for stickers and gag panels.","w":"A sticker maker or chat-pack designer who needs small, expressive Whale-chan images that read well at tiny sizes.","o":"A sticker-ready set in the chibi or super-deformed form, with the head ratio inside the README acceptance band.","c":"Content","r":"Neko3000/deepseek-whalechan","rt":"DeepSeek Whalechan","rs":"neko3000-deepseek-whalechan","u":"/use-cases/neko3000-deepseek-whalechan/pick-character-form-for-sticker-set/","b":false,"f":false,"sc":0.8},{"id":"nhahan-webgpt--offload-research-to-chatgpt-pro","t":"Offload a research task to ChatGPT Pro from Codex","s":"Send a research question to ChatGPT Pro and get a summary back without spending Codex quota.","w":"A developer using Codex who is running low on quota and needs a topic researched and summarized.","o":"A summary of the findings returned to Codex, produced by ChatGPT on the web in Pro mode.","c":"Software and DevOps","r":"Nhahan/WebGPT","rt":"Web GPT","rs":"nhahan-webgpt","u":"/use-cases/nhahan-webgpt/offload-research-to-chatgpt-pro/","b":true,"f":false,"sc":1.0},{"id":"nhahan-webgpt--parallel-feature-work-as-subagents","t":"Build planned project features in parallel with subagents","s":"Split a project's planned features across Web GPT extra-high subagents that run at the same time.","w":"A developer with a list of planned features in one project who wants them worked on at the same time.","o":"Each planned feature is developed by its own subagent in the project, and the results are reported back to Codex.","c":"Software and DevOps","r":"Nhahan/WebGPT","rt":"Web GPT","rs":"nhahan-webgpt","u":"/use-cases/nhahan-webgpt/parallel-feature-work-as-subagents/","b":false,"f":false,"sc":0.9},{"id":"nhahan-webgpt--open-chatgpt-with-project-terminal-access","t":"Open ChatGPT with terminal access to a project","s":"Open ChatGPT in the browser with terminal access to the current project or a folder you name.","w":"A developer who wants to talk through a codebase directly with ChatGPT, with it able to run commands in that project.","o":"A ChatGPT session opens with terminal access to the chosen project folder.","c":"Software and DevOps","r":"Nhahan/WebGPT","rt":"Web GPT","rs":"nhahan-webgpt","u":"/use-cases/nhahan-webgpt/open-chatgpt-with-project-terminal-access/","b":false,"f":false,"sc":0.8},{"id":"niazmorshed2007-jev-review--score-claude-code-changes-with-jev","t":"Score Claude Code changes for quality during a task","s":"Install Jev Review in Claude Code so the agent scores its own diff at each checkpoint.","w":"A developer using Claude Code on a nontrivial feature who wants quality feedback before handoff.","o":"Claude Code calls jev_review on its focused diff and reports per-dimension scores it can act on.","c":"Software and DevOps","r":"NiazMorshed2007/jev-review","rt":"Jev Review","rs":"niazmorshed2007-jev-review","u":"/use-cases/niazmorshed2007-jev-review/score-claude-code-changes-with-jev/","b":true,"f":false,"sc":1.0},{"id":"niazmorshed2007-jev-review--score-codex-changes-with-jev","t":"Score Codex changes against quality dimensions","s":"Install Jev Review for Codex so it scores a change before the final handoff.","w":"A developer using Codex who wants a quality check on a coherent code slice before merging.","o":"Codex runs jev_review on the slice and reports scores and dimension weaknesses before handoff.","c":"Software and DevOps","r":"NiazMorshed2007/jev-review","rt":"Jev Review","rs":"niazmorshed2007-jev-review","u":"/use-cases/niazmorshed2007-jev-review/score-codex-changes-with-jev/","b":false,"f":false,"sc":0.9},{"id":"niazmorshed2007-jev-review--refactor-until-dimension-scores-stop-improving","t":"Refactor in scored steps until deltas plateau","s":"Use previousEvaluation so the agent sees which dimensions improved or regressed.","w":"A developer or agent refactoring a module who needs evidence that each change helps.","o":"The agent gets a baseline, makes small edits, rescores, and stops when changes no longer produce real gains.","c":"Software and DevOps","r":"NiazMorshed2007/jev-review","rt":"Jev Review","rs":"niazmorshed2007-jev-review","u":"/use-cases/niazmorshed2007-jev-review/refactor-until-dimension-scores-stop-improving/","b":false,"f":false,"sc":0.8},{"id":"nidhi-singh02-agent-router--preview-agent-route-for-task","t":"Preview which agent and model a task would use","s":"Run a dry run to see the agent, model, and effort the router would pick, without launching anything.","w":"A developer with several agent subscriptions who wants to check the router's choice before starting paid or quota-limited work.","o":"A decision card showing the selected agent, model, effort, reason, and quota, with no pane opened and nothing sent.","c":"Software and DevOps","r":"nidhi-singh02/agent-router","rt":"Agent Router","rs":"nidhi-singh02-agent-router","u":"/use-cases/nidhi-singh02-agent-router/preview-agent-route-for-task/","b":true,"f":false,"sc":1.0},{"id":"nidhi-singh02-agent-router--launch-task-in-herdr-pane","t":"Launch a task in a Herdr pane with the chosen agent","s":"Let the router pick an agent, open a new Herdr pane, start it, and hand it the task.","w":"A developer working inside Herdr who wants to hand a planned task to the best-fitting agent without choosing one by hand.","o":"A new Herdr pane running the chosen agent, which has received the task and confirmed it began working.","c":"Software and DevOps","r":"nidhi-singh02/agent-router","rt":"Agent Router","rs":"nidhi-singh02-agent-router","u":"/use-cases/nidhi-singh02-agent-router/launch-task-in-herdr-pane/","b":false,"f":false,"sc":0.9},{"id":"nidhi-singh02-agent-router--check-quota-before-routing","t":"Check subscription quota before routing a task","s":"Read account usage with the status command so you know which subscriptions still have capacity.","w":"A person sharing a team agent subscription, or running out of quota on a personal plan, who needs to see capacity before starting work.","o":"A list of accounts with current quota, so you can decide whether to route the task or wait.","c":"Software and DevOps","r":"nidhi-singh02/agent-router","rt":"Agent Router","rs":"nidhi-singh02-agent-router","u":"/use-cases/nidhi-singh02-agent-router/check-quota-before-routing/","b":false,"f":false,"sc":0.8},{"id":"nidhi-singh02-agent-router--let-agent-route-next-phase","t":"Let an agent route its next work phase via skill","s":"Link the model-router skill so an agent can route the next phase of your work through the router.","w":"A developer already working inside Claude Code, Codex, or Cursor who wants the agent to hand off the next phase, such as implementation, to a better-suited agent.","o":"The agent can route the next phase by using the linked model-router skill, with the choice made by the router.","c":"Software and DevOps","r":"nidhi-singh02/agent-router","rt":"Agent Router","rs":"nidhi-singh02-agent-router","u":"/use-cases/nidhi-singh02-agent-router/let-agent-route-next-phase/","b":false,"f":false,"sc":0.7},{"id":"nightly-labs-openbot--run-always-on-agent-server","t":"Run persistent agents on a headless server","s":"Install OpenBot on a VPS or home server so agents keep running when your laptop is off.","w":"A developer or small team lead with a spare Linux VPS or home server who wants agents available at all times, not tied to one desktop.","o":"An OpenBot server runs under your account and you reach the same agents from the desktop app, the iPhone app, or Openbot.run/app.","c":"Software and DevOps","r":"nightly-labs/openbot","rt":"Openbot","rs":"nightly-labs-openbot","u":"/use-cases/nightly-labs-openbot/run-always-on-agent-server/","b":true,"f":false,"sc":1.0},{"id":"nightly-labs-openbot--split-coding-work-across-agents","t":"Split a coding task across Codex and Claude agents","s":"Give each agent its own workspace and queue, then delegate parts of a task between them.","w":"A software engineer with a multi-part feature who wants Codex and Claude Code to work in parallel and hand results to each other.","o":"Two persistent agents each hold a dedicated workspace and conversation, and they exchange messages and files inside one desktop app.","c":"Software and DevOps","r":"nightly-labs/openbot","rt":"Openbot","rs":"nightly-labs-openbot","u":"/use-cases/nightly-labs-openbot/split-coding-work-across-agents/","b":false,"f":false,"sc":0.9},{"id":"nightly-labs-openbot--delegate-browser-research-to-agent","t":"Have an agent research and test sites in its own browser","s":"Let a persistent agent open, inspect, and control the embedded browser for web research or QA.","w":"A product or QA person who needs repeated checks of a web flow or a list of pages and wants an agent to do the clicking and reading.","o":"An agent opens the pages in OpenBot's persistent embedded browser, inspects them, and reports what it found in its conversation.","c":"Software and DevOps","r":"nightly-labs/openbot","rt":"Openbot","rs":"nightly-labs-openbot","u":"/use-cases/nightly-labs-openbot/delegate-browser-research-to-agent/","b":false,"f":false,"sc":0.8},{"id":"nightly-labs-openbot--run-agent-on-local-model-server","t":"Run an agent on a local model with Ollama or LM Studio","s":"Connect an agent to a local model server so prompts stay on your machine.","w":"A developer who wants to try agents without sending prompts to a hosted provider, or who already runs Ollama or LM Studio.","o":"An agent backed by a local model server, with the model chosen in OpenBot's model picker.","c":"Software and DevOps","r":"nightly-labs/openbot","rt":"Openbot","rs":"nightly-labs-openbot","u":"/use-cases/nightly-labs-openbot/run-agent-on-local-model-server/","b":false,"f":false,"sc":0.7},{"id":"niluk-worldmodels101--learn-world-models-online","t":"Learn world models through nine interactive chapters","s":"Read the free course online to tell apart the five meanings of world model.","w":"A student or engineer new to world models who keeps hearing the term and cannot tell which kind of system is meant.","o":"You can label a system as renderer, simulator, controller, representation, or implicit model, and explain what each predicts.","c":"Research","r":"NiluK/worldmodels101","rt":"Worldmodels101","rs":"niluk-worldmodels101","u":"/use-cases/niluk-worldmodels101/learn-world-models-online/","b":true,"f":false,"sc":1.0},{"id":"niluk-worldmodels101--print-chapter-handouts","t":"Generate printable PDF handouts for a chapter","s":"Build a chapter PDF with answer keys for a class, workshop, or reading packet.","w":"An instructor or team lead preparing a session on world models who needs printed reading material.","o":"You have a PDF of a chapter in public/pdf/, with interactive controls removed, quizzes shown as static questions, and an answer key.","c":"Research","r":"NiluK/worldmodels101","rt":"Worldmodels101","rs":"niluk-worldmodels101","u":"/use-cases/niluk-worldmodels101/print-chapter-handouts/","b":false,"f":false,"sc":0.9},{"id":"niluk-worldmodels101--fork-course-for-new-audience","t":"Adapt the course for a new audience and keep the license","s":"Run the course locally, edit chapter material, and check it with the production commands.","w":"A researcher or educator who wants a version of the course for a different audience or language.","o":"You have a local copy with edits that passes the lint and build checks, plus attribution to the original authors.","c":"Research","r":"NiluK/worldmodels101","rt":"Worldmodels101","rs":"niluk-worldmodels101","u":"/use-cases/niluk-worldmodels101/fork-course-for-new-audience/","b":false,"f":false,"sc":0.8},{"id":"niluk-worldmodels101--check-fork-before-publishing","t":"Check a course fork's build and contrast before publishing","s":"Have an agent run lint and build and review the contrast rules before release.","w":"A maintainer who has changed the course design or colours and needs a pre-release check.","o":"A short report that says whether lint and build pass and whether text colours still meet the contrast rules described in the README.","c":"Research","r":"NiluK/worldmodels101","rt":"Worldmodels101","rs":"niluk-worldmodels101","u":"/use-cases/niluk-worldmodels101/check-fork-before-publishing/","b":false,"f":false,"sc":0.7},{"id":"niluk-worldmodels101--report-course-error","t":"Report a technical error or broken demo in a chapter","s":"Open a well-described issue so the correction can be made and credited.","w":"A reader who notices a wrong claim, a translation problem, or a demo that does not work.","o":"A GitHub issue that names the chapter, the problem, and how to reproduce it, which the maintainers can act on and credit.","c":"Research","r":"NiluK/worldmodels101","rt":"Worldmodels101","rs":"niluk-worldmodels101","u":"/use-cases/niluk-worldmodels101/report-course-error/","b":false,"f":false,"sc":0.6},{"id":"no-human-ai-no-human--ticket-to-reviewed-pr-locally","t":"Turn one issue into a reviewed pull request","s":"Send a GitHub issue through a plan, a coder, and an independent review before you approve.","w":"A developer with a backlog of small, well-described issues who wants draft changes checked before reading the diff.","o":"A pull request that has a plan, a pass or fail review checklist citing file and line, and a stated test status, ready for your decision.","c":"Software and DevOps","r":"no-human-ai/no_human","rt":"No Human","rs":"no-human-ai-no-human","u":"/use-cases/no-human-ai-no-human/ticket-to-reviewed-pr-locally/","b":true,"f":false,"sc":1.0},{"id":"no-human-ai-no-human--block-test-weakening-in-ai-diffs","t":"Stop AI changes that delete or weaken tests","s":"Count deleted tests, new skips, and tautological assertions before any review runs.","w":"A maintainer who accepts AI-assisted pull requests and needs a mechanical check for tests quietly removed to make a build pass.","o":"Attempts that delete or weaken tests are stopped before review unless the change is justified against your acceptance criteria.","c":"Software and DevOps","r":"no-human-ai/no_human","rt":"No Human","rs":"no-human-ai-no-human","u":"/use-cases/no-human-ai-no-human/block-test-weakening-in-ai-diffs/","b":false,"f":false,"sc":0.9},{"id":"no-human-ai-no-human--prove-python-bug-fix-with-repro-gate","t":"Check that a Python bug fix really fixes the bug","s":"Require the offered tests to fail on the old code and pass on the new tree.","w":"A Python maintainer reviewing an AI-written bug fix who wants evidence that the test would have caught the bug.","o":"A bug-fix pull request is refused when its evidence test passes on the merge base, and accepted only when the reproduction gate shows the expected pass and fail.","c":"Software and DevOps","r":"no-human-ai/no_human","rt":"No Human","rs":"no-human-ai-no-human","u":"/use-cases/no-human-ai-no-human/prove-python-bug-fix-with-repro-gate/","b":false,"f":false,"sc":0.8},{"id":"no-human-ai-no-human--gate-pull-requests-with-review-action","t":"Add a pass or fail review check to pull requests","s":"Run the adversarial reviewer and tamper guard as a GitHub Action on each pull request.","w":"A repository owner who wants an automated review comment with file and line citations on every pull request, without running a daemon.","o":"Each pull request gets one pass or fail checklist comment that updates in place, and runs that cannot review fail with exit code 2 instead of passing.","c":"Software and DevOps","r":"no-human-ai/no_human","rt":"No Human","rs":"no-human-ai-no-human","u":"/use-cases/no-human-ai-no-human/gate-pull-requests-with-review-action/","b":false,"f":false,"sc":0.7},{"id":"noizai-helixworld--render-walkthrough-clip-from-image","t":"Render a first-person walkthrough MP4 from one image","s":"Run the Preview v1 pipeline on a first-frame image to get a clean MP4 with motion-driven video and sound.","w":"A creative developer or researcher with a 80 GB NVIDIA GPU who wants a short interactive-style clip generated from a single still image and a movement script.","o":"An MP4 in the output directory showing the scene moving through the requested action sequence, with audio generated alongside the picture.","c":"Content","r":"NoizAI/HelixWorld","rt":"Helix World","rs":"noizai-helixworld","u":"/use-cases/noizai-helixworld/render-walkthrough-clip-from-image/","b":true,"f":false,"sc":1.0},{"id":"noizai-helixworld--benchmark-sound-tracking-camera-motion","t":"Score whether generated sound follows camera motion","s":"Use the HelixBench dataset to test if synthesized sound fields track dynamic viewpoint motion.","w":"A research engineer comparing audio-visual world models who needs a shared test set for spatial-acoustic consistency.","o":"A local copy of the HelixBench dataset and a documented evaluation pass that checks sound fields against viewpoint motion in your own model outputs.","c":"Content","r":"NoizAI/HelixWorld","rt":"Helix World","rs":"noizai-helixworld","u":"/use-cases/noizai-helixworld/benchmark-sound-tracking-camera-motion/","b":false,"f":false,"sc":0.9},{"id":"noizai-helixworld--explore-world-in-browser-no-install","t":"Walk through a Helix World scene in the browser","s":"Open the hosted demo to hear how sound changes as you move and turn, with no local setup.","w":"A product manager, designer, or curious viewer who wants to judge the audio-visual experience before investing in a local GPU setup.","o":"A short hands-on impression of how picture and sound update together during movement and turns.","c":"Content","r":"NoizAI/HelixWorld","rt":"Helix World","rs":"noizai-helixworld","u":"/use-cases/noizai-helixworld/explore-world-in-browser-no-install/","b":false,"f":false,"sc":0.8},{"id":"nokia-applied-research-anyjev--route-tickets-with-tacit-decisions","t":"Route support tickets to one option with a probability","s":"Send a customer message to one of several queues and get the probability for each queue in one call.","w":"A support or operations engineer who wants a Python service to sort incoming customer messages into fixed categories and needs a confidence value for each sort.","o":"Each message gets one chosen option, a probability per option, and a route field showing whether the decision came from a single forward pass or from reasoning.","c":"Work and operations","r":"nokia-applied-research/AnyJev","rt":"Any Jev","rs":"nokia-applied-research-anyjev","u":"/use-cases/nokia-applied-research-anyjev/route-tickets-with-tacit-decisions/","b":true,"f":false,"sc":1.0},{"id":"nokia-applied-research-anyjev--route-tickets-training-free-on-any-llm","t":"Route tickets on an open LLM with no training or labels","s":"Use the Decider at level L0 to get stable option probabilities from any open causal LM.","w":"A developer with an open LLM already downloaded who needs a routing or classification step and has no labeled data to train on.","o":"A Decision with a distribution over the options and a level value of L0, which downstream code can require before acting.","c":"Work and operations","r":"nokia-applied-research/AnyJev","rt":"Any Jev","rs":"nokia-applied-research-anyjev","u":"/use-cases/nokia-applied-research-anyjev/route-tickets-training-free-on-any-llm/","b":false,"f":false,"sc":0.9},{"id":"nokia-applied-research-anyjev--share-decision-endpoint-with-escalation-cap","t":"Share one decision endpoint with a capped reasoning budget","s":"Run a local HTTP gateway so several clients get decisions and share one cap on reasoning escalations.","w":"A platform engineer who wants several internal tools to call the same decision model and needs a single limit on how often the expensive reasoning path runs.","o":"A local gateway answers POST /v1/decide requests and GET /v1/stats reports the escalation share, with at most the configured share of recent decisions sent to reasoning.","c":"Work and operations","r":"nokia-applied-research/AnyJev","rt":"Any Jev","rs":"nokia-applied-research-anyjev","u":"/use-cases/nokia-applied-research-anyjev/share-decision-endpoint-with-escalation-cap/","b":false,"f":false,"sc":0.8},{"id":"nomadamas-cozyclay--previs-scene-before-ai-video","t":"Block a scene in 3D before paying for AI video","s":"Lay out the set, cast, and camera in a browser tab, then export a keyframe pack for an AI video model.","w":"A video creator planning a short shot who wants to stop paying for repeated AI video takes that miss the blocking.","o":"A blocked scene with timed shots and an exported first frame, last frame, greybox clip, camera, and prompt that the video model can follow.","c":"Content","r":"NomaDamas/CozyClay","rt":"Cozy Clay","rs":"nomadamas-cozyclay","u":"/use-cases/nomadamas-cozyclay/previs-scene-before-ai-video/","b":true,"f":false,"sc":1.0},{"id":"nomadamas-cozyclay--drive-studio-from-mcp-client","t":"Direct the studio from Claude Code or Cursor","s":"Connect an MCP client to Cozy Clay so an AI agent can edit the scene while you watch the viewport.","w":"A developer or previs artist who already works in Claude Code, Claude Desktop, or Cursor and wants the agent to build the scene for them.","o":"An MCP client that edits the live studio scene, with each agent change saved as one undo step.","c":"Content","r":"NomaDamas/CozyClay","rt":"Cozy Clay","rs":"nomadamas-cozyclay","u":"/use-cases/nomadamas-cozyclay/drive-studio-from-mcp-client/","b":false,"f":false,"sc":0.9},{"id":"nomadamas-cozyclay--script-live-studio-from-terminal","t":"Let a coding agent drive a running studio from the terminal","s":"Use cclay live commands so a coding agent can read and change a studio session with JSON in and out.","w":"A developer who wants a scripted or coding agent to inspect and edit a scene while the studio is open in the browser.","o":"A coding agent that reads the status of a running studio and sends JSON commands to change the scene.","c":"Content","r":"NomaDamas/CozyClay","rt":"Cozy Clay","rs":"nomadamas-cozyclay","u":"/use-cases/nomadamas-cozyclay/script-live-studio-from-terminal/","b":false,"f":false,"sc":0.8},{"id":"nomadamas-cozyclay--run-cozyclay-from-source","t":"Run and test Cozy Clay from source for contributions","s":"Clone the repo, install dependencies, start the dev server, and run the test suite.","w":"A developer who wants to change Cozy Clay itself or check its behavior before contributing.","o":"A local dev server at the studio URL and a passing test run, ready for code changes.","c":"Content","r":"NomaDamas/CozyClay","rt":"Cozy Clay","rs":"nomadamas-cozyclay","u":"/use-cases/nomadamas-cozyclay/run-cozyclay-from-source/","b":false,"f":false,"sc":0.7},{"id":"noskillish-bankmcp--ask-ai-about-my-bank-balances","t":"Ask your AI assistant about your bank balances","s":"Run BankMCP on your own machine and ask Claude or Cursor about balances and transactions.","w":"A individual who already uses Claude Code, Claude Desktop or Cursor and wants quick answers about their own accounts without opening the banking app.","o":"The assistant answers balance and transaction questions from your own accounts, read-only, with the server running on your computer.","c":"Money","r":"noskillish/bankmcp","rt":"Bankmcp","rs":"noskillish-bankmcp","u":"/use-cases/noskillish-bankmcp/ask-ai-about-my-bank-balances/","b":true,"f":false,"sc":1.0},{"id":"noskillish-bankmcp--get-alerts-when-balance-or-payment-changes","t":"Get alerts when a balance or payment changes","s":"Create watches that notify a Slack channel or webhook when balances or payments cross a rule.","w":"A person who wants to know about low balances or an overdue incoming payment without checking the bank every day.","o":"A server-side watch sends a notification to your webhook when a rule fires, checked at most four times a day.","c":"Money","r":"noskillish/bankmcp","rt":"Bankmcp","rs":"noskillish-bankmcp","u":"/use-cases/noskillish-bankmcp/get-alerts-when-balance-or-payment-changes/","b":false,"f":false,"sc":0.9},{"id":"noskillish-bankmcp--monthly-spending-review","t":"Get a monthly spending summary and budget","s":"Use the built-in monthly-summary and build-budget prompts to review last month's spending.","w":"A household or freelancer who wants a monthly review of where money went and a simple budget based on real transactions.","o":"The assistant produces a monthly summary of your accounts and a budget draft based on your transactions.","c":"Money","r":"noskillish/bankmcp","rt":"Bankmcp","rs":"noskillish-bankmcp","u":"/use-cases/noskillish-bankmcp/monthly-spending-review/","b":false,"f":false,"sc":0.8},{"id":"noskillish-bankmcp--audit-subscriptions-and-recurring-costs","t":"Find subscriptions and what they cost per year","s":"Run the subscription-audit prompt to list recurring payments and their yearly cost.","w":"A person who suspects forgotten subscriptions are draining their account and wants a list with yearly totals.","o":"A list of recurring payments with what each costs per year, based on your own transactions.","c":"Money","r":"noskillish/bankmcp","rt":"Bankmcp","rs":"noskillish-bankmcp","u":"/use-cases/noskillish-bankmcp/audit-subscriptions-and-recurring-costs/","b":false,"f":false,"sc":0.7},{"id":"noskillish-bankmcp--run-a-local-model-without-ai-vendor-access","t":"Query your bank with a local Ollama model","s":"Bridge a local Ollama model to BankMCP so no AI vendor sees your transactions.","w":"A privacy-minded person with a capable machine who wants to query their bank without sending transaction data to an AI vendor.","o":"A local model answers questions about your accounts through the same tools, though the README calls this experimental.","c":"Money","r":"noskillish/bankmcp","rt":"Bankmcp","rs":"noskillish-bankmcp","u":"/use-cases/noskillish-bankmcp/run-a-local-model-without-ai-vendor-access/","b":false,"f":false,"sc":0.6},{"id":"nuglifeleoji-sentry--add-failure-recovery-to-agent-loop","t":"Add runtime failure recovery to an agent loop","s":"Wrap each agent step with Sentry to catch invalid actions and get repair prompts.","w":"A developer building an LLM agent that sometimes repeats actions, drifts from the task, or emits invalid actions.","o":"Sentry runs alongside the agent loop, flags failed steps, and returns repair prompt text that the app can add to the agent messages.","c":"Software and DevOps","r":"nuglifeleoji/Sentry","rt":"Sentry","rs":"nuglifeleoji-sentry","u":"/use-cases/nuglifeleoji-sentry/add-failure-recovery-to-agent-loop/","b":true,"f":false,"sc":1.0},{"id":"nuglifeleoji-sentry--benchmark-agent-recovery-on-appworld","t":"Benchmark agent recovery on AppWorld tasks","s":"Run the reference AppWorld benchmark to measure Sentry on an agent setup.","w":"An ML researcher or engineer who needs to test whether runtime recovery helps an agent on AppWorld tasks.","o":"A benchmark run in benchmarks/appworld/ that uses the official AppWorld environment and evaluator, with run output written to the run location.","c":"Software and DevOps","r":"nuglifeleoji/Sentry","rt":"Sentry","rs":"nuglifeleoji-sentry","u":"/use-cases/nuglifeleoji-sentry/benchmark-agent-recovery-on-appworld/","b":false,"f":false,"sc":0.9},{"id":"nuglifeleoji-sentry--summarize-sentry-findings-for-research","t":"Summarize Sentry's recovery findings from the paper","s":"Read the arXiv paper and extract the reported results and design claims.","w":"A researcher or product lead comparing runtime failure recovery approaches for LLM agents.","o":"A short written summary of the reported numbers, the benchmarks named, and the design claims, with the sources noted.","c":"Software and DevOps","r":"nuglifeleoji/Sentry","rt":"Sentry","rs":"nuglifeleoji-sentry","u":"/use-cases/nuglifeleoji-sentry/summarize-sentry-findings-for-research/","b":false,"f":false,"sc":0.8},{"id":"nulightjens-humanizer-stack--strip-ai-tells-before-publishing-post","t":"Strip AI tells from a blog post before publishing","s":"Run the word-level pass and scanner on an AI-drafted post so it reads like a person wrote it.","w":"A founder or content marketer who has an AI-drafted post that needs to sound like their own voice before it goes live.","o":"A revised draft with the flagged tells fixed, plus a short list of scanner hits the author reviewed and kept on purpose.","c":"Content","r":"NulightJens/humanizer-stack","rt":"Humanizer Stack","rs":"nulightjens-humanizer-stack","u":"/use-cases/nulightjens-humanizer-stack/strip-ai-tells-before-publishing-post/","b":true,"f":false,"sc":1.0},{"id":"nulightjens-humanizer-stack--gate-drafts-with-strict-copy-scan","t":"Block AI-tell copy from merging with a strict scan","s":"Use the scanner's exit codes and JSON output to fail a check when a draft still has copy tells.","w":"A developer or operations lead who keeps published copy in a repo and wants a repeatable check before changes are merged.","o":"A scan step that returns a nonzero exit code on any hit and produces machine-readable output for review tooling.","c":"Content","r":"NulightJens/humanizer-stack","rt":"Humanizer Stack","rs":"nulightjens-humanizer-stack","u":"/use-cases/nulightjens-humanizer-stack/gate-drafts-with-strict-copy-scan/","b":false,"f":false,"sc":0.9},{"id":"nulightjens-humanizer-stack--run-structural-pass-on-long-draft","t":"Run the structural pass on a long draft or story","s":"Check discourse structure with six audits, then vary the shape so the piece is not a new template.","w":"A fiction writer or long-form author whose draft reads as if it explains its theme, resolves every thread, and names every feeling.","o":"A structural scan report and a revised draft with one or two interventions chosen on purpose for that piece.","c":"Content","r":"NulightJens/humanizer-stack","rt":"Humanizer Stack","rs":"nulightjens-humanizer-stack","u":"/use-cases/nulightjens-humanizer-stack/run-structural-pass-on-long-draft/","b":false,"f":false,"sc":0.8},{"id":"nulightjens-humanizer-stack--check-series-for-shared-skeleton","t":"Find a shared skeleton across a series of drafts","s":"Scan several recent pieces so a new draft does not repeat the shape of the last three.","w":"A content lead publishing a regular series of posts or lessons who notices every piece opens and closes the same way.","o":"A side-by-side view of the structural scan results for recent pieces, with a note on which shape each new draft should take.","c":"Content","r":"NulightJens/humanizer-stack","rt":"Humanizer Stack","rs":"nulightjens-humanizer-stack","u":"/use-cases/nulightjens-humanizer-stack/check-series-for-shared-skeleton/","b":false,"f":false,"sc":0.7},{"id":"nuvexnetwork-nuvex-services--run-read-api-on-indexed-postgres","t":"Serve Nuvex network counts from an indexed Postgres store","s":"Run the indexer against a Postgres database, then query the read API for requests, nodes, and network counts.","w":"A developer who needs a local read API that shows Nuvex network state from data the indexer wrote, not from live chain calls.","o":"A running API where GET /health reports authority: none and the other read endpoints return rows the indexer decoded from program accounts.","c":"Software and DevOps","r":"NuvexNetwork/nuvex-services","rt":"Nuvex Services","rs":"nuvexnetwork-nuvex-services","u":"/use-cases/nuvexnetwork-nuvex-services/run-read-api-on-indexed-postgres/","b":true,"f":false,"sc":1.0},{"id":"nuvexnetwork-nuvex-services--check-repo-before-changes","t":"Confirm the services repo passes format, lint, tests, and schema checks","s":"Install dependencies and run make check to validate the code and the Prisma schema before editing.","w":"A contributor about to change the API, indexer, or price adapters who wants a clean baseline first.","o":"A green make check run and a local .env.local file ready for development.","c":"Software and DevOps","r":"NuvexNetwork/nuvex-services","rt":"Nuvex Services","rs":"nuvexnetwork-nuvex-services","u":"/use-cases/nuvexnetwork-nuvex-services/check-repo-before-changes/","b":false,"f":false,"sc":0.9},{"id":"nuvexnetwork-nuvex-services--snapshot-indexer-output-without-postgres","t":"Write indexer output to a JSON snapshot instead of Postgres","s":"Point the indexer at a JSON read model path to capture decoded account data without running a database.","w":"A developer or analyst who wants a file of decoded Nuvex program accounts for offline review and has no Postgres instance.","o":"A JSON file at the path you set in NUVEX_READ_MODEL_PATH that contains rows decoded from known account layouts.","c":"Software and DevOps","r":"NuvexNetwork/nuvex-services","rt":"Nuvex Services","rs":"nuvexnetwork-nuvex-services","u":"/use-cases/nuvexnetwork-nuvex-services/snapshot-indexer-output-without-postgres/","b":false,"f":false,"sc":0.8},{"id":"nxcoreai-everroom--run-everroom-desktop-locally","t":"Run the Ever Room desktop workspace on a Mac","s":"Clone Ever Room and start the Electron desktop app with the isolated development runtime.","w":"A developer or power user on a Mac who wants to try a local AI context workspace before connecting real sources.","o":"The desktop workspace opens, and the sidebar shows the Gateway state and process ID.","c":"Personal productivity","r":"NxcoreAI/EverRoom","rt":"Ever Room","rs":"nxcoreai-everroom","u":"/use-cases/nxcoreai-everroom/run-everroom-desktop-locally/","b":true,"f":false,"sc":1.0},{"id":"nxcoreai-everroom--build-context-room-for-project","t":"Organize one project into a Context Room","s":"Gather a project's sources, decisions, and documents into one bounded Room for scoped agent work.","w":"A project lead or developer whose files, decisions, and notes for one project are spread across folders and chats.","o":"A Context Room holds the project's linked sources, a Room wiki, and Context Docs, and an Agent session works only from that Room.","c":"Personal productivity","r":"NxcoreAI/EverRoom","rt":"Ever Room","rs":"nxcoreai-everroom","u":"/use-cases/nxcoreai-everroom/build-context-room-for-project/","b":false,"f":false,"sc":0.9},{"id":"nxcoreai-everroom--draft-context-doc-with-agent-review","t":"Have an Agent draft a Context Doc that you review","s":"Let a scoped Agent propose edits to a versioned document, then review the operations before they stand.","w":"A team lead or writer who wants an agent to draft a project brief but keep final ownership of the text.","o":"A versioned Context Doc contains an agent-drafted section, and the user has reviewed each change as an operation.","c":"Personal productivity","r":"NxcoreAI/EverRoom","rt":"Ever Room","rs":"nxcoreai-everroom","u":"/use-cases/nxcoreai-everroom/draft-context-doc-with-agent-review/","b":false,"f":false,"sc":0.8},{"id":"nxcoreai-everroom--connect-real-agent-model-to-everroom","t":"Switch Ever Room's Agent to a real model provider","s":"Set the Pi runtime and provider variables so the Agent uses a real model instead of the fake runtime.","w":"A developer who has an OpenAI-style API key and wants the workspace Agent to produce real answers instead of fallback output.","o":"The desktop starts with the Pi runtime, and Agent sessions call the configured model.","c":"Personal productivity","r":"NxcoreAI/EverRoom","rt":"Ever Room","rs":"nxcoreai-everroom","u":"/use-cases/nxcoreai-everroom/connect-real-agent-model-to-everroom/","b":false,"f":false,"sc":0.7},{"id":"nyosegawa-speech-cpp--transcribe-japanese-recordings-with-timestamps","t":"Transcribe long Japanese recordings with timestamps","s":"Turn a Japanese meeting or interview recording into punctuated text with times, on your own machine.","w":"A researcher, journalist or team member with long Japanese audio recordings who needs a searchable transcript without uploading the files to a cloud service.","o":"A text transcript of the recording with timestamps, produced locally by the reazonspeech-v2 model.","c":"Software and DevOps","r":"nyosegawa/speech.cpp","rt":"Speech CPP","rs":"nyosegawa-speech-cpp","u":"/use-cases/nyosegawa-speech-cpp/transcribe-japanese-recordings-with-timestamps/","b":true,"f":false,"sc":1.0},{"id":"nyosegawa-speech-cpp--caption-the-microphone-as-you-speak","t":"Caption the microphone live as you speak","s":"Show a live text transcript of your speech, with silence filtered out by a voice activity model.","w":"A presenter, streamer or developer building a voice conversation who needs on-screen or in-app captions from a microphone.","o":"A terminal that writes the transcript as you talk, with the utterance still being said shown in grey.","c":"Software and DevOps","r":"nyosegawa/speech.cpp","rt":"Speech CPP","rs":"nyosegawa-speech-cpp","u":"/use-cases/nyosegawa-speech-cpp/caption-the-microphone-as-you-speak/","b":false,"f":false,"sc":0.9},{"id":"nyosegawa-speech-cpp--generate-narration-audio-from-text","t":"Generate spoken narration audio from a text file","s":"Turn a script into a WAVE file of speech using a local Qwen3-TTS voice.","w":"A content creator, teacher or developer who needs narration for a video, lesson or prototype and wants to avoid a paid voice service.","o":"A WAVE file with the spoken text, produced locally from a named voice.","c":"Software and DevOps","r":"nyosegawa/speech.cpp","rt":"Speech CPP","rs":"nyosegawa-speech-cpp","u":"/use-cases/nyosegawa-speech-cpp/generate-narration-audio-from-text/","b":false,"f":false,"sc":0.8},{"id":"nyosegawa-speech-cpp--serve-openai-audio-api-on-localhost","t":"Run a local OpenAI-style audio API for an app","s":"Point an OpenAI audio client at a local speech server for speech and transcription.","w":"A developer building a web app or script that already calls OpenAI's audio API and wants to keep audio processing on their own computer.","o":"Speech and transcription requests answered by a local server through the same API shape, using a changed base URL.","c":"Software and DevOps","r":"nyosegawa/speech.cpp","rt":"Speech CPP","rs":"nyosegawa-speech-cpp","u":"/use-cases/nyosegawa-speech-cpp/serve-openai-audio-api-on-localhost/","b":false,"f":false,"sc":0.7},{"id":"nyosegawa-speech-cpp--run-speech-worker-for-a-program","t":"Keep speech models loaded in a worker process","s":"Run a long-lived speech worker that a program talks to over JSON Lines.","w":"A developer whose program makes many speech requests and needs the models to stay loaded between them, such as an ASIST-style tool.","o":"A worker process that answers one JSON Lines request per line on stdin with audio or text on stdout.","c":"Software and DevOps","r":"nyosegawa/speech.cpp","rt":"Speech CPP","rs":"nyosegawa-speech-cpp","u":"/use-cases/nyosegawa-speech-cpp/run-speech-worker-for-a-program/","b":false,"f":false,"sc":0.6},{"id":"obra-superpowers--build-feature-from-design-to-review","t":"Build a feature from design to reviewed code","s":"Turn a feature idea into an approved design, a task plan, and code built one reviewed task at a time.","w":"A developer who has a feature to add to an existing project and wants the coding agent to plan and build it without skipping design or testing.","o":"An approved design, an implementation plan with exact file paths, and code built task by task with a review after each task.","c":"Software and DevOps","r":"obra/superpowers","rt":"Superpowers","rs":"obra-superpowers","u":"/use-cases/obra-superpowers/build-feature-from-design-to-review/","b":true,"f":false,"sc":1.0},{"id":"obra-superpowers--debug-bug-by-root-cause","t":"Find the root cause of a bug before fixing it","s":"Have the agent work through a four-phase root cause process, then confirm the fix with evidence.","w":"A developer facing a bug that keeps returning or whose cause is unclear, who wants a fix backed by a real root cause.","o":"A stated root cause, a fix tied to that cause, and evidence that the bug is actually resolved.","c":"Software and DevOps","r":"obra/superpowers","rt":"Superpowers","rs":"obra-superpowers","u":"/use-cases/obra-superpowers/debug-bug-by-root-cause/","b":false,"f":false,"sc":0.9},{"id":"obra-superpowers--isolate-agent-work-on-branch","t":"Isolate agent work on a branch and finish it cleanly","s":"Keep agent changes in their own worktree and branch, then merge, open a PR, keep, or discard them.","w":"A developer or team lead who wants agent-written changes kept apart from their main working copy until the tests pass.","o":"Agent work sits on a new branch in its own workspace, and you choose how to finish it once tests pass.","c":"Software and DevOps","r":"obra/superpowers","rt":"Superpowers","rs":"obra-superpowers","u":"/use-cases/obra-superpowers/isolate-agent-work-on-branch/","b":false,"f":false,"sc":0.8},{"id":"obra-superpowers--diagnose-misbehaving-agent-session","t":"Find out why an agent session went wrong","s":"Have the agent review a session transcript for skill failures and optionally package a bug report.","w":"A developer whose agent skipped a skill, repeated work, ignored its plan, or used more tokens than expected, and who wants to know why.","o":"A report of what happened in the session, with line-level evidence, and optionally a scrubbed bundle for a bug report.","c":"Software and DevOps","r":"obra/superpowers","rt":"Superpowers","rs":"obra-superpowers","u":"/use-cases/obra-superpowers/diagnose-misbehaving-agent-session/","b":false,"f":false,"sc":0.7},{"id":"okf-memory-okf-agent-memory--validate-knowledge-bundle-in-ci","t":"Validate a project knowledge bundle before each commit","s":"Check OKF conformance, broken links, orphans, and description drift on every change.","w":"A developer or DevOps engineer maintaining a repo's knowledge/ folder who wants bad memory caught before it merges.","o":"A pass or fail result for graph integrity and a quality score for the bundle, usable in a pre-commit or CI step.","c":"Software and DevOps","r":"okf-memory/okf-agent-memory","rt":"Okf Agent Memory","rs":"okf-memory-okf-agent-memory","u":"/use-cases/okf-memory-okf-agent-memory/validate-knowledge-bundle-in-ci/","b":true,"f":false,"sc":1.0},{"id":"okf-memory-okf-agent-memory--give-coding-agent-searchable-project-memory","t":"Let a coding agent search project decisions before writing code","s":"Store decisions as OKF concepts and have the agent search them before it edits anything.","w":"A developer using an AI coding agent who keeps re-explaining architecture decisions and gets inconsistent code as a result.","o":"The agent looks up relevant decisions with search and show before acting, instead of relying on a monolithic AGENTS.md.","c":"Software and DevOps","r":"okf-memory/okf-agent-memory","rt":"Okf Agent Memory","rs":"okf-memory-okf-agent-memory","u":"/use-cases/okf-memory-okf-agent-memory/give-coding-agent-searchable-project-memory/","b":false,"f":false,"sc":0.9},{"id":"okf-memory-okf-agent-memory--share-rules-across-personal-and-vendor-scopes","t":"Look up rules across project, vendor, user, and system scopes","s":"Find a concept in the right layer, with higher-priority scopes shadowing lower ones.","w":"A developer who keeps personal style notes and vendor framework rules alongside a project and needs the agent to pick the right one.","o":"Searches and lookups return the authoritative concept, with project content overriding vendor, user, and system content.","c":"Software and DevOps","r":"okf-memory/okf-agent-memory","rt":"Okf Agent Memory","rs":"okf-memory-okf-agent-memory","u":"/use-cases/okf-memory-okf-agent-memory/share-rules-across-personal-and-vendor-scopes/","b":false,"f":false,"sc":0.8},{"id":"okf-memory-okf-agent-memory--benchmark-token-savings-on-local-llm","t":"Measure token and latency savings on a local model","s":"Run the bundled benchmark suite to check the claimed token reduction on your own hardware.","w":"A developer or researcher evaluating whether progressive disclosure cuts prompt size for a locally hosted model.","o":"A local benchmark run that reports time-to-first-token and token counts for the progressive disclosure setup.","c":"Software and DevOps","r":"okf-memory/okf-agent-memory","rt":"Okf Agent Memory","rs":"okf-memory-okf-agent-memory","u":"/use-cases/okf-memory-okf-agent-memory/benchmark-token-savings-on-local-llm/","b":false,"f":false,"sc":0.7},{"id":"oldcircle-geo-sleuth--locate-photo-without-gps","t":"Find where a photo without GPS was taken","s":"Give an agent a photo with no location data and get back camera position, heading and an evidence image.","w":"An OSINT researcher or journalist holding a photo with stripped EXIF data who needs its location for a story or check.","o":"The agent returns the camera position with an error radius, the direction the camera faced, a satellite evidence image and a graded confidence.","c":"Research","r":"Oldcircle/geo-sleuth","rt":"Geo Sleuth","rs":"oldcircle-geo-sleuth","u":"/use-cases/oldcircle-geo-sleuth/locate-photo-without-gps/","b":true,"f":false,"sc":1.0},{"id":"oldcircle-geo-sleuth--match-photo-skyline-to-terrain","t":"Match a mountain skyline to a power line site","s":"Use nearby power lines and the ridge line in a photo to narrow a location in a region.","w":"A researcher with a landscape photo that shows bare mountains and a few pylons but no text, roads or buildings.","o":"The agent narrows the candidates to a single site with a skyline score and a satellite check along the line of sight.","c":"Research","r":"Oldcircle/geo-sleuth","rt":"Geo Sleuth","rs":"oldcircle-geo-sleuth","u":"/use-cases/oldcircle-geo-sleuth/match-photo-skyline-to-terrain/","b":false,"f":false,"sc":0.9},{"id":"oldcircle-geo-sleuth--pin-street-photo-with-street-tree-data","t":"Pin a city street photo using public street-tree data","s":"Use a city's open street-tree records and street features to find the block in a street photo.","w":"A researcher checking a street photo from a city that publishes street-tree inventories, such as Vancouver in the README case.","o":"The agent returns the likely block with a location error of a few metres, plus the trees and slope checks that supported it.","c":"Research","r":"Oldcircle/geo-sleuth","rt":"Geo Sleuth","rs":"oldcircle-geo-sleuth","u":"/use-cases/oldcircle-geo-sleuth/pin-street-photo-with-street-tree-data/","b":false,"f":false,"sc":0.8},{"id":"oleost-visionstate--alert-when-garage-door-left-open","t":"Alert when the garage door stays open","s":"Get a phone notification when a camera shows the garage door open for 10 minutes.","w":"A homeowner who left the garage door open and wants a warning without checking the camera by hand.","o":"A garage door state sensor in Home Assistant that reports open, closed or halfway, plus an automation that sends a phone message after 10 minutes open.","c":"Life admin","r":"oleost/VisionState","rt":"Vision State","rs":"oleost-visionstate","u":"/use-cases/oleost-visionstate/alert-when-garage-door-left-open/","b":true,"f":false,"sc":1.0},{"id":"oleost-visionstate--read-water-gas-meter-into-energy-dashboard","t":"Read a water or gas meter into the Energy dashboard","s":"Point an ESP32-CAM at a meter and log its total and rate in Home Assistant.","w":"A household that wants its water or gas use tracked automatically without a smart meter.","o":"A meter counter that only goes up, checked before it is published, and shown in the Energy dashboard with an optional rate in m³/h or kW.","c":"Life admin","r":"oleost/VisionState","rt":"Vision State","rs":"oleost-visionstate","u":"/use-cases/oleost-visionstate/read-water-gas-meter-into-energy-dashboard/","b":false,"f":false,"sc":0.9},{"id":"oleost-visionstate--track-who-is-home-and-whose-car-is-there","t":"Track who is home and whose car is in the drive","s":"Get on/off sensors for named people and your own car from a driveway camera.","w":"A family that wants Home Assistant to know who has arrived, and to notice an unknown person at the door.","o":"Object and person sensors for COCO objects such as cars, plus named people recognised by face. Unknown people appear as their own sensor.","c":"Life admin","r":"oleost/VisionState","rt":"Vision State","rs":"oleost-visionstate","u":"/use-cases/oleost-visionstate/track-who-is-home-and-whose-car-is-there/","b":false,"f":false,"sc":0.8},{"id":"oleost-visionstate--read-appliance-countdown-from-display","t":"Read a washer's minutes-left display into Home Assistant","s":"Turn a appliance display's remaining minutes into a sensor you can automate on.","w":"A person who is often away from home and wants to know when the washer or dryer finishes.","o":"A reading sensor that reports the minutes left on the display, so an automation can notify you when the cycle is nearly done.","c":"Life admin","r":"oleost/VisionState","rt":"Vision State","rs":"oleost-visionstate","u":"/use-cases/oleost-visionstate/read-appliance-countdown-from-display/","b":false,"f":false,"sc":0.7},{"id":"omnijev-awesome-jev-gallery--pick-local-jev-model","t":"Pick a local open model for typed decisions","s":"Match your hardware to a listed open decision model and check its README before running it.","w":"A developer who wants typed decisions without a cloud API and has a specific GPU or Mac.","o":"A shortlist of one or two models that match your hardware, with the license and setup notes read from each repo.","c":"Research","r":"OmniJev/awesome-jev-gallery","rt":"Awesome Jev Gallery","rs":"omnijev-awesome-jev-gallery","u":"/use-cases/omnijev-awesome-jev-gallery/pick-local-jev-model/","b":true,"f":false,"sc":1.0},{"id":"omnijev-awesome-jev-gallery--compare-typed-decision-models","t":"Compare typed-decision models on shared benchmarks","s":"Use the Benchmark and Leaderboard section to run the same public tasks on two candidate models.","w":"An ML engineer choosing between open decision models for a production classifier or router.","o":"A side-by-side table of accuracy on the same public task set for your two shortlisted models.","c":"Research","r":"OmniJev/awesome-jev-gallery","rt":"Awesome Jev Gallery","rs":"omnijev-awesome-jev-gallery","u":"/use-cases/omnijev-awesome-jev-gallery/compare-typed-decision-models/","b":false,"f":false,"sc":0.9},{"id":"omnijev-awesome-jev-gallery--route-thai-japanese-intents","t":"Route Thai or Japanese intents with a small model","s":"Use the Thai and Japanese decision models to score fixed intent labels for local-language messages.","w":"A product team that receives customer messages in Thai or Japanese and needs to route them to fixed categories.","o":"A small model that returns one probability per intent label for each message, tested on your own sample.","c":"Research","r":"OmniJev/awesome-jev-gallery","rt":"Awesome Jev Gallery","rs":"omnijev-awesome-jev-gallery","u":"/use-cases/omnijev-awesome-jev-gallery/route-thai-japanese-intents/","b":false,"f":false,"sc":0.8},{"id":"omnijev-awesome-jev-gallery--design-system-one-workflow-with-agent","t":"Have an AI agent design a System One workflow","s":"Install TypeSafe's agent skill files so Claude Code or Codex can draft a typed System One workflow.","w":"A developer who already uses Claude Code or Codex and wants to start a System One workflow for a decision task.","o":"A draft workflow with a typed question, a fixed option set and the primitive to use, reviewed by you.","c":"Research","r":"OmniJev/awesome-jev-gallery","rt":"Awesome Jev Gallery","rs":"omnijev-awesome-jev-gallery","u":"/use-cases/omnijev-awesome-jev-gallery/design-system-one-workflow-with-agent/","b":false,"f":false,"sc":0.7},{"id":"omnijev-onejev--pick-next-ui-action-from-screenshot","t":"Pick the next UI action from a screenshot","s":"Ask a local model whether a task is done, what to click next and how far along it is.","w":"A developer building a browser or desktop automation agent who needs a step-by-step decision from each screen capture.","o":"Your agent gets probabilities for done, one probability per next action and an expected progress level for each screenshot it sends to a local One Jev server.","c":"Software and DevOps","r":"OmniJev/OneJev","rt":"One Jev","rs":"omnijev-onejev","u":"/use-cases/omnijev-onejev/pick-next-ui-action-from-screenshot/","b":true,"f":false,"sc":1.0},{"id":"omnijev-onejev--run-onejev-docker-api-and-playground","t":"Run the One Jev API and playground in Docker","s":"Start a Compose stack that detects your hardware and serves the API and playground on port 8000.","w":"A team member who wants a shared local One Jev endpoint without setting up Python environments on each machine.","o":"One command starts a backend that serves the same API and playground at http://localhost:8000.","c":"Software and DevOps","r":"OmniJev/OneJev","rt":"One Jev","rs":"omnijev-onejev","u":"/use-cases/omnijev-onejev/run-onejev-docker-api-and-playground/","b":false,"f":false,"sc":0.9},{"id":"omnijev-onejev--run-small-onejev-on-laptop-with-llama-cpp","t":"Run a small One Jev model on a laptop with llama.cpp","s":"Serve the 0.8B GGUF build for text and image questions without an NVIDIA GPU.","w":"A developer on a Mac or CPU-only machine who wants to test typed-question prompts offline.","o":"A local server answers text and image questions from the 0.8B GGUF model at http://localhost:8000 using the same Python client.","c":"Software and DevOps","r":"OmniJev/OneJev","rt":"One Jev","rs":"omnijev-onejev","u":"/use-cases/omnijev-onejev/run-small-onejev-on-laptop-with-llama-cpp/","b":false,"f":false,"sc":0.8},{"id":"omnijev-onejev--fine-tune-onejev-on-own-questions","t":"Fine-tune One Jev on your own labeled questions","s":"Train a checkpoint on your own media and typed questions using the repo's config files.","w":"A machine learning engineer who has labeled screenshots or media for a narrow decision task and needs a model tuned to it.","o":"A fine-tuned checkpoint saved under train/runs that you can serve with qev serve --model.","c":"Software and DevOps","r":"OmniJev/OneJev","rt":"One Jev","rs":"omnijev-onejev","u":"/use-cases/omnijev-onejev/fine-tune-onejev-on-own-questions/","b":false,"f":false,"sc":0.7},{"id":"omnirush-ai-omnirush-gui--run-coding-agent-on-local-project","t":"Run a coding agent on a local project from the desktop app","s":"Install the desktop app, sign in, and have the agent work on a project folder.","w":"A developer or solo builder who wants a coding agent on their own project and has an omnirush.ai account.","o":"The app runs prompts against your project once the account is connected.","c":"Software and DevOps","r":"omnirush-ai/omnirush-gui","rt":"Omnirush Gui","rs":"omnirush-ai-omnirush-gui","u":"/use-cases/omnirush-ai-omnirush-gui/run-coding-agent-on-local-project/","b":true,"f":false,"sc":1.0},{"id":"omnirush-ai-omnirush-gui--agent-opens-pull-request-from-branch","t":"Have the agent branch, commit and open a pull request","s":"Let the agent clone, branch, commit, push, and open or review a pull request with gh.","w":"A developer who wants routine git and pull request steps handled by the agent, with approval on write commands.","o":"A pull request is open for review, with write commands approved during the session.","c":"Software and DevOps","r":"omnirush-ai/omnirush-gui","rt":"Omnirush Gui","rs":"omnirush-ai-omnirush-gui","u":"/use-cases/omnirush-ai-omnirush-gui/agent-opens-pull-request-from-branch/","b":false,"f":false,"sc":0.9},{"id":"omnirush-ai-omnirush-gui--query-local-data-with-mcp-servers","t":"Let the agent query local files and SQLite through MCP","s":"Enable supported local MCP servers such as filesystem and SQLite for data questions.","w":"An analyst or developer whose task needs the agent to read local files or a SQLite database.","o":"The agent uses an enabled local MCP server to answer questions about your data.","c":"Software and DevOps","r":"omnirush-ai/omnirush-gui","rt":"Omnirush Gui","rs":"omnirush-ai-omnirush-gui","u":"/use-cases/omnirush-ai-omnirush-gui/query-local-data-with-mcp-servers/","b":false,"f":false,"sc":0.8},{"id":"omoolab-anyimage--paste-image-into-blender-scene","t":"Paste a clipboard image straight into a Blender scene","s":"Drop an image from the clipboard into the 3D View or Node Editor without saving a file first.","w":"A 3D artist who finds a reference image while working in Blender and wants it in the scene right away.","o":"The image appears in the current Blender workspace as a usable element, with no intermediate file.","c":"Content","r":"OmooLab/AnyImage","rt":"Any Image","rs":"omoolab-anyimage","u":"/use-cases/omoolab-anyimage/paste-image-into-blender-scene/","b":true,"f":false,"sc":1.0},{"id":"omoolab-anyimage--turn-image-into-plane-or-depth-plane","t":"Turn a reference image into a flat or depth plane","s":"Convert an image into a flat plane or a dimensional plane for a scene.","w":"A Blender modeler or set designer who needs a textured surface built from a photo or concept image.","o":"The image becomes a Plane or a Depth Plane in the scene, ready to place and light.","c":"Content","r":"OmooLab/AnyImage","rt":"Any Image","rs":"omoolab-anyimage","u":"/use-cases/omoolab-anyimage/turn-image-into-plane-or-depth-plane/","b":false,"f":false,"sc":0.9},{"id":"omoolab-anyimage--cut-out-subject-into-3d-shape","t":"Cut out a subject and build a Surface, Balloon, or Depth Shape","s":"Select a subject in an image and turn that selection into a 3D form.","w":"A 3D illustrator or prop maker who wants a shape based on a subject in a photo.","o":"The selected subject becomes a Surface, Balloon, or Depth Shape in the Blender scene.","c":"Content","r":"OmooLab/AnyImage","rt":"Any Image","rs":"omoolab-anyimage","u":"/use-cases/omoolab-anyimage/cut-out-subject-into-3d-shape/","b":false,"f":false,"sc":0.8},{"id":"omoolab-anyimage--clean-up-reference-image-in-blender","t":"Reframe, fix, and upscale a reference image inside Blender","s":"Use built-in image tools to crop, repair transparency, correct perspective, and enlarge a reference.","w":"A texture artist or concept designer who has a rough reference image that needs cleanup before use.","o":"A cleaned, reframed, and upscaled image ready to use as a reference or texture in the Blender scene.","c":"Content","r":"OmooLab/AnyImage","rt":"Any Image","rs":"omoolab-anyimage","u":"/use-cases/omoolab-anyimage/clean-up-reference-image-in-blender/","b":false,"f":false,"sc":0.7},{"id":"onehumanbeing-esp32-iphone-agent--run-phone-tasks-with-ai-vision","t":"Have an AI model complete a task on a real iPhone","s":"Give a plain-language goal and let a vision model tap, swipe and type on the phone until done.","w":"A developer or tinkerer who wants an AI model to run routine phone tasks, such as setting alarms or changing settings, on a physical iPhone with no computer attached at run time.","o":"The agent reads the mirrored screen, plans and acts through the USB HID hands, and reports when the goal is finished.","c":"Software and DevOps","r":"onehumanbeing/esp32-iphone-agent","rt":"Esp32 Iphone Agent","rs":"onehumanbeing-esp32-iphone-agent","u":"/use-cases/onehumanbeing-esp32-iphone-agent/run-phone-tasks-with-ai-vision/","b":true,"f":false,"sc":1.0},{"id":"onehumanbeing-esp32-iphone-agent--export-agent-runs-for-review","t":"Replay and export phone agent runs for analysis","s":"Review each step of an agent run and export screenshots and actions for another agent to analyze.","w":"A developer or tester who needs to see why a phone agent tapped the wrong thing or got stuck, and wants the evidence in a form another agent can read.","o":"A replayable run on the phone with taps and swipes drawn on top, plus an exported trace of screenshots, actions and annotations.","c":"Software and DevOps","r":"onehumanbeing/esp32-iphone-agent","rt":"Esp32 Iphone Agent","rs":"onehumanbeing-esp32-iphone-agent","u":"/use-cases/onehumanbeing-esp32-iphone-agent/export-agent-runs-for-review/","b":false,"f":false,"sc":0.9},{"id":"onehumanbeing-esp32-iphone-agent--start-saved-phone-tasks-hands-free","t":"Start saved phone tasks from Siri or Shortcuts","s":"Trigger a saved agent task with a voice command or a shortcut instead of opening the app.","w":"A user who already runs the agent on their own iPhone and wants to start a repeated task without opening the app each time.","o":"A saved task starts from Siri, Shortcuts, a widget or Control Center, and the run appears on the Dynamic Island.","c":"Software and DevOps","r":"onehumanbeing/esp32-iphone-agent","rt":"Esp32 Iphone Agent","rs":"onehumanbeing-esp32-iphone-agent","u":"/use-cases/onehumanbeing-esp32-iphone-agent/start-saved-phone-tasks-hands-free/","b":false,"f":false,"sc":0.8},{"id":"onehumanbeing-esp32-iphone-agent--adapt-agent-prompts-to-own-workflow","t":"Edit the planner and actor prompts for a custom workflow","s":"Change the plain-text prompts in the repo and rebuild the app to tune how the agent behaves.","w":"A developer who finds the agent misreads a certain app or keeps taking the wrong step, and wants to tune its instructions directly.","o":"Updated planner and actor prompts bundled into a rebuilt app that behaves more closely to the target workflow.","c":"Software and DevOps","r":"onehumanbeing/esp32-iphone-agent","rt":"Esp32 Iphone Agent","rs":"onehumanbeing-esp32-iphone-agent","u":"/use-cases/onehumanbeing-esp32-iphone-agent/adapt-agent-prompts-to-own-workflow/","b":false,"f":false,"sc":0.7},{"id":"onehumanbeing-esp32-iphone-agent--debug-board-link-without-phone-app","t":"Test the ESP32 board over BLE from a Mac","s":"Play the app's role from a Mac to check the board's BLE link, hotspot and HID output.","w":"A firmware developer who needs to check the board without the phone app running.","o":"The board is exercised from a Mac over BLE, which isolates firmware problems from app problems.","c":"Software and DevOps","r":"onehumanbeing/esp32-iphone-agent","rt":"Esp32 Iphone Agent","rs":"onehumanbeing-esp32-iphone-agent","u":"/use-cases/onehumanbeing-esp32-iphone-agent/debug-board-link-without-phone-app/","b":false,"f":false,"sc":0.6},{"id":"only-cli-oc--check-package-facts-before-adding","t":"Check a package's version, license, and deps cheaply","s":"Get an npm package's version, license, engines, and dependencies in about 70 tokens.","w":"A developer or coding agent deciding whether to add an npm dependency to a project.","o":"A short summary of the package's key fields that fits easily in an agent's context.","c":"Research","r":"only-cli/oc","rt":"Oc","rs":"only-cli-oc","u":"/use-cases/only-cli-oc/check-package-facts-before-adding/","b":true,"f":false,"sc":1.0},{"id":"only-cli-oc--lookup-python-docs-symbol","t":"Find a Python function's docs by exact name","s":"Search the Python docs index and jump straight to the anchor for a named symbol.","w":"A developer or agent writing Python code that needs the exact signature or behavior of a standard library function.","o":"A numbered result list from the official Python docs, with an exact symbol linking straight to its section.","c":"Research","r":"only-cli/oc","rt":"Oc","rs":"only-cli-oc","u":"/use-cases/only-cli-oc/lookup-python-docs-symbol/","b":false,"f":false,"sc":0.9},{"id":"only-cli-oc--check-advisories-for-dependency","t":"Look up security advisories for a dependency","s":"Query the OSV database for a GHSA, CVE, or ecosystem id and read a compact result.","w":"A security-minded developer or agent reviewing a dependency alert before upgrading.","o":"A compact view of the advisory record for a known id, ready to paste into a triage note.","c":"Research","r":"only-cli/oc","rt":"Oc","rs":"only-cli-oc","u":"/use-cases/only-cli-oc/check-advisories-for-dependency/","b":false,"f":false,"sc":0.8},{"id":"only-cli-oc--browse-hacker-news-top-stories","t":"Skim Hacker News top stories in a few hundred tokens","s":"Open the Hacker News front page as a numbered list and drill into one story.","w":"A researcher or agent tracking developer news who needs the day's top stories without loading full page markup.","o":"A numbered list of headlines and comment counts, plus one story opened on demand.","c":"Research","r":"only-cli/oc","rt":"Oc","rs":"only-cli-oc","u":"/use-cases/only-cli-oc/browse-hacker-news-top-stories/","b":false,"f":false,"sc":0.7},{"id":"only-cli-oc--give-coding-agent-web-reading","t":"Give a coding agent cheap web reading in one step","s":"Install the web-browsing skill and add one line to your agent instructions file.","w":"A developer who uses Claude Code, Codex, or Cursor and wants the agent to read web pages without fetching raw HTML.","o":"An agent that runs Oc open for web content and reads the compact numbered view instead.","c":"Research","r":"only-cli/oc","rt":"Oc","rs":"only-cli-oc","u":"/use-cases/only-cli-oc/give-coding-agent-web-reading/","b":false,"f":false,"sc":0.6},{"id":"onlyterp-opengrok--bind-other-models-to-grok-bot-agents","t":"Bind non-Grok models to Grok Bot agents","s":"Pick a model per agent in a picker, test it live, and save so Grok Bot talks to that model natively.","w":"A developer who uses Grok Bot daily and wants Claude, GLM, Gemini, DeepSeek, or a local model for specific agents, triggered by a model feeling slow or off in the default setup.","o":"Each agent is bound to a chosen model with a wire map that matches that provider, and a live test confirms the binding works.","c":"Software and DevOps","r":"OnlyTerp/opengrok","rt":"Opengrok","rs":"onlyterp-opengrok","u":"/use-cases/onlyterp-opengrok/bind-other-models-to-grok-bot-agents/","b":true,"f":false,"sc":1.0},{"id":"onlyterp-opengrok--switch-models-mid-chat-in-grok-bot","t":"Swap models mid-chat from the LiquidGlass panel","s":"Change the model an agent uses during a conversation and confirm the switch with a verified hop receipt.","w":"A user running a long Grok Bot session who wants to move a task to a different model without restarting the agent.","o":"The agent's next reply uses the newly chosen model, and the switch is confirmed end to end with a copyable proof.","c":"Software and DevOps","r":"OnlyTerp/opengrok","rt":"Opengrok","rs":"onlyterp-opengrok","u":"/use-cases/onlyterp-opengrok/switch-models-mid-chat-in-grok-bot/","b":false,"f":false,"sc":0.9},{"id":"onlyterp-opengrok--keep-grok-bot-setup-working-after-updates","t":"Keep model bindings working after Grok Bot updates","s":"Run the doctor and HUD checks so you can see exactly what a Grok Bot update changed and restore it.","w":"A user whose Grok Bot updates silently rewrite the app bundle and who needs to know whether their model bindings and HUD still work.","o":"A health report that names what moved after an update, and a HUD that is re-injected automatically while the app is closed.","c":"Software and DevOps","r":"OnlyTerp/opengrok","rt":"Opengrok","rs":"onlyterp-opengrok","u":"/use-cases/onlyterp-opengrok/keep-grok-bot-setup-working-after-updates/","b":false,"f":false,"sc":0.8},{"id":"onlyterp-opengrok--add-a-new-provider-with-wire-evidence","t":"Add a new model provider with a wire capture","s":"Probe a provider's API, attach the capture to a pull request, and pass the repo's contract tests.","w":"A contributor who wants to add a provider not yet in the repo, triggered by needing a model that Opengrok does not support today.","o":"A verified wire map for the new provider, backed by a capture and passing both provider-map contract suites.","c":"Software and DevOps","r":"OnlyTerp/opengrok","rt":"Opengrok","rs":"onlyterp-opengrok","u":"/use-cases/onlyterp-opengrok/add-a-new-provider-with-wire-evidence/","b":false,"f":false,"sc":0.7},{"id":"openfilm-openfilm--agent-makes-launch-video","t":"Make a short launch video with a coding agent","s":"Ask Codex or Claude Code for a short film, then watch it take shape in Studio.","w":"A developer or founder who needs a short product or CLI launch video and already works in a coding agent.","o":"A rendered MP4 of a short film written by the agent as web pages, with music if requested.","c":"Content","r":"openfilm/openfilm","rt":"Openfilm","rs":"openfilm-openfilm","u":"/use-cases/openfilm-openfilm/agent-makes-launch-video/","b":true,"f":false,"sc":1.0},{"id":"openfilm-openfilm--hand-edit-agent-film-in-studio","t":"Edit an agent-made film by hand in Studio","s":"Move, restyle, retime and retext any element of a film, then save named versions.","w":"A video maker who got a first cut from an agent and wants precise manual control over layout, text and timing.","o":"A revised film with your manual edits saved to the film's files, with named versions you can return to.","c":"Content","r":"openfilm/openfilm","rt":"Openfilm","rs":"openfilm-openfilm","u":"/use-cases/openfilm-openfilm/hand-edit-agent-film-in-studio/","b":false,"f":false,"sc":0.9},{"id":"openfilm-openfilm--hand-off-film-to-nle","t":"Hand a film to Final Cut Pro, Premiere Pro or DaVinci Resolve","s":"Export the timeline so an editor can finish the film in a professional video editor.","w":"A video producer or editor who needs to finish an agent-made cut in a professional editing app.","o":"A timeline file that opens in Final Cut Pro, Premiere Pro or DaVinci Resolve for further editing.","c":"Content","r":"openfilm/openfilm","rt":"Openfilm","rs":"openfilm-openfilm","u":"/use-cases/openfilm-openfilm/hand-off-film-to-nle/","b":false,"f":false,"sc":0.8},{"id":"openfilm-openfilm--check-film-before-publishing","t":"Check a film for errors before publishing it","s":"Use the look command to find changed frames, page errors and cut-off text.","w":"A creator or developer about to publish a film who wants a quick quality check before rendering or sharing.","o":"A list of problems the check found, so you can fix them before rendering the final MP4.","c":"Content","r":"openfilm/openfilm","rt":"Openfilm","rs":"openfilm-openfilm","u":"/use-cases/openfilm-openfilm/check-film-before-publishing/","b":false,"f":false,"sc":0.7},{"id":"openpactprotocol-openpactprotocol--run-pact-conformance-tests-against-a-provider","t":"Run PACT conformance tests against a Provider","s":"Check that a Provider's endpoints follow the PACT spec using the bundled e2e suite.","w":"A Provider engineer who has built or is building support agents for Brands and needs proof the endpoints match the protocol before going live.","o":"A pass or fail result from the conformance suite for the target Provider, with failing checks identified.","c":"Software and DevOps","r":"openpactprotocol/openpactprotocol","rt":"Openpactprotocol","rs":"openpactprotocol-openpactprotocol","u":"/use-cases/openpactprotocol-openpactprotocol/run-pact-conformance-tests-against-a-provider/","b":true,"f":false,"sc":1.0},{"id":"openpactprotocol-openpactprotocol--build-a-personal-agent-that-calls-business-agents","t":"Build a personal agent that calls business agents","s":"Create a personal agent that signs requests and fetches a Brand's Agent Card.","w":"A developer building a personal agent platform that must act for a User with Brands' support agents, and needs verifiable identity on each call.","o":"A personal agent client that signs requests with the signer, fetches an Agent Card, and sends messages through A2AClient.","c":"Software and DevOps","r":"openpactprotocol/openpactprotocol","rt":"Openpactprotocol","rs":"openpactprotocol-openpactprotocol","u":"/use-cases/openpactprotocol-openpactprotocol/build-a-personal-agent-that-calls-business-agents/","b":false,"f":false,"sc":0.9},{"id":"openpactprotocol-openpactprotocol--validate-pact-messages-with-protocol-schemas","t":"Validate PACT messages with protocol schemas","s":"Check Agent Cards, messages, errors, and JWT claims against the Zod schemas.","w":"A developer or coding agent writing a Provider or personal agent that must reject malformed PACT payloads before acting on them.","o":"Incoming PACT objects are parsed against the protocol package, and invalid objects produce clear validation errors.","c":"Software and DevOps","r":"openpactprotocol/openpactprotocol","rt":"Openpactprotocol","rs":"openpactprotocol-openpactprotocol","u":"/use-cases/openpactprotocol-openpactprotocol/validate-pact-messages-with-protocol-schemas/","b":false,"f":false,"sc":0.8},{"id":"openpactprotocol-openpactprotocol--run-the-demo-personal-agent-chat-ui","t":"Run the demo personal agent chat UI locally","s":"Start the demo personal agent with its JWKS server and chat UI on your machine.","w":"A developer who wants to see how a PACT personal agent behaves before writing their own, or who is onboarding a team.","o":"A running demo personal agent with a JWKS server and a chat UI that you can use to exercise PACT calls.","c":"Software and DevOps","r":"openpactprotocol/openpactprotocol","rt":"Openpactprotocol","rs":"openpactprotocol-openpactprotocol","u":"/use-cases/openpactprotocol-openpactprotocol/run-the-demo-personal-agent-chat-ui/","b":false,"f":false,"sc":0.7},{"id":"openqa-cn-codexqa--review-branch-before-merge-with-html-report","t":"Review a branch before merge and get a shareable HTML report","s":"Produce a bilingual REVIEW-REPORT.html with merge risk, call chains, and test gaps for a reviewer.","w":"A developer or tech lead who has an AI-generated branch ready and needs a reviewer-ready report before the merge gate.","o":"A REVIEW-REPORT.html on disk that lists merge risk, gaps, and what still needs tests, ready to attach to the review.","c":"Software and DevOps","r":"openqa-cn/codexqa","rt":"Codexqa","rs":"openqa-cn-codexqa","u":"/use-cases/openqa-cn-codexqa/review-branch-before-merge-with-html-report/","b":true,"f":false,"sc":1.0},{"id":"openqa-cn-codexqa--scan-branch-for-bugs-and-security-issues","t":"Scan a branch for bugs and security issues before merging","s":"Get a P0 to P3 HTML scan that merges SAST, lint, and secrets results with a semantic pass.","w":"A developer who just had an agent write code and wants to catch bugs or secrets that a quick glance would miss.","o":"A P0 to P3 HTML defect report with the location, evidence, and a suggestion for each finding.","c":"Software and DevOps","r":"openqa-cn/codexqa","rt":"Codexqa","rs":"openqa-cn-codexqa","u":"/use-cases/openqa-cn-codexqa/scan-branch-for-bugs-and-security-issues/","b":false,"f":false,"sc":0.9},{"id":"openqa-cn-codexqa--find-untested-paths-from-one-diff","t":"Map a diff's impact and generate tests for uncovered paths","s":"Get an impact report and runnable test files for the paths a change left untested.","w":"A developer or QA engineer preparing a PR who needs to know what else the change touches and what lacks tests.","o":"One self-contained HTML change-impact report with a coverage verdict, plus new runnable test files for the uncovered points.","c":"Software and DevOps","r":"openqa-cn/codexqa","rt":"Codexqa","rs":"openqa-cn-codexqa","u":"/use-cases/openqa-cn-codexqa/find-untested-paths-from-one-diff/","b":false,"f":false,"sc":0.8},{"id":"openqa-cn-codexqa--find-requirement-gaps-before-coding","t":"Find PRD gaps and conflicts before anyone writes code","s":"Get one P0/P1 register of gaps and conflicts from a PRD, with verification steps.","w":"A product owner or QA lead who has a PRD or story pack and wants it checked before development starts.","o":"A single assignable P0/P1 gap-and-conflict register, where high-priority items include executable verification steps.","c":"Software and DevOps","r":"openqa-cn/codexqa","rt":"Codexqa","rs":"openqa-cn-codexqa","u":"/use-cases/openqa-cn-codexqa/find-requirement-gaps-before-coding/","b":false,"f":false,"sc":0.7},{"id":"openqa-cn-codexqa--replay-browser-flow-and-check-visible-evidence","t":"Replay a browser flow and check the evidence it shows","s":"Run a UI case in Playwright Chromium and get a report with marked screenshots per step.","w":"A QA engineer who needs to confirm that a web flow reaches the visible result named in its goal.","o":"A reports/<run-id>/report.html file showing each step, the control used, and a marked screenshot with the step result.","c":"Software and DevOps","r":"openqa-cn/codexqa","rt":"Codexqa","rs":"openqa-cn-codexqa","u":"/use-cases/openqa-cn-codexqa/replay-browser-flow-and-check-visible-evidence/","b":false,"f":false,"sc":0.6},{"id":"openqodex-openqodex--try-openqodex-on-demo-repo","t":"Try OpenQodex on a demo repo with planted bugs","s":"Run a built-in demo that scans a small repository seeded with bugs, to see the output first.","w":"A developer or team lead who wants to see what OpenQodex catches before adding it to a real project.","o":"You see scanner findings and report output on a known repository, so you know what a review looks like.","c":"Software and DevOps","r":"openqodex/openqodex","rt":"Openqodex","rs":"openqodex-openqodex","u":"/use-cases/openqodex-openqodex/try-openqodex-on-demo-repo/","b":true,"f":false,"sc":1.0},{"id":"openqodex-openqodex--review-change-before-push","t":"Review your change before you push it","s":"Run a review of unpushed commits and uncommitted work, then choose which findings to fix.","w":"A developer using Claude Code, Codex, Cursor or Cline who wants a check before code leaves the machine.","o":"Your change gets scanner checks and an independent AI review, and you decide which findings your agent fixes.","c":"Software and DevOps","r":"openqodex/openqodex","rt":"Openqodex","rs":"openqodex-openqodex","u":"/use-cases/openqodex-openqodex/review-change-before-push/","b":false,"f":false,"sc":0.9},{"id":"openqodex-openqodex--review-pull-request-locally","t":"Review a pull request on your machine before merging","s":"Run a full OpenQodex review on a pull request number from your own terminal.","w":"A reviewer who wants a second check on a pull request before approving it.","o":"You get a review report for that pull request, with each stage named if it did not run.","c":"Software and DevOps","r":"openqodex/openqodex","rt":"Openqodex","rs":"openqodex-openqodex","u":"/use-cases/openqodex-openqodex/review-pull-request-locally/","b":false,"f":false,"sc":0.8},{"id":"openqodex-openqodex--add-custom-scanner-from-github","t":"Add a GitHub scanner to your review after approval","s":"Configure a compatible scanner from GitHub, approve it, and run it in your reviews.","w":"A security-minded developer who wants a scanner beyond the 22 built-in ones in one repository.","o":"The scanner runs in your next review only after you approve its exact entry.","c":"Software and DevOps","r":"openqodex/openqodex","rt":"Openqodex","rs":"openqodex-openqodex","u":"/use-cases/openqodex-openqodex/add-custom-scanner-from-github/","b":false,"f":false,"sc":0.7},{"id":"opensec-git-pi-bolt--start-pi-coding-agent-faster","t":"Start the Pi coding agent faster on your machine","s":"Install a compiled Pi build that is ready to type sooner and uses less CPU.","w":"A developer who already uses Pi and wants a quicker start and lower CPU use during long coding sessions.","o":"Pi Bolt runs with the same commands, sessions, settings, providers and extensions as Pi, starting from a compiled executable.","c":"Software and DevOps","r":"opensec-git/Pi-Bolt","rt":"Pi Bolt","rs":"opensec-git-pi-bolt","u":"/use-cases/opensec-git-pi-bolt/start-pi-coding-agent-faster/","b":true,"f":false,"sc":1.0},{"id":"opensec-git-pi-bolt--compile-your-pi-extensions-into-pi-bolt","t":"Compile your daily Pi extensions into Pi Bolt","s":"Turn installed extensions into machine code so they run without interpretation.","w":"A Pi Bolt user who relies on heavy extensions and wants them to run as compiled code.","o":"The extensions installed on this machine are compiled into Pi Bolt and run as machine code, and new releases recompile them on update.","c":"Software and DevOps","r":"opensec-git/Pi-Bolt","rt":"Pi Bolt","rs":"opensec-git-pi-bolt","u":"/use-cases/opensec-git-pi-bolt/compile-your-pi-extensions-into-pi-bolt/","b":false,"f":false,"sc":0.9},{"id":"opensec-git-pi-bolt--run-pi-bolt-inside-your-code-editor","t":"Run Pi Bolt in your editor's agent panel","s":"Use Pi Bolt through the Agent Client Protocol in Zed, JetBrains, VS Code or Neovim.","w":"A developer who works in an ACP-compatible editor and wants Pi's settings, extensions, skills and sessions in the agent panel.","o":"The editor's agent panel runs Pi Bolt with your existing Pi settings, extensions, skills and sessions.","c":"Software and DevOps","r":"opensec-git/Pi-Bolt","rt":"Pi Bolt","rs":"opensec-git-pi-bolt","u":"/use-cases/opensec-git-pi-bolt/run-pi-bolt-inside-your-code-editor/","b":false,"f":false,"sc":0.8},{"id":"opensec-git-pi-bolt--let-claude-code-delegate-tasks-to-pi-bolt","t":"Let Claude Code hand coding tasks to Pi Bolt","s":"Register Pi Bolt as an MCP server so Claude Code can send it prompts.","w":"A Claude Code user who wants a second coding agent to take on tasks and keep a session going across calls.","o":"Claude Code gives Pi Bolt a task through its prompt tool and continues the same session in later calls.","c":"Software and DevOps","r":"opensec-git/Pi-Bolt","rt":"Pi Bolt","rs":"opensec-git-pi-bolt","u":"/use-cases/opensec-git-pi-bolt/let-claude-code-delegate-tasks-to-pi-bolt/","b":false,"f":false,"sc":0.7},{"id":"opensparx-masteragent--try-offline-agent-runtime-demo","t":"Run the offline agent demo in under an hour","s":"Build the sparx CLI and watch a simulated AC command route through deterministic skills.","w":"A developer or evaluator who wants to see how a local agent runtime handles a command with no model, network or hardware.","o":"A built sparx binary and JSON output from a demo that sets and reads back a simulated AC temperature, plus a passing test run.","c":"Software and DevOps","r":"OpenSparX/MasterAgent","rt":"Master Agent","rs":"opensparx-masteragent","u":"/use-cases/opensparx-masteragent/try-offline-agent-runtime-demo/","b":true,"f":false,"sc":1.0},{"id":"opensparx-masteragent--embed-runtime-in-cpp-app","t":"Add phrase-routed tools to a C++ app","s":"Link the installed SDK into your own C++ program and register host tools with exact-phrase skills.","w":"A C++ engineer who has an existing application and needs a text or voice command layer that only calls approved functions.","o":"Your application links Master Agent::Core, registers a tool and phrase skills, and returns typed results from Runtime::run().","c":"Software and DevOps","r":"OpenSparX/MasterAgent","rt":"Master Agent","rs":"opensparx-masteragent","u":"/use-cases/opensparx-masteragent/embed-runtime-in-cpp-app/","b":false,"f":false,"sc":0.9},{"id":"opensparx-masteragent--avoid-duplicate-tool-runs-after-crash","t":"Stop repeated tool runs after a crash","s":"Persist requests in SQLite so a repeated request returns the saved result instead of running again.","w":"An operations engineer running an agent that changes a real system and must not apply the same change twice after a restart or failure.","o":"Repeated requests return the recorded outcome, and interrupted requests are marked UNKNOWN for external checking and explicit reconciliation.","c":"Software and DevOps","r":"OpenSparX/MasterAgent","rt":"Master Agent","rs":"opensparx-masteragent","u":"/use-cases/opensparx-masteragent/avoid-duplicate-tool-runs-after-crash/","b":false,"f":false,"sc":0.8},{"id":"opensparx-masteragent--route-commands-to-local-model-server","t":"Send unmatched commands to a local model","s":"Point sparx at a llama-server you run yourself so unmatched phrases reach a local model.","w":"A developer who already runs a local GGUF model and wants natural-language commands validated before any tool runs.","o":"Phrases that the skills do not match go to your model, and only valid tool calls run, with the real tool result returned.","c":"Software and DevOps","r":"OpenSparX/MasterAgent","rt":"Master Agent","rs":"opensparx-masteragent","u":"/use-cases/opensparx-masteragent/route-commands-to-local-model-server/","b":false,"f":false,"sc":0.7},{"id":"opensparx-masteragent--build-idempotent-business-tool-example","t":"Study an idempotent inventory tool integration","s":"Use the inventory example to see how a business tool commits once and recovers lost responses.","w":"A backend engineer who must connect an agent to a service that changes stock or orders and needs safe retries.","o":"A working reference for context-aware tools that return committed, failed or unknown outcomes, with a passing integration test.","c":"Software and DevOps","r":"OpenSparX/MasterAgent","rt":"Master Agent","rs":"opensparx-masteragent","u":"/use-cases/opensparx-masteragent/build-idempotent-business-tool-example/","b":false,"f":false,"sc":0.6},{"id":"openspline-openspline--add-live-face-to-python-voice-agent","t":"Add a live talking face to a Python voice agent","s":"Stream your agent's generated audio into a portrait to show a synced avatar.","w":"A developer with a working Python voice agent who wants a visible face for demos or customer-facing sessions.","o":"A viewer URL that shows a portrait speaking the agent's audio in sync.","c":"Content","r":"openspline/openspline","rt":"Openspline","rs":"openspline-openspline","u":"/use-cases/openspline-openspline/add-live-face-to-python-voice-agent/","b":true,"f":false,"sc":1.0},{"id":"openspline-openspline--run-avatar-demo-on-own-nvidia-gpu","t":"Run a local avatar demo on your own NVIDIA GPU","s":"Install the GPU service and open a local demo at localhost:7860.","w":"A developer with a Linux or WSL2 machine and an NVIDIA GPU who wants to avoid cloud costs and keep generation local.","o":"A working local demo at http://localhost:7860 that generates avatar video on the local GPU.","c":"Content","r":"openspline/openspline","rt":"Openspline","rs":"openspline-openspline","u":"/use-cases/openspline-openspline/run-avatar-demo-on-own-nvidia-gpu/","b":false,"f":false,"sc":0.9},{"id":"openspline-openspline--put-face-on-openai-realtime-agent","t":"Put a face on an OpenAI Realtime agent","s":"Wrap an existing OpenAI Realtime connection so the avatar speaks its replies.","w":"A developer whose agent already uses the OpenAI Realtime API and needs a visual avatar without rewriting event handling.","o":"The existing Realtime event handler keeps working while the avatar speaks the agent's audio.","c":"Content","r":"openspline/openspline","rt":"Openspline","rs":"openspline-openspline","u":"/use-cases/openspline-openspline/put-face-on-openai-realtime-agent/","b":false,"f":false,"sc":0.8},{"id":"openspline-openspline--add-avatar-to-livekit-agent","t":"Add an avatar to a LiveKit voice agent","s":"Attach an avatar to your AgentSession so it plays in your normal LiveKit frontend.","w":"A team running a LiveKit voice agent that needs a face shown inside its existing room frontend.","o":"The avatar appears in the same LiveKit room as the agent, driven by its audio.","c":"Content","r":"openspline/openspline","rt":"Openspline","rs":"openspline-openspline","u":"/use-cases/openspline-openspline/add-avatar-to-livekit-agent/","b":false,"f":false,"sc":0.7},{"id":"openvetta-open-vetta--run-coding-task-on-local-project","t":"Run a coding task on a local project with your own model","s":"Point Vetta at a local project and get code changes with visible tool calls and approvals.","w":"A developer with a local repository who needs a bounded coding or file task done and wants to review every step the agent takes.","o":"The agent inspects the project, makes changes or runs commands with permission prompts, and leaves the plan, tool calls, and results visible for review.","c":"Software and DevOps","r":"openvetta/open-vetta","rt":"Open Vetta","rs":"openvetta-open-vetta","u":"/use-cases/openvetta-open-vetta/run-coding-task-on-local-project/","b":true,"f":false,"sc":1.0},{"id":"openvetta-open-vetta--build-plugin-from-any-directory","t":"Build and hot-reload a Vetta plugin outside the source repo","s":"Scaffold a plugin, install it into the running desktop app, and watch changes live.","w":"A developer or coding agent that needs to add a custom desktop UI feature, file handler, message action, or tool to Vetta without cloning the Vetta source.","o":"A working plugin project with an AGENTS.md file, built and installed into the desktop app, with hot reload during development.","c":"Software and DevOps","r":"openvetta/open-vetta","rt":"Open Vetta","rs":"openvetta-open-vetta","u":"/use-cases/openvetta-open-vetta/build-plugin-from-any-directory/","b":false,"f":false,"sc":0.9},{"id":"openvetta-open-vetta--scale-proven-task-across-directories","t":"Repeat a proven task across many directories on a schedule","s":"Run one working workflow over several folders with batch tasks, then schedule it as an automation.","w":"A professional with a repeatable file or document task across many project folders, such as a team lead updating reports or docs in several repositories each week.","o":"The same workflow runs across the chosen directories as a batch task, and can then be scheduled as an automation.","c":"Software and DevOps","r":"openvetta/open-vetta","rt":"Open 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dependencies, and start the desktop app in development mode.","w":"A contributor or developer who wants to modify Vetta or test changes against the dev branch.","o":"A running development build of the desktop app that uses its own data folder, with the repo ready for validation commands.","c":"Software and DevOps","r":"openvetta/open-vetta","rt":"Open Vetta","rs":"openvetta-open-vetta","u":"/use-cases/openvetta-open-vetta/run-vetta-from-source-for-contributors/","b":false,"f":false,"sc":0.6},{"id":"orgoai-bops--delegate-inbox-and-reports-to-bots","t":"Hand inbox triage and reports to a bot team on Mac","s":"Install the Bops Mac app and give a main bot, Boppy, your inbox, pipeline and reporting work.","w":"A small business owner or operator who spends too much time on email, invoices and recurring reports, and wants a team of AI bots to take that work on.","o":"Boppy runs the team, reads your inbox and apps at once, and asks you before it sends, creates or pays anything.","c":"Work and operations","r":"OrgoAI/bops","rt":"Bops","rs":"orgoai-bops","u":"/use-cases/orgoai-bops/delegate-inbox-and-reports-to-bots/","b":true,"f":false,"sc":1.0},{"id":"orgoai-bops--self-host-bops-with-your-own-keys","t":"Self-host the Bops server on your Mac with your keys","s":"Run the Bops app and server locally, calling OpenAI and Orgo directly with keys you control.","w":"A developer or technical operator who wants to run Bops on their own Mac, use their own provider keys, and inspect or change the code.","o":"A local Bops app and server on port 3210, with state kept in .data/ on your Mac and provider calls made with your own keys.","c":"Work and operations","r":"OrgoAI/bops","rt":"Bops","rs":"orgoai-bops","u":"/use-cases/orgoai-bops/self-host-bops-with-your-own-keys/","b":false,"f":false,"sc":0.9},{"id":"orgoai-bops--assign-bot-tasks-by-email-or-text","t":"Send tasks to your bot by email, text or phone call","s":"Email, text or call your main bot's own address or number on Pro or Max to get work done remotely.","w":"A busy owner or manager away from the Mac who needs a quick task done and wants to send it from a phone or inbox.","o":"Your main bot does the task on its computer, emails you back when it's done, and texts you the results when you talk to it by phone.","c":"Work and operations","r":"OrgoAI/bops","rt":"Bops","rs":"orgoai-bops","u":"/use-cases/orgoai-bops/assign-bot-tasks-by-email-or-text/","b":false,"f":false,"sc":0.8},{"id":"orgoai-bops--research-companies-and-contacts-for-sales","t":"Look up companies, people and work emails for sales","s":"Ask bots to research companies, contacts, hiring and funding news, and local businesses for outreach.","w":"A sales or business development person who needs fresh company and contact details before reaching out to prospects.","o":"A bot returns company, person, email, phone, news, hiring and funding details, with each lookup costing cents, and asks you before pricier lookups or before emailing someone it found.","c":"Work and operations","r":"OrgoAI/bops","rt":"Bops","rs":"orgoai-bops","u":"/use-cases/orgoai-bops/research-companies-and-contacts-for-sales/","b":false,"f":false,"sc":0.7},{"id":"oriveo-oriveo--run-web-chat-with-own-api-key","t":"Run a private chat app in your browser with your own key","s":"Start the web client on your machine and chat with any of 15 providers using your own API key.","w":"A developer or power user who wants a chat interface on their own machine, without an account or a subscription, the moment they have a provider key.","o":"A chat app running at localhost on your own machine, with your provider key entered on the first screen and conversations kept on the device.","c":"Software and DevOps","r":"oriveo/oriveo","rt":"Oriveo","rs":"oriveo-oriveo","u":"/use-cases/oriveo-oriveo/run-web-chat-with-own-api-key/","b":true,"f":false,"sc":1.0},{"id":"oriveo-oriveo--chat-with-local-model-on-own-machine","t":"Chat with a local model server through a relay endpoint","s":"Point Oriveo at Ollama, LM Studio, llama.cpp or vLLM on your own network and chat with local models.","w":"A privacy-focused user or developer who runs open models on their own machine or LAN and wants one chat app for local and hosted models.","o":"A chat session answered by a local model served from your machine, with the same conversation list as your hosted providers.","c":"Software and DevOps","r":"oriveo/oriveo","rt":"Oriveo","rs":"oriveo-oriveo","u":"/use-cases/oriveo-oriveo/chat-with-local-model-on-own-machine/","b":false,"f":false,"sc":0.9},{"id":"oriveo-oriveo--build-ios-app-on-own-iphone","t":"Build and run the iOS app on your own iPhone","s":"Build Community Edition from source in Xcode and run it on an iPhone with a free developer account.","w":"An iPhone user with a Mac who wants a self-built chat app that does not depend on the App Store build.","o":"The Oriveo Community Edition app running on your iPhone, signed with your own team.","c":"Software and DevOps","r":"oriveo/oriveo","rt":"Oriveo","rs":"oriveo-oriveo","u":"/use-cases/oriveo-oriveo/build-ios-app-on-own-iphone/","b":false,"f":false,"sc":0.8},{"id":"oriveo-oriveo--build-android-debug-apk","t":"Build a debug Android APK from source","s":"Compile the Community Edition Android client into a debug APK with Gradle.","w":"An Android developer who wants to inspect or run the open source client without the Google Play build.","o":"A debug APK built from the repository that can be installed on an Android device.","c":"Software and DevOps","r":"oriveo/oriveo","rt":"Oriveo","rs":"oriveo-oriveo","u":"/use-cases/oriveo-oriveo/build-android-debug-apk/","b":false,"f":false,"sc":0.7},{"id":"oriveo-oriveo--use-chatgpt-or-grok-subscription-in-chat","t":"Chat with a ChatGPT or Grok plan you already pay for","s":"Sign in with a ChatGPT or Grok subscription instead of an API key, using the provider's device flow.","w":"A user who already pays for a ChatGPT or Grok subscription and wants to use it in Oriveo without buying separate API credits.","o":"A chat session answered through your existing subscription, with the sign-in completed on the provider's own device-authorization page.","c":"Software and DevOps","r":"oriveo/oriveo","rt":"Oriveo","rs":"oriveo-oriveo","u":"/use-cases/oriveo-oriveo/use-chatgpt-or-grok-subscription-in-chat/","b":false,"f":false,"sc":0.6},{"id":"outcrawlai-scout--research-top-stories-from-a-site","t":"Pull a ranked list from a website with one task","s":"Have Scout open a site, read the page and report the items you asked for, with links.","w":"An analyst, researcher or founder who needs the current top items from a public site and wants them pulled without manual browsing.","o":"A short, sourced answer such as the top three stories with their links and comment counts, plus a replay link to check how Scout got there.","c":"Work and operations","r":"outcrawlai/scout","rt":"Scout","rs":"outcrawlai-scout","u":"/use-cases/outcrawlai-scout/research-top-stories-from-a-site/","b":true,"f":false,"sc":1.0},{"id":"outcrawlai-scout--compare-products-across-pages","t":"Compare prices and stock across product pages","s":"Give Scout two or more products and get back a comparison of price and availability.","w":"A shopper or buyer who needs to choose between items on different pages and does not want to copy numbers by hand.","o":"A written comparison of price and stock for each item, stating which is cheaper, with a replay to check the figures.","c":"Work and operations","r":"outcrawlai/scout","rt":"Scout","rs":"outcrawlai-scout","u":"/use-cases/outcrawlai-scout/compare-products-across-pages/","b":false,"f":false,"sc":0.9},{"id":"outcrawlai-scout--fill-web-form-and-confirm-receipt","t":"Fill in a web form and confirm what the site received","s":"Give Scout the form details and get back exactly what the site recorded.","w":"An office or operations worker who must submit the same web form repeatedly and needs proof of what was entered.","o":"The form is submitted and the answer states what the site showed as received, with a replay as evidence.","c":"Work and operations","r":"outcrawlai/scout","rt":"Scout","rs":"outcrawlai-scout","u":"/use-cases/outcrawlai-scout/fill-web-form-and-confirm-receipt/","b":false,"f":false,"sc":0.8},{"id":"outcrawlai-scout--sign-in-and-read-account-page","t":"Sign in to a site and read back the account page","s":"Have Scout log in with your details and report what the account page says.","w":"A person who checks an online account regularly and wants a status summary without signing in by hand each time.","o":"A short report of what the signed-in page shows, such as a welcome message or a status line, with a replay.","c":"Work and operations","r":"outcrawlai/scout","rt":"Scout","rs":"outcrawlai-scout","u":"/use-cases/outcrawlai-scout/sign-in-and-read-account-page/","b":false,"f":false,"sc":0.7},{"id":"p-e-w-heretic--decensor-local-open-model","t":"Remove refusals from an open model in one run","s":"Run Heretic on a chosen open model to get a version with fewer refusals and low KL divergence.","w":"A local-LLM user with a GPU who wants a less restrictive version of an open model they already run.","o":"A decensored copy of the model that you can save, upload, chat with, or benchmark.","c":"Research","r":"p-e-w/heretic","rt":"Heretic","rs":"p-e-w-heretic","u":"/use-cases/p-e-w-heretic/decensor-local-open-model/","b":true,"f":false,"sc":1.0},{"id":"p-e-w-heretic--verify-decensored-model-against-original","t":"Measure refusals and KL divergence against the original model","s":"Use Heretic's built-in evaluation to compare a decensored model with its original on the same metrics.","w":"A model evaluator who needs to check whether a published decensored model is actually less restricted and still capable.","o":"Refusal counts and KL divergence figures for a candidate model, comparable with the numbers in the README table.","c":"Research","r":"p-e-w/heretic","rt":"Heretic","rs":"p-e-w-heretic","u":"/use-cases/p-e-w-heretic/verify-decensored-model-against-original/","b":false,"f":false,"sc":0.9},{"id":"p-e-w-heretic--fit-decensoring-into-limited-vram","t":"Decensor a larger model on a small GPU with 4-bit quantization","s":"Turn on bitsandbytes 4-bit quantization so a model fits into less VRAM during the run.","w":"A user with a consumer GPU who wants to process a model that would otherwise not fit in memory.","o":"A decensoring run completed with the model loaded in 4-bit form.","c":"Research","r":"p-e-w/heretic","rt":"Heretic","rs":"p-e-w-heretic","u":"/use-cases/p-e-w-heretic/fit-decensoring-into-limited-vram/","b":false,"f":false,"sc":0.8},{"id":"p-e-w-heretic--study-directional-ablation-internals","t":"Trace how refusal directions are ablated across layers","s":"Run Heretic from a source clone to study its per-layer residual directions and ablation kernel settings.","w":"A researcher or ML engineer who wants to understand how abliteration works and how its parameters are chosen.","o":"A local source checkout you can run and read, with the optimized ablation parameters for a model you chose.","c":"Research","r":"p-e-w/heretic","rt":"Heretic","rs":"p-e-w-heretic","u":"/use-cases/p-e-w-heretic/study-directional-ablation-internals/","b":false,"f":false,"sc":0.7},{"id":"pal-ai-lab-cortico--run-a-persona-bot-locally","t":"Run a persona bot locally and chat with it in the WebUI","s":"Start Cortico on your machine and talk to the reference bot in a browser console.","w":"A developer or hobbyist who wants a working AI persona bot on their own computer before building anything custom.","o":"A running default deployment named mybot with the reference bot cormini, reachable in the WebUI at http://127.0.0.1:7788/, with a configured model endpoint and a first message from the bot.","c":"Software and DevOps","r":"Pal-AI-Lab/Cortico","rt":"Cortico","rs":"pal-ai-lab-cortico","u":"/use-cases/pal-ai-lab-cortico/run-a-persona-bot-locally/","b":true,"f":false,"sc":1.0},{"id":"pal-ai-lab-cortico--build-a-cortico-extension-with-cortina","t":"Build a Cortico extension by talking to a coding agent","s":"Use the Cortina workspace and any coding agent to create or port a World extension.","w":"A non-developer or developer who wants a new integration for a Cortico bot and does not want to write the extension by hand.","o":"A finished Cortico extension, or an existing implementation moved onto Cortico, published to npm with the cortico-world keyword so it appears on the WebUI Extensions page.","c":"Software and DevOps","r":"Pal-AI-Lab/Cortico","rt":"Cortico","rs":"pal-ai-lab-cortico","u":"/use-cases/pal-ai-lab-cortico/build-a-cortico-extension-with-cortina/","b":false,"f":false,"sc":0.9},{"id":"pal-ai-lab-cortico--run-an-ai-vtuber-with-vtube-studio-and-obs","t":"Run an AI VTuber with a Live2D model, streaming TTS and OBS overlay","s":"Use the cortico-world-vtuber project to drive a Live2D avatar, speech and subtitles.","w":"A streamer or creator who wants an AI VTuber that speaks and animates on stream.","o":"A Cortico World that drives a Live2D model through VTube Studio, speaks through streaming TTS, times subtitles with a forced aligner and pushes the overlay into OBS.","c":"Software and DevOps","r":"Pal-AI-Lab/Cortico","rt":"Cortico","rs":"pal-ai-lab-cortico","u":"/use-cases/pal-ai-lab-cortico/run-an-ai-vtuber-with-vtube-studio-and-obs/","b":false,"f":false,"sc":0.8},{"id":"pal-ai-lab-cortico--run-a-bilibili-live-room-bot","t":"Run a bot that reacts to Bilibili live room events","s":"Connect the Bilibili World to answer danmaku, superchats, gifts and guards in a live room.","w":"A live streamer on Bilibili who wants an AI companion that responds to viewers in real time.","o":"A bot that receives real-time danmaku, superchats, gifts, guards and viewer traffic events, with a local OBS overlay.","c":"Software and DevOps","r":"Pal-AI-Lab/Cortico","rt":"Cortico","rs":"pal-ai-lab-cortico","u":"/use-cases/pal-ai-lab-cortico/run-a-bilibili-live-room-bot/","b":false,"f":false,"sc":0.7},{"id":"pal-ai-lab-cortico--run-several-personas-from-separate-deployments","t":"Run several bot personas from separate deployments","s":"Create isolated deployment folders so each persona has its own config and memory.","w":"A creator or developer who runs more than one bot persona and wants them kept apart.","o":"Two or more isolated deployments inside deployments/, each starting on its own with its own endpoints and settings.","c":"Software and DevOps","r":"Pal-AI-Lab/Cortico","rt":"Cortico","rs":"pal-ai-lab-cortico","u":"/use-cases/pal-ai-lab-cortico/run-several-personas-from-separate-deployments/","b":false,"f":false,"sc":0.6},{"id":"pallavi-shekhar-ai-engineering-interview-questions-company-wise--prep-company-ai-interview","t":"Prepare for one company's AI engineering interview","s":"Use one company section to plan questions, roles and topics before your loop.","w":"An AI or ML engineer with an interview scheduled at one of the 35 listed companies and limited time to prepare.","o":"A short, company-specific study list with answer links where the guide has them.","c":"Personal productivity","r":"pallavi-shekhar/ai-engineering-interview-questions-company-wise","rt":"AI Engineering Interview Questions Company Wise","rs":"pallavi-shekhar-ai-engineering-interview-questions-company-wise","u":"/use-cases/pallavi-shekhar-ai-engineering-interview-questions-company-wise/prep-company-ai-interview/","b":true,"f":false,"sc":1.0},{"id":"pallavi-shekhar-ai-engineering-interview-questions-company-wise--drill-recurring-llm-questions","t":"Drill LLM questions that recur across companies","s":"Practice the topics that come up at many companies, with the companies named for each.","w":"An engineer preparing for LLM, inference or GenAI roles who wants the questions that show up most often.","o":"A practice set of recurring questions, the companies that ask each one, and an answer to check against.","c":"Personal productivity","r":"pallavi-shekhar/ai-engineering-interview-questions-company-wise","rt":"AI Engineering Interview Questions Company Wise","rs":"pallavi-shekhar-ai-engineering-interview-questions-company-wise","u":"/use-cases/pallavi-shekhar-ai-engineering-interview-questions-company-wise/drill-recurring-llm-questions/","b":false,"f":false,"sc":0.9},{"id":"pallavi-shekhar-ai-engineering-interview-questions-company-wise--compare-lab-interview-focus","t":"Compare interview focus across two AI labs","s":"Put two company sections side by side to choose where to focus your preparation.","w":"A candidate with offers or interviews at two or more AI companies who needs to decide how to split study time.","o":"A side-by-side view of the roles, loop and topics for two companies, to guide where to spend study time.","c":"Personal productivity","r":"pallavi-shekhar/ai-engineering-interview-questions-company-wise","rt":"AI Engineering Interview Questions Company Wise","rs":"pallavi-shekhar-ai-engineering-interview-questions-company-wise","u":"/use-cases/pallavi-shekhar-ai-engineering-interview-questions-company-wise/compare-lab-interview-focus/","b":false,"f":false,"sc":0.8},{"id":"pan-chera-multi-agent-cad--generate-printable-part-from-brief","t":"Generate an editable printable part from a text brief","s":"Turn a plain-language part description into STEP, STL, and GLB files you can open in CAD or print.","w":"A maker or product designer who needs a first CAD model of a simple printable part and does not want to write CAD code.","o":"An editable part exported as STEP, STL, and GLB, with the generated Python and QA results available for review.","c":"Work and operations","r":"Pan-Chera/Multi-Agent-CAD","rt":"Multi Agent CAD","rs":"pan-chera-multi-agent-cad","u":"/use-cases/pan-chera-multi-agent-cad/generate-printable-part-from-brief/","b":true,"f":false,"sc":1.0},{"id":"pan-chera-multi-agent-cad--draft-browser-ui-part-run-for-team","t":"Run a local browser UI to generate and download parts","s":"Start the MAC web UI on your own machine to generate parts with a 3D preview and download results.","w":"A designer or small team member who prefers a visual interface to editing config files and running commands.","o":"A local web page where you submit a brief, see a 3D preview, and download the generated part files.","c":"Work and operations","r":"Pan-Chera/Multi-Agent-CAD","rt":"Multi Agent CAD","rs":"pan-chera-multi-agent-cad","u":"/use-cases/pan-chera-multi-agent-cad/draft-browser-ui-part-run-for-team/","b":false,"f":false,"sc":0.9},{"id":"pan-chera-multi-agent-cad--audit-generated-cad-with-qa-history","t":"Review generated CAD with QA reports and repair history","s":"Inspect the brief, plan, generated Python, measurements, and repair steps behind each generated part.","w":"A mechanical engineer who must sign off on AI-generated geometry and needs to see how it was made before trusting it.","o":"A clear record of the structured brief, geometry plan, generated code, measurements, QA report, and repair history for one part.","c":"Work and operations","r":"Pan-Chera/Multi-Agent-CAD","rt":"Multi Agent CAD","rs":"pan-chera-multi-agent-cad","u":"/use-cases/pan-chera-multi-agent-cad/audit-generated-cad-with-qa-history/","b":false,"f":false,"sc":0.8},{"id":"pan-chera-multi-agent-cad--prototype-assembly-with-urdf-export","t":"Prototype an articulated assembly and export URDF","s":"Describe a multi-part mechanism and get a generated assembly with a URDF file for simulation work.","w":"A robotics or mechanism developer who wants a quick articulated concept to test in a physics simulator.","o":"An experimental multi-part assembly with joint interfaces and a URDF export for downstream robotics or physics simulation.","c":"Work and operations","r":"Pan-Chera/Multi-Agent-CAD","rt":"Multi Agent CAD","rs":"pan-chera-multi-agent-cad","u":"/use-cases/pan-chera-multi-agent-cad/prototype-assembly-with-urdf-export/","b":false,"f":false,"sc":0.7},{"id":"pan-chera-multi-agent-cad--agent-generates-part-variants-from-briefs","t":"Have a coding agent generate part variants from briefs","s":"Let an agent set the brief, run the pipeline, and return exported part files for each variant.","w":"An engineer who uses a coding agent for routine work and wants it to produce several CAD variants from a list of briefs.","o":"A set of generated part files, one per brief, with the agent reporting each output path and QA result.","c":"Work and operations","r":"Pan-Chera/Multi-Agent-CAD","rt":"Multi Agent CAD","rs":"pan-chera-multi-agent-cad","u":"/use-cases/pan-chera-multi-agent-cad/agent-generates-part-variants-from-briefs/","b":false,"f":false,"sc":0.6},{"id":"panaversity-ksor--stand-up-a-governed-knowledge-site","t":"Stand up a governed knowledge site from a fresh project","s":"Create a working KSoR project with starter documents and build it locally in minutes.","w":"A developer or team lead who wants one authoritative knowledge base for a policy set or course and has only Node installed.","o":"A running local site reading Markdown from knowledge/, with a build that reports which documents are admitted to a machine surface.","c":"Research","r":"panaversity/ksor","rt":"Ksor","rs":"panaversity-ksor","u":"/use-cases/panaversity-ksor/stand-up-a-governed-knowledge-site/","b":true,"f":false,"sc":1.0},{"id":"panaversity-ksor--serve-governed-knowledge-to-ai-agents","t":"Serve a governed record to AI agents with a refusal floor","s":"Provision a Postgres-backed serve path so agents query the record and abstain when it does not answer.","w":"A platform engineer whose AI agents must answer from approved institutional knowledge and must refuse when the record is silent.","o":"A serving setup where agent answers name the document and publication they came from, and the agent abstains when the record does not cover the question.","c":"Research","r":"panaversity/ksor","rt":"Ksor","rs":"panaversity-ksor","u":"/use-cases/panaversity-ksor/serve-governed-knowledge-to-ai-agents/","b":false,"f":false,"sc":0.9},{"id":"panaversity-ksor--govern-team-policy-with-human-approval","t":"Govern a team's policy or course content with human approval","s":"Write your own knowledge as Markdown, keep it as draft, and publish only what a person approves.","w":"A policy owner or instructor who wants AI-facing knowledge to reflect only what the institution has approved.","o":"Your own document replaces the starter samples, stays out of machine surfaces while in draft, and is admitted only after approval.","c":"Research","r":"panaversity/ksor","rt":"Ksor","rs":"panaversity-ksor","u":"/use-cases/panaversity-ksor/govern-team-policy-with-human-approval/","b":false,"f":false,"sc":0.8},{"id":"paradigm-study-claude-share--pair-on-live-claude-task","t":"Pair with a teammate on a live Claude Code task","s":"Share a session link so a teammate joins with shared history and both investigate the same code.","w":"A developer who is stuck on a bug or codebase question and wants a teammate to join the same Claude session right away.","o":"The teammate is in the host's session with its shared history, and both people see the same prompts, streamed replies and tool results.","c":"Software and DevOps","r":"Paradigm-Study/claude-share","rt":"Claude Share","rs":"paradigm-study-claude-share","u":"/use-cases/paradigm-study-claude-share/pair-on-live-claude-task/","b":true,"f":false,"sc":1.0},{"id":"paradigm-study-claude-share--review-claude-work-together","t":"Review Claude's replies and tool results together","s":"Walk a teammate through Claude's replies, tool cards, files and previews inside their own session.","w":"A reviewer or lead who needs to check what Claude did in a session without rerunning the work.","o":"The reviewer sees the host's replies, tool cards, files and supported previews in their own session, and can react to replies or @name teammates in the transcript.","c":"Software and DevOps","r":"Paradigm-Study/claude-share","rt":"Claude Share","rs":"paradigm-study-claude-share","u":"/use-cases/paradigm-study-claude-share/review-claude-work-together/","b":false,"f":false,"sc":0.9},{"id":"paradigm-study-claude-share--control-guest-permissions","t":"Let guests watch or ask before edits and commands","s":"Keep the host in control with approval rules or a watch-only guest mode for shared sessions.","w":"A host who wants a teammate or outside reviewer in the session but must keep control of edits, commands and network use on their machine.","o":"Guest requests to edit, run commands or use the network ask the host first, or the guest is limited to watch-only mode.","c":"Software and DevOps","r":"Paradigm-Study/claude-share","rt":"Claude Share","rs":"paradigm-study-claude-share","u":"/use-cases/paradigm-study-claude-share/control-guest-permissions/","b":false,"f":false,"sc":0.8},{"id":"paradigm-study-claude-share--host-private-room-server","t":"Host your own Shared Sessions room server","s":"Deploy a Cloudflare Worker or Node server so your team keeps rooms on its own infrastructure.","w":"A platform or DevOps engineer at a team that cannot send session transcripts through the public default server.","o":"Your team runs its own room server, and sharing by link goes through that server instead of the public one.","c":"Software and DevOps","r":"Paradigm-Study/claude-share","rt":"Claude Share","rs":"paradigm-study-claude-share","u":"/use-cases/paradigm-study-claude-share/host-private-room-server/","b":false,"f":false,"sc":0.7},{"id":"patchy631-time-to-first-token--serve-openai-compatible-llm-on-rented-gpu","t":"Serve a 7-8B model behind an OpenAI-compatible endpoint","s":"Deploy vLLM on one rented 24GB GPU and call it with OpenAI-style requests.","w":"Backend engineer who needs a self-hosted LLM endpoint and has no prior serving experience.","o":"A working endpoint serving Llama-3.1-8B-Instruct or Qwen2.5-7B that existing OpenAI-style client code can call.","c":"Software and DevOps","r":"patchy631/time-to-first-token","rt":"Time to First Token","rs":"patchy631-time-to-first-token","u":"/use-cases/patchy631-time-to-first-token/serve-openai-compatible-llm-on-rented-gpu/","b":true,"f":false,"sc":1.0},{"id":"patchy631-time-to-first-token--chart-ttft-and-queue-depth-grafana","t":"Chart TTFT and queue depth on a live LLM service","s":"Connect Prometheus and Grafana to a vLLM server to watch latency and queueing.","w":"Platform or SRE engineer who must explain why a self-hosted model feels slow under load.","o":"A Grafana dashboard showing TTFT, inter-token latency, throughput, and queue depth for your own service.","c":"Software and DevOps","r":"patchy631/time-to-first-token","rt":"Time to First Token","rs":"patchy631-time-to-first-token","u":"/use-cases/patchy631-time-to-first-token/chart-ttft-and-queue-depth-grafana/","b":false,"f":false,"sc":0.9},{"id":"patchy631-time-to-first-token--compare-vllm-sglang-shared-prefix-workload","t":"Compare vLLM and SGLang on a shared-prefix workload","s":"Run one model on both engines to measure the TTFT gap on prefix-heavy traffic.","w":"ML engineer choosing a serving engine who needs evidence from a traffic pattern like their own.","o":"A side-by-side TTFT and throughput comparison of vLLM and SGLang with pinned versions.","c":"Software and DevOps","r":"patchy631/time-to-first-token","rt":"Time to First Token","rs":"patchy631-time-to-first-token","u":"/use-cases/patchy631-time-to-first-token/compare-vllm-sglang-shared-prefix-workload/","b":false,"f":false,"sc":0.8},{"id":"patchy631-time-to-first-token--load-test-llm-endpoint-past-1000-concurrent","t":"Load test an LLM endpoint past 1000 concurrent requests","s":"Use guidellm to sweep concurrency and report p50, p95, and p99 latency.","w":"Performance engineer preparing an LLM service for peak traffic.","o":"A reproducible concurrency sweep with p50, p95, and p99 output, cross-checked by a second tool.","c":"Software and DevOps","r":"patchy631/time-to-first-token","rt":"Time to First Token","rs":"patchy631-time-to-first-token","u":"/use-cases/patchy631-time-to-first-token/load-test-llm-endpoint-past-1000-concurrent/","b":false,"f":false,"sc":0.7},{"id":"patilshreyas-debroid--trap-crash-with-live-state","t":"Catch an app crash and read live state at the throw","s":"Set exception traps, reproduce the crash, and read locals and frames without a GUI.","w":"An Android developer or AI agent handed a crash report with no clear cause, who needs the exact runtime values when the exception fires.","o":"The agent gets a JSON record of the caught or uncaught exception, the frames, and the local values at that moment, and can propose a fix based on them.","c":"Software and DevOps","r":"PatilShreyas/debroid","rt":"Debroid","rs":"patilshreyas-debroid","u":"/use-cases/patilshreyas-debroid/trap-crash-with-live-state/","b":true,"f":false,"sc":1.0},{"id":"patilshreyas-debroid--pause-at-line-and-inspect-variables","t":"Pause at a suspect line and inspect its variables","s":"Set a line breakpoint, hit it, and read the object state the agent needs to test a hypothesis.","w":"An AI agent working on a logic bug in a specific Android class, where a developer wants the runtime values at one line.","o":"The agent pauses the app at the chosen line, reads the locals and instance fields as JSON, and narrows the cause without rebuilding.","c":"Software and DevOps","r":"PatilShreyas/debroid","rt":"Debroid","rs":"patilshreyas-debroid","u":"/use-cases/patilshreyas-debroid/pause-at-line-and-inspect-variables/","b":false,"f":false,"sc":0.9},{"id":"patilshreyas-debroid--watch-field-changes-to-find-writer","t":"Find which code writes a field that goes wrong","s":"Watch a field for access and modification, then read the stack at each change.","w":"A developer or agent tracking a field whose value changes unexpectedly during a user flow.","o":"The agent gets a list of the code locations that touched the field during the flow, with stack traces, and can name the writer.","c":"Software and DevOps","r":"PatilShreyas/debroid","rt":"Debroid","rs":"patilshreyas-debroid","u":"/use-cases/patilshreyas-debroid/watch-field-changes-to-find-writer/","b":false,"f":false,"sc":0.8},{"id":"pdparchitect-noodle--run-a-persistent-task-agent-on-your-mac","t":"Run a persistent task agent on your Mac","s":"Install Noodle, connect your AI account and give a bot a recurring task with its own workspace.","w":"A knowledge worker on a Mac who already pays for an AI tool and repeatedly re-explains the same context for research or document work.","o":"A named bot with its own workspace, backstory and history that picks up the same task each time you return.","c":"Personal 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to a bot for web tasks.","w":"A user who needs an agent to check or act on websites that require their own login, such as a dashboard they already use.","o":"A bot that uses your signed-in pages in the background and sends clickable previews back to the conversation.","c":"Personal productivity","r":"pdparchitect/noodle","rt":"Noodle","rs":"pdparchitect-noodle","u":"/use-cases/pdparchitect-noodle/let-a-bot-work-in-your-signed-in-browser/","b":false,"f":false,"sc":0.8},{"id":"pdparchitect-noodle--chat-with-your-mac-bots-from-your-phone","t":"Chat with your Mac's bots from your phone","s":"Pair your iPhone with your Mac through Noodle Hub settings to talk to your own bots.","w":"A user who runs bots on a Mac at home and wants to check on them or send tasks from iPhone or iPad while away.","o":"Your Mac appears in Noodle Mobile as a Hub with your own bots, reachable from your phone.","c":"Personal productivity","r":"pdparchitect/noodle","rt":"Noodle","rs":"pdparchitect-noodle","u":"/use-cases/pdparchitect-noodle/chat-with-your-mac-bots-from-your-phone/","b":false,"f":false,"sc":0.7},{"id":"penso-herdr-gpui--install-native-herdr-client","t":"Install the native Herdr client and open your sessions","s":"Get a native window onto your local Herdr daemon in a few copy-paste commands.","w":"A developer on macOS, Linux, or Windows who already runs Herdr and wants a native client for it.","o":"The Herdr UI app opens and shows your daemon's workspaces, worktrees, and agent status dots in one sidebar.","c":"Software and DevOps","r":"penso/herdr-gpui","rt":"Herdr Gpui","rs":"penso-herdr-gpui","u":"/use-cases/penso-herdr-gpui/install-native-herdr-client/","b":true,"f":false,"sc":1.0},{"id":"penso-herdr-gpui--review-agent-changes-with-notes","t":"Review an agent's changes and send notes back to it","s":"Mark up an agent's diff line by line and send the notes straight back to that agent.","w":"A developer who lets a coding agent edit code in a worktree and wants to review the result before accepting it.","o":"The agent receives your line-level review notes in the session it is working in and can act on them.","c":"Software and DevOps","r":"penso/herdr-gpui","rt":"Herdr Gpui","rs":"penso-herdr-gpui","u":"/use-cases/penso-herdr-gpui/review-agent-changes-with-notes/","b":false,"f":false,"sc":0.9},{"id":"penso-herdr-gpui--annotate-agent-browser-pages","t":"Mark up a page an agent opened and send notes back","s":"Pick elements or regions on an agent's browser page and send your notes to that agent.","w":"A developer whose coding agent builds a web page or local app and needs visual feedback on it.","o":"The agent's browser tab shows your annotations on specific elements or regions, and those notes go back to the same agent.","c":"Software and DevOps","r":"penso/herdr-gpui","rt":"Herdr Gpui","rs":"penso-herdr-gpui","u":"/use-cases/penso-herdr-gpui/annotate-agent-browser-pages/","b":false,"f":false,"sc":0.8},{"id":"penso-herdr-gpui--watch-agents-across-ssh-hosts","t":"Watch agents and CPU load across several SSH hosts","s":"See each remote machine's agents, status dots, and CPU and memory in one client.","w":"A developer or small team running Herdr and coding agents on several machines, including remote ones over SSH.","o":"One window shows each host's agents with status dots and each host's CPU and memory, and it alerts you when an agent needs you.","c":"Software and DevOps","r":"penso/herdr-gpui","rt":"Herdr Gpui","rs":"penso-herdr-gpui","u":"/use-cases/penso-herdr-gpui/watch-agents-across-ssh-hosts/","b":false,"f":false,"sc":0.7},{"id":"peonist-ai-halogen-flash-server--run-local-codex-agent-on-strix-halo","t":"Run a local Codex agent on a Strix Halo box","s":"Serve Qwen3.8-Flash-Next locally and point Codex at it through the Responses API.","w":"A developer with a Strix Halo machine who wants a coding agent that runs on their own hardware instead of a hosted API.","o":"Codex sends its requests to the halogen server on the local machine and gets answers from Qwen3.8-Flash-Next.","c":"Software and DevOps","r":"peonist-ai/halogen-flash-server","rt":"Halogen Flash Server","rs":"peonist-ai-halogen-flash-server","u":"/use-cases/peonist-ai-halogen-flash-server/run-local-codex-agent-on-strix-halo/","b":true,"f":false,"sc":1.0},{"id":"peonist-ai-halogen-flash-server--run-local-claude-code-on-strix-halo","t":"Point Claude Code at a local halogen server","s":"Serve the model on your own box and route Claude Code through the Messages API.","w":"A developer who already uses Claude Code and wants its requests answered by a model running on their own Strix Halo machine.","o":"Claude Code sends its Messages API calls to the halogen server and receives answers from the local model.","c":"Software and DevOps","r":"peonist-ai/halogen-flash-server","rt":"Halogen Flash Server","rs":"peonist-ai-halogen-flash-server","u":"/use-cases/peonist-ai-halogen-flash-server/run-local-claude-code-on-strix-halo/","b":false,"f":false,"sc":0.9},{"id":"peonist-ai-halogen-flash-server--keep-a-long-agent-session-warm-across-restarts","t":"Resume a long agent session after a server restart","s":"Use the on-disk prompt cache so a deep agent session picks up without a cold start.","w":"A developer running a long coding-agent session with tens of thousands of tokens of context who needs to restart the server without losing that progress.","o":"The conversation resumes from the disk prompt cache after a restart instead of reprocessing the whole prompt.","c":"Software and DevOps","r":"peonist-ai/halogen-flash-server","rt":"Halogen Flash Server","rs":"peonist-ai-halogen-flash-server","u":"/use-cases/peonist-ai-halogen-flash-server/keep-a-long-agent-session-warm-across-restarts/","b":false,"f":false,"sc":0.8},{"id":"peonist-ai-halogen-flash-server--measure-throughput-on-your-own-strix-halo","t":"Benchmark decode and prefill on your own box","s":"Reproduce the published throughput numbers on your own Strix Halo machine.","w":"A researcher or hardware tester who wants to check published speed claims against their own machine before trusting them.","o":"A set of prefill and decode measurements from the user's own machine, comparable with the figures in docs/performance.md.","c":"Software and DevOps","r":"peonist-ai/halogen-flash-server","rt":"Halogen Flash Server","rs":"peonist-ai-halogen-flash-server","u":"/use-cases/peonist-ai-halogen-flash-server/measure-throughput-on-your-own-strix-halo/","b":false,"f":false,"sc":0.7},{"id":"peonist-ai-halogen-flash-server--serve-a-local-text-classifier-endpoint","t":"Use the server as a text classifier endpoint","s":"Send labeling and classification requests to the local model through the classify endpoint.","w":"An operations or data analyst who needs to sort incoming text into categories without sending it to an outside service.","o":"Each input text comes back with a category label produced by the local model.","c":"Software and DevOps","r":"peonist-ai/halogen-flash-server","rt":"Halogen Flash Server","rs":"peonist-ai-halogen-flash-server","u":"/use-cases/peonist-ai-halogen-flash-server/serve-a-local-text-classifier-endpoint/","b":false,"f":false,"sc":0.6},{"id":"perplexityai-numbat--audit-past-agent-sessions-read-only","t":"Audit past agent sessions without changing any config","s":"Scan existing agent session artifacts on a machine to list agents and surface findings.","w":"A security engineer asked to review what AI coding agents did on a developer laptop after a suspected leak.","o":"A list of discovered agents and a findings stream from past sessions, with secrets redacted, and no hooks or agent settings changed.","c":"Security and science","r":"perplexityai/numbat","rt":"Numbat","rs":"perplexityai-numbat","u":"/use-cases/perplexityai-numbat/audit-past-agent-sessions-read-only/","b":true,"f":false,"sc":1.0},{"id":"perplexityai-numbat--monitor-codex-sessions-live","t":"Monitor live Codex activity into a local record file","s":"Install a monitor-only Codex hook that writes events and findings to an NDJSON file.","w":"A platform operator who wants continuous visibility into a Codex user's activity on a shared workstation.","o":"Live Codex events, findings, and indicators written to ~/.numbat/records.ndjson, with hooks running in monitor-only mode.","c":"Security and science","r":"perplexityai/numbat","rt":"Numbat","rs":"perplexityai-numbat","u":"/use-cases/perplexityai-numbat/monitor-codex-sessions-live/","b":false,"f":false,"sc":0.9},{"id":"perplexityai-numbat--enforce-custom-deny-rule-before-action","t":"Block a risky Codex action with a custom deny rule","s":"Copy a shipped rule, mark it enforce: true, and install it on a Codex pre-action hook.","w":"A security lead who has tested a detection in monitor mode and now wants a Codex pre-action block for one behavior.","o":"A controlled operator rule directory where the chosen detection denies matching Codex actions, with enforcement decisions written to the record stream.","c":"Security and science","r":"perplexityai/numbat","rt":"Numbat","rs":"perplexityai-numbat","u":"/use-cases/perplexityai-numbat/enforce-custom-deny-rule-before-action/","b":false,"f":false,"sc":0.8},{"id":"perplexityai-space--run-agent-code-in-isolated-sandbox","t":"Run agent-written code in an isolated sandbox","s":"Create a sandbox, run a command in it, and collect its output over the HTTP API.","w":"A developer building an AI agent that generates and runs code, and needs each run kept apart from the host and other users.","o":"Each run executes in its own Firecracker microVM sandbox, and your application receives the command output and exit result, then deletes the sandbox.","c":"Software and DevOps","r":"perplexityai/SPACE","rt":"SPACE","rs":"perplexityai-space","u":"/use-cases/perplexityai-space/run-agent-code-in-isolated-sandbox/","b":true,"f":false,"sc":1.0},{"id":"perplexityai-space--point-e2b-sdk-code-at-space","t":"Point existing E2B Python SDK code at SPACE","s":"Use the E2B Compatibility Wrapper so E2B Python SDK scripts run on SPACE sandboxes.","w":"A team with existing E2B Python SDK code that wants to move sandbox execution onto SPACE without rewriting the calling code.","o":"The same E2B Python SDK script runs against SPACE through the compatibility layer, within the behavior the guide lists as supported.","c":"Software and DevOps","r":"perplexityai/SPACE","rt":"SPACE","rs":"perplexityai-space","u":"/use-cases/perplexityai-space/point-e2b-sdk-code-at-space/","b":false,"f":false,"sc":0.9},{"id":"perplexityai-space--build-spitfire-docs-locally","t":"Build the SPACE guide and API docs on your machine","s":"Build the mdBook guide and API reference locally and browse them in a browser.","w":"A developer or operator who wants offline access to the SPACE guide and API reference, or who is editing the docs.","o":"You get a local documentation site that combines the guide and API reference from your current checkout.","c":"Software and DevOps","r":"perplexityai/SPACE","rt":"SPACE","rs":"perplexityai-space","u":"/use-cases/perplexityai-space/build-spitfire-docs-locally/","b":false,"f":false,"sc":0.8},{"id":"perplexityai-space--iterate-on-space-with-tilt","t":"Rebuild and test SPACE changes with a Tilt loop","s":"Run tilt up to rebuild affected images and roll workloads as you edit SPACE files.","w":"A contributor changing SPACE services or templates who needs to see runtime behavior on a local Kind cluster.","o":"Edits trigger rebuilds of affected images and rollouts of their workloads, and you check the change with the Kind smoke suites.","c":"Software and DevOps","r":"perplexityai/SPACE","rt":"SPACE","rs":"perplexityai-space","u":"/use-cases/perplexityai-space/iterate-on-space-with-tilt/","b":false,"f":false,"sc":0.7},{"id":"perplexityai-space--operate-warm-pools-and-snapshots","t":"Cut sandbox start time with warm pools and snapshots","s":"Keep booted sandboxes ready or restore from a base snapshot to skip cold boots.","w":"An operator running SPACE on Kubernetes or a single node who needs sandboxes to start quickly for interactive or agent workloads.","o":"Creates reuse ready sandboxes from a warm pool or restore from a base snapshot, and you confirm the faster path with the operator CLI.","c":"Software and DevOps","r":"perplexityai/SPACE","rt":"SPACE","rs":"perplexityai-space","u":"/use-cases/perplexityai-space/operate-warm-pools-and-snapshots/","b":false,"f":false,"sc":0.6},{"id":"perrylink-dsh-auto-review--ai-review-routine-bash-and-write","t":"Let a second model approve routine bash and write requests","s":"Install the reviewer so bash and write approvals get AI verdicts while other tools still go to a human.","w":"A developer running DeepSeek Harness sessions who gets many approval prompts for routine shell and file writes and wants fewer interruptions.","o":"Bash and write requests are decided by a read-only reviewer with a stated reason, while every other tool, including edit, still goes to the human approval chain.","c":"Software and DevOps","r":"PerryLink/dsh-auto-review","rt":"DSH Auto Review","rs":"perrylink-dsh-auto-review","u":"/use-cases/perrylink-dsh-auto-review/ai-review-routine-bash-and-write/","b":true,"f":false,"sc":1.0},{"id":"perrylink-dsh-auto-review--audit-approval-decisions-from-session-log","t":"Trace why an approval was allowed or denied","s":"Rebuild each AI approval decision from the session log to check what the reviewer did.","w":"A team lead or security-minded developer who needs to explain or review an approval that an AI reviewer allowed or denied.","o":"The reviewer's decision is traced from the session log through the events approval/asked, autoReview/verdict or autoReview/rejection, and approval/decided, with the reason attached.","c":"Software and DevOps","r":"PerryLink/dsh-auto-review","rt":"DSH Auto Review","rs":"perrylink-dsh-auto-review","u":"/use-cases/perrylink-dsh-auto-review/audit-approval-decisions-from-session-log/","b":false,"f":false,"sc":0.9},{"id":"perrylink-dsh-auto-review--block-risky-commands-with-config-rules","t":"Block risky commands with rules and a stricter fallback","s":"Use riskRules, fallbackPolicy, and riskPolicy in cordis.yml to deny dangerous requests automatically.","w":"An engineer who keeps DeepSeek Harness running on a shared repo and wants destructive commands blocked without a human answer.","o":"Requests that match a never rule are rejected with an auditable marker, and reviewer failures resolve through a chosen fallback policy.","c":"Software and DevOps","r":"PerryLink/dsh-auto-review","rt":"DSH Auto Review","rs":"perrylink-dsh-auto-review","u":"/use-cases/perrylink-dsh-auto-review/block-risky-commands-with-config-rules/","b":false,"f":false,"sc":0.8},{"id":"perrylink-dsh-industry-research--build-sourced-industry-chain-map","t":"Map an industry chain with sourced values and gap list","s":"Build an upstream, midstream, and downstream chain map where every number carries a source and missing data is listed.","w":"An industry analyst starting a sector study who needs a structured chain map with no unsourced figures.","o":"A validated chain.json plus a list of explicit gap slots and bottleneck nodes for the industry.","c":"Research","r":"PerryLink/dsh-industry-research","rt":"DSH Industry 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cards from your own data files","s":"Turn Markdown, text, CSV, TSV, or JSON files in the workspace into company cards with explicit gaps.","w":"A buy-side or corporate strategy analyst with company filings and notes saved locally who needs consistent company cards.","o":"A company card per company, with rejected files listed with reasons and every unestablished item shown as a gap.","c":"Research","r":"PerryLink/dsh-industry-research","rt":"DSH Industry Research","rs":"perrylink-dsh-industry-research","u":"/use-cases/perrylink-dsh-industry-research/produce-company-cards-from-workspace-files/","b":false,"f":false,"sc":0.8},{"id":"perrylink-dsh-industry-research--assemble-auditable-industry-report","t":"Assemble an auditable industry report with verified evidence","s":"Combine chain, timeline, and company evidence into a report where each claim points to registered evidence.","w":"A research lead who must hand over an industry report that another reader can audit claim by claim.","o":"A report.md and manifest.json with a source-traceability table, and claims marked by verdict or as unverified.","c":"Research","r":"PerryLink/dsh-industry-research","rt":"DSH Industry Research","rs":"perrylink-dsh-industry-research","u":"/use-cases/perrylink-dsh-industry-research/assemble-auditable-industry-report/","b":false,"f":false,"sc":0.7},{"id":"perrylink-dsh-research-report--seal-a-research-report-with-byte-checked-claims","t":"Seal a research report with byte-checked claims","s":"Bind each claim to saved source snapshots and seal a report whose manifest hash anyone can recompute.","w":"A researcher or analyst who must hand over a report where every number and quoted span traces back to saved sources.","o":"A sealed report folder with a seal hash, per-claim verdicts, and a manifest that records every evidence hash.","c":"Research","r":"PerryLink/dsh-research-report","rt":"DSH Research Report","rs":"perrylink-dsh-research-report","u":"/use-cases/perrylink-dsh-research-report/seal-a-research-report-with-byte-checked-claims/","b":true,"f":false,"sc":1.0},{"id":"perrylink-dsh-research-report--verify-a-sealed-report-from-its-directory-alone","t":"Verify a sealed report from its directory alone","s":"Recompute a report's seal and per-claim checks with the standalone verifier, without the original session.","w":"A reviewer or auditor who receives a sealed report folder and must confirm it has not been altered.","o":"A JSON or SARIF result showing whether the seal hash and each claim re-check still hold.","c":"Research","r":"PerryLink/dsh-research-report","rt":"DSH Research Report","rs":"perrylink-dsh-research-report","u":"/use-cases/perrylink-dsh-research-report/verify-a-sealed-report-from-its-directory-alone/","b":false,"f":false,"sc":0.9},{"id":"perrylink-dsh-research-report--find-claims-that-lack-source-evidence","t":"Find claims in a draft that lack source evidence","s":"Seal a draft and read the visible markers to see which claims have no bound evidence.","w":"A writer or analyst reviewing an AI-drafted document who needs to know which statements have no backing source.","o":"A sealed report where every unsupported claim carries a visible marker and appears in Appendix A.","c":"Research","r":"PerryLink/dsh-research-report","rt":"DSH Research Report","rs":"perrylink-dsh-research-report","u":"/use-cases/perrylink-dsh-research-report/find-claims-that-lack-source-evidence/","b":false,"f":false,"sc":0.8},{"id":"perrylink-dsh-research-report--track-claims-that-evidence-has-disproven","t":"Track claims that the evidence has disproven","s":"Query the ledger and the falsification log to see which claims the sources contradict.","w":"An analyst preparing a fact-check who must list every claim the saved evidence contradicts.","o":"A list of contradicted and disproven claims with their evidence references and reasons from disconfirmation.jsonl.","c":"Research","r":"PerryLink/dsh-research-report","rt":"DSH Research Report","rs":"perrylink-dsh-research-report","u":"/use-cases/perrylink-dsh-research-report/track-claims-that-evidence-has-disproven/","b":false,"f":false,"sc":0.7},{"id":"perrylink-jevcore--route-tickets-with-typed-judgments","t":"Route support tickets with typed Jev answers","s":"Ask Jev yes/no and choice questions about a ticket and act only on confident answers.","w":"A developer running a Node service that triages incoming support tickets and needs routing decisions without a model round-trip.","o":"Each ticket gets typed urgency and team answers with probability and confidence, and an unsure answer produces a review step instead of an automatic action.","c":"Software and 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jev_rank, and related tools.","w":"A developer whose MCP host is not DeepSeek Harness and who wants typed Jev judgments as tools.","o":"The host lists the Jev tools, and the egress report appears on stderr while the protocol stays clean.","c":"Software and DevOps","r":"PerryLink/jevcore","rt":"Jevcore","rs":"perrylink-jevcore","u":"/use-cases/perrylink-jevcore/serve-jev-tools-over-mcp-stdio/","b":false,"f":false,"sc":0.8},{"id":"perrylink-jevcore--send-state-through-openrouter-route","t":"Route Jev calls through an OpenRouter key","s":"Point the jevcore-dsh plugin at OpenRouter when a TypeSafe key is impractical.","w":"A DeepSeek Harness user with an OpenRouter key who cannot get a TypeSafe key and accepts a different third party receiving the state.","o":"Jev answers come from the System One models through OpenRouter, with the endpoint named in the startup report and a cost recorded in usage.","c":"Software and DevOps","r":"PerryLink/jevcore","rt":"Jevcore","rs":"perrylink-jevcore","u":"/use-cases/perrylink-jevcore/send-state-through-openrouter-route/","b":false,"f":false,"sc":0.7},{"id":"petergyang-human-review--review-ai-plan-markdown-visually","t":"Edit an AI-written Markdown plan and send feedback in one batch","s":"Mark up a Markdown plan in the browser and send all edits and comments to your agent at once.","w":"A founder or team lead who asked an AI agent for a project plan or doc and wants to fix wording and structure without typing a long chat message.","o":"The agent updates the Markdown source with every edit and comment you sent, and the page refreshes for another review.","c":"Content","r":"petergyang/human-review","rt":"Human Review","rs":"petergyang-human-review","u":"/use-cases/petergyang-human-review/review-ai-plan-markdown-visually/","b":true,"f":false,"sc":1.0},{"id":"petergyang-human-review--review-localhost-page-before-agent-edits","t":"Mark up a localhost page and send fixes back to the app source","s":"Review a running local page in the browser and have your agent apply the changes to the code.","w":"A developer or designer building a landing page or small app locally who wants to point at exact spots instead of describing them in chat.","o":"Your agent receives comments anchored to exact text and elements, plus your direct edits, and applies them to the app source.","c":"Content","r":"petergyang/human-review","rt":"Human Review","rs":"petergyang-human-review","u":"/use-cases/petergyang-human-review/review-localhost-page-before-agent-edits/","b":false,"f":false,"sc":0.9},{"id":"petergyang-human-review--tighten-website-copy-across-pages","t":"Cut extra copy and rewrite CTAs across several pages","s":"Click through linked pages in the review tool and trim copy without losing feedback between them.","w":"A marketer or content editor with a multi-page HTML site who wants to remove repeated copy and rewrite calls to action in one pass.","o":"Feedback from each page is collected and sent to the agent together, and the agent updates the HTML files.","c":"Content","r":"petergyang/human-review","rt":"Human Review","rs":"petergyang-human-review","u":"/use-cases/petergyang-human-review/tighten-website-copy-across-pages/","b":false,"f":false,"sc":0.8},{"id":"pgrundev-pgbot--triage-slow-postgres-in-ten-seconds","t":"Triage a slow PostgreSQL database in ten seconds","s":"Run one read-only health check and get ranked findings for a database you do not own.","w":"An on-call engineer or database owner who needs to know what is wrong with a PostgreSQL database right now, without deploying monitoring.","o":"A findings-first report that grades cache hit, lock wait, rollbacks, and idle index bytes, then lists CRITICAL, WARNING, and NOTE findings.","c":"Software and DevOps","r":"pgrundev/pgbot","rt":"Pgbot","rs":"pgrundev-pgbot","u":"/use-cases/pgrundev-pgbot/triage-slow-postgres-in-ten-seconds/","b":true,"f":false,"sc":1.0},{"id":"pgrundev-pgbot--find-queries-eating-database-time","t":"Find the queries that eat the most database time","s":"Rank statements by total time or call count to pick the first query to tune.","w":"A developer or DBA who knows the app is slow and needs to see which SQL statements take the most database time.","o":"A ranked list of statements with total time, share of total time, call count, and mean time, ready to hand to a tuning pass.","c":"Software and DevOps","r":"pgrundev/pgbot","rt":"Pgbot","rs":"pgrundev-pgbot","u":"/use-cases/pgrundev-pgbot/find-queries-eating-database-time/","b":false,"f":false,"sc":0.9},{"id":"pgrundev-pgbot--spot-unused-and-missing-indexes","t":"Spot unused indexes and likely missing indexes","s":"Find zero-scan indexes and large tables with heavy sequential scans before dropping or adding anything.","w":"A database engineer tuning schema and indexes who must avoid dropping an index that a replica still uses.","o":"A list of zero-scan indexes with sizes, a list of large tables with heavy sequential scans, and a caveat about which indexes not to drop.","c":"Software and DevOps","r":"pgrundev/pgbot","rt":"Pgbot","rs":"pgrundev-pgbot","u":"/use-cases/pgrundev-pgbot/spot-unused-and-missing-indexes/","b":false,"f":false,"sc":0.8},{"id":"pgrundev-pgbot--gate-schema-migrations-in-ci","t":"Gate schema migrations in CI with a Postgres lint","s":"Fail a pull request when a schema change adds a critical finding, without a live production database.","w":"A platform or DevOps engineer who wants database checks on every migration pull request.","o":"A CI job that exits non-zero on critical schema findings and can emit SARIF for the GitHub Security tab.","c":"Software and DevOps","r":"pgrundev/pgbot","rt":"Pgbot","rs":"pgrundev-pgbot","u":"/use-cases/pgrundev-pgbot/gate-schema-migrations-in-ci/","b":false,"f":false,"sc":0.7},{"id":"pgrundev-pgbot--let-claude-code-read-postgres-findings","t":"Let Claude Code read PostgreSQL findings over MCP","s":"Connect an AI coding agent to structured database findings through the Pgbot MCP server.","w":"A developer using Claude Code who wants the agent to reason over live PostgreSQL health findings during a debugging session.","o":"The agent queries the same versioned findings the CLI produces and cites specific tables, queries, and indexes.","c":"Software and DevOps","r":"pgrundev/pgbot","rt":"Pgbot","rs":"pgrundev-pgbot","u":"/use-cases/pgrundev-pgbot/let-claude-code-read-postgres-findings/","b":false,"f":false,"sc":0.6},{"id":"philolabs-fable51-worlds--walk-real-street-in-browser","t":"Walk a real San Francisco plaza in a browser","s":"Explore a generated Union Square build and its walkthrough route without installing a game engine.","w":"A game or film designer who needs a walkable reference of a real public plaza before a location shoot or level build.","o":"A walkable Three.js scene of Union Square, with the walkthrough video as a guide to the key viewpoints.","c":"Content","r":"PhiloLabs/fable51-worlds","rt":"Fable51 Worlds","rs":"philolabs-fable51-worlds","u":"/use-cases/philolabs-fable51-worlds/walk-real-street-in-browser/","b":true,"f":false,"sc":1.0},{"id":"philolabs-fable51-worlds--edit-world-with-reviewable-diff","t":"Change one building detail as a reviewable code diff","s":"Adjust a shopfront or façade parameter in a world and confirm only that part changed.","w":"A technical artist revising a generated district after a client asks for deeper shopfront recesses.","o":"A code change limited to the requested parameter, with the rest of the world unchanged in the browser.","c":"Content","r":"PhiloLabs/fable51-worlds","rt":"Fable51 Worlds","rs":"philolabs-fable51-worlds","u":"/use-cases/philolabs-fable51-worlds/edit-world-with-reviewable-diff/","b":false,"f":false,"sc":0.9},{"id":"philolabs-fable51-worlds--check-world-against-reference-photos","t":"Check a generated world against reference photos","s":"Run Playwright screenshots of fixed viewpoints and compare them with photos from the same spots.","w":"A QA lead who must confirm a generated scene matches its real-world reference before sign-off.","o":"A list of viewpoints with visible differences from the reference photos, plus the QA report that ships with the world.","c":"Content","r":"PhiloLabs/fable51-worlds","rt":"Fable51 Worlds","rs":"philolabs-fable51-worlds","u":"/use-cases/philolabs-fable51-worlds/check-world-against-reference-photos/","b":false,"f":false,"sc":0.8},{"id":"phprs-cms-kaletacms--launch-business-site-from-starter","t":"Launch a business website from a starter site","s":"Install Kaleta on your hosting and publish a working business site from a starter in under an hour.","w":"A small business owner or freelance web designer who needs a company website with services, team, contact and news pages and no custom code.","o":"A running Kaleta installation with a chosen starter site, edited in the visual builder and ready to publish.","c":"Sales and marketing","r":"phprs-cms/kaletacms","rt":"Kaletacms","rs":"phprs-cms-kaletacms","u":"/use-cases/phprs-cms-kaletacms/launch-business-site-from-starter/","b":true,"f":false,"sc":1.0},{"id":"phprs-cms-kaletacms--have-claude-draft-site-changes-over-mcp","t":"Have Claude draft site changes over MCP for approval","s":"Connect Claude to your Kaleta site so it drafts pages, site parts and design changes you review before publishing.","w":"A web agency or site owner who already uses Claude and wants it to build sections from existing HTML or edit site content without publishing unreviewed changes.","o":"Claude-created changes appear as drafts in the site, ready for review and approval.","c":"Sales and marketing","r":"phprs-cms/kaletacms","rt":"Kaletacms","rs":"phprs-cms-kaletacms","u":"/use-cases/phprs-cms-kaletacms/have-claude-draft-site-changes-over-mcp/","b":false,"f":false,"sc":0.9},{"id":"phprs-cms-kaletacms--move-wordpress-site-into-kaleta","t":"Move a WordPress site into Kaleta","s":"Import an existing WordPress site into the Kaleta page builder instead of rebuilding it by hand.","w":"A web designer or business owner who has an existing WordPress business site and wants to move it to Kaleta.","o":"Your WordPress content appears in the Kaleta page builder as editable content.","c":"Sales and marketing","r":"phprs-cms/kaletacms","rt":"Kaletacms","rs":"phprs-cms-kaletacms","u":"/use-cases/phprs-cms-kaletacms/move-wordpress-site-into-kaleta/","b":false,"f":false,"sc":0.8},{"id":"phprs-cms-kaletacms--collect-leads-and-newsletter-without-cookies","t":"Collect enquiries and newsletter sign-ups without cookies","s":"Add an enquiry form and double opt-in newsletter to a business site, then send confirmed subscribers to your mailing service.","w":"A marketer or owner of a service business who wants leads and newsletter subscribers without CAPTCHA or cookie banners.","o":"Enquiries reach the admin and by e-mail, and confirmed newsletter subscribers are passed to your mailing service.","c":"Sales and marketing","r":"phprs-cms/kaletacms","rt":"Kaletacms","rs":"phprs-cms-kaletacms","u":"/use-cases/phprs-cms-kaletacms/collect-leads-and-newsletter-without-cookies/","b":false,"f":false,"sc":0.7},{"id":"phuryn-work-humanizer--humanize-ai-work-email","t":"Remove AI tone from a work email without changing its commitments","s":"Rewrite an AI-drafted sales, support or HR message in a plain voice with every fact kept.","w":"A sales rep or support agent who has an AI draft of a customer email that reads as machine-written and contains offers, dates or promises that must not change.","o":"A rewritten message in a plain human voice, with a sentence-by-sentence fact audit that lists what stayed the same.","c":"Work and operations","r":"phuryn/work-humanizer","rt":"Work Humanizer","rs":"phuryn-work-humanizer","u":"/use-cases/phuryn-work-humanizer/humanize-ai-work-email/","b":true,"f":false,"sc":1.0},{"id":"phuryn-work-humanizer--interview-before-rewriting-generic-draft","t":"Get a specific work draft built from your answers, not guesses","s":"Answer a few questions so the rewrite contains your real example, number or outcome.","w":"A manager or account lead with a generic AI draft that could have been written from any one-line request and lacks the facts only they know.","o":"A piece built from your answers, with gaps left to you rather than filled with made-up facts.","c":"Work and operations","r":"phuryn/work-humanizer","rt":"Work Humanizer","rs":"phuryn-work-humanizer","u":"/use-cases/phuryn-work-humanizer/interview-before-rewriting-generic-draft/","b":false,"f":false,"sc":0.9},{"id":"phuryn-work-humanizer--turn-own-notes-into-human-piece","t":"Turn your notes or transcript into a human-sounding work piece","s":"Build a post or memo on your own argument, order and examples instead of an AI draft.","w":"A team lead or founder with rough notes or a voice-memo transcript who needs a launch post, update or internal memo that sounds like them.","o":"A piece that keeps your claims, their order and your examples, with questions only where your notes leave gaps.","c":"Work and operations","r":"phuryn/work-humanizer","rt":"Work Humanizer","rs":"phuryn-work-humanizer","u":"/use-cases/phuryn-work-humanizer/turn-own-notes-into-human-piece/","b":false,"f":false,"sc":0.8},{"id":"pinloop-ai-pinloop-cli--judge-postings-against-my-resume","t":"Judge job postings against your resume","s":"Have your coding agent score matching postings against your resume and preferences.","w":"A job seeker who wants to find roles that fit their background without reading hundreds of postings by hand.","o":"A shortlist of postings, each judged against the resume and preference files you gave Pinloop.","c":"Work and operations","r":"pinloop-ai/pinloop-cli","rt":"Pinloop CLI","rs":"pinloop-ai-pinloop-cli","u":"/use-cases/pinloop-ai-pinloop-cli/judge-postings-against-my-resume/","b":true,"f":false,"sc":1.0},{"id":"pinloop-ai-pinloop-cli--count-matching-postings-before-pulling","t":"Count matching postings before pulling them","s":"Check how many postings match a search before spending your daily pull allowance.","w":"A person researching demand for a role, sector, or location who wants a quick count before collecting any data.","o":"A count of matching postings for your search terms and filters, with nothing pulled yet.","c":"Work and operations","r":"pinloop-ai/pinloop-cli","rt":"Pinloop CLI","rs":"pinloop-ai-pinloop-cli","u":"/use-cases/pinloop-ai-pinloop-cli/count-matching-postings-before-pulling/","b":false,"f":false,"sc":0.9},{"id":"pinloop-ai-pinloop-cli--schedule-automatic-posting-scans","t":"Schedule automatic scans for new postings","s":"Set a Pro routine that saves new matching postings on Pinloop's servers.","w":"An active job seeker who wants new matching postings saved for them without rerunning searches each day.","o":"Matching postings are scanned and saved automatically on a schedule or as new postings arrive, even when your laptop is closed.","c":"Work and operations","r":"pinloop-ai/pinloop-cli","rt":"Pinloop CLI","rs":"pinloop-ai-pinloop-cli","u":"/use-cases/pinloop-ai-pinloop-cli/schedule-automatic-posting-scans/","b":false,"f":false,"sc":0.8},{"id":"pinvou-pinvou-agent--run-coding-agent-in-real-project","t":"Run a coding agent on a real project from one desktop app","s":"Bring Codex, Claude Code, or Kimi into a project through ACP and review its plans and file changes.","w":"A developer who wants a coding agent to edit a real repository while keeping plans, commands, and file changes visible in one window.","o":"A coding session bound to a project folder, with plans, tool steps, permission requests, and file changes shown in the workspace and kept after an app restart.","c":"Personal productivity","r":"Pinvou/pinvou-agent","rt":"Pinvou Agent","rs":"pinvou-pinvou-agent","u":"/use-cases/pinvou-pinvou-agent/run-coding-agent-in-real-project/","b":true,"f":false,"sc":1.0},{"id":"pinvou-pinvou-agent--design-poster-from-prompt","t":"Turn a text prompt into an editable poster or chart","s":"Generate a poster or data visualization from natural language, then edit its text, colors, and layout directly.","w":"A marketer or small business owner who needs a quick poster or chart and wants to fix details without a design tool.","o":"An editable visual that you can refine by selecting elements in design mode or by asking the agent to iterate.","c":"Personal productivity","r":"Pinvou/pinvou-agent","rt":"Pinvou Agent","rs":"pinvou-pinvou-agent","u":"/use-cases/pinvou-pinvou-agent/design-poster-from-prompt/","b":false,"f":false,"sc":0.9},{"id":"pinvou-pinvou-agent--private-knowledge-chat-local-model","t":"Chat with your own documents using a local model","s":"Point the app at a local vLLM endpoint and query a local knowledge base with source references.","w":"A researcher or analyst who wants to question private documents without sending them to a cloud service.","o":"Answers grounded in your own collections, with collection and file provenance shown, using a model that runs locally.","c":"Personal productivity","r":"Pinvou/pinvou-agent","rt":"Pinvou Agent","rs":"pinvou-pinvou-agent","u":"/use-cases/pinvou-pinvou-agent/private-knowledge-chat-local-model/","b":false,"f":false,"sc":0.8},{"id":"pinvou-pinvou-agent--produce-work-files-with-skills","t":"Produce reusable work files from attachments and Skills","s":"Combine attachments, knowledge, and a Skill to draft a document you can edit as Markdown.","w":"An operations or project lead who regularly turns reports and notes into standard documents.","o":"A Markdown deliverable saved as an artifact that you edit directly or revise by selecting a passage.","c":"Personal productivity","r":"Pinvou/pinvou-agent","rt":"Pinvou Agent","rs":"pinvou-pinvou-agent","u":"/use-cases/pinvou-pinvou-agent/produce-work-files-with-skills/","b":false,"f":false,"sc":0.7},{"id":"plannotator-artifact-server--agent-publishes-design-doc-for-review","t":"Publish an agent's design doc for full-screen review","s":"Let Claude Code upload an HTML design doc and return a review link you can comment on.","w":"A developer using Claude Code to draft a plan or design doc who needs teammates to review it without it getting lost in a chat log.","o":"The agent uploads the HTML file, returns a full-screen review link, and the review thread stays attached to that artifact.","c":"Software and DevOps","r":"plannotator/artifact-server","rt":"Artifact Server","rs":"plannotator-artifact-server","u":"/use-cases/plannotator-artifact-server/agent-publishes-design-doc-for-review/","b":true,"f":false,"sc":1.0},{"id":"plannotator-artifact-server--run-artifact-server-locally-for-one-developer","t":"Run a private artifact server on your laptop","s":"Start Artifact Server from source so one developer can store and review artifacts locally.","w":"A solo developer or agent builder who wants a private place for AI-made artifacts before deciding on a team deployment.","o":"A local Artifact Server runs on a printed URL, with metadata in SQLite and files on disk, and owner access from the same loopback origin.","c":"Software and DevOps","r":"plannotator/artifact-server","rt":"Artifact Server","rs":"plannotator-artifact-server","u":"/use-cases/plannotator-artifact-server/run-artifact-server-locally-for-one-developer/","b":false,"f":false,"sc":0.9},{"id":"plannotator-artifact-server--deploy-private-artifact-hub-for-team","t":"Host a private artifact hub for your product team","s":"Deploy Artifact Server on a hosting target your team already uses for shared review.","w":"A tech lead or platform engineer whose product team needs one shared, self-hosted place for agent-made plans, mockups, and reviews.","o":"A team-wide Artifact Server with one trusted application origin and one isolated wildcard content domain, reachable by the team and agents through MCP.","c":"Software and DevOps","r":"plannotator/artifact-server","rt":"Artifact Server","rs":"plannotator-artifact-server","u":"/use-cases/plannotator-artifact-server/deploy-private-artifact-hub-for-team/","b":false,"f":false,"sc":0.8},{"id":"plannotator-artifact-server--verify-artifact-server-changes-before-handoff","t":"Run the full check gate before handing off changes","s":"Run the project's checks and iteration gate on a local checkout before sending a change for review.","w":"A contributor or an AI coding agent that has edited the Artifact Server source and must prove the change is safe to hand off.","o":"The focused checks pass, the web tests pass, and the complete iteration gate passes before the handoff.","c":"Software and DevOps","r":"plannotator/artifact-server","rt":"Artifact Server","rs":"plannotator-artifact-server","u":"/use-cases/plannotator-artifact-server/verify-artifact-server-changes-before-handoff/","b":false,"f":false,"sc":0.7},{"id":"player-yn-browserkitten--turn-page-data-into-editable-sheet","t":"Turn data on a logged-in page into an editable sheet","s":"Select the data on a live page, describe the result, and get a sheet artifact you can edit.","w":"An analyst or operations person who needs a table from a web app they are already signed into and has no export button for.","o":"An editable sheet artifact kept in the session, built from the data you selected on the page.","c":"Work and operations","r":"Player-YN/BrowserKitten","rt":"Browser Kitten","rs":"player-yn-browserkitten","u":"/use-cases/player-yn-browserkitten/turn-page-data-into-editable-sheet/","b":true,"f":false,"sc":1.0},{"id":"player-yn-browserkitten--draft-site-html-from-browser-session","t":"Draft a site HTML artifact from a live browser session","s":"Ask the side-panel agent to build a site HTML artifact based on what is open in your tab.","w":"A small team member or solo builder who wants a quick HTML page based on content they are viewing in Chrome.","o":"A site HTML artifact kept in the session that you can review and reuse.","c":"Work and operations","r":"Player-YN/BrowserKitten","rt":"Browser Kitten","rs":"player-yn-browserkitten","u":"/use-cases/player-yn-browserkitten/draft-site-html-from-browser-session/","b":false,"f":false,"sc":0.9},{"id":"player-yn-browserkitten--run-regression-tests-before-extension-change","t":"Run regression tests before changing the extension","s":"Run the Node and browser smoke tests to confirm a baseline before editing Paw Work.","w":"A developer who wants to modify the extension and needs a known-good baseline first.","o":"A pass or fail result for the pure Node regression suite and the browser smoke test on the unmodified code.","c":"Work and operations","r":"Player-YN/BrowserKitten","rt":"Browser Kitten","rs":"player-yn-browserkitten","u":"/use-cases/player-yn-browserkitten/run-regression-tests-before-extension-change/","b":false,"f":false,"sc":0.8},{"id":"pliablepixels-gap-trap--set-up-agent-code-gates","t":"Set up gates so agent code stays correct","s":"Generate contracts, gates, and ratchets for a repo so AI-written code is checked before commit.","w":"A developer whose AI agent writes most of the code in a repo and who has noticed drift, such as duplicate helpers or layer-boundary breaks, that nobody reviewed.","o":"The repo has contracts, gates that fail commits or CI runs on broken rules, ratchets for known problems, and playbooks, all committed locally without a push.","c":"Software and DevOps","r":"pliablepixels/gap-trap","rt":"Gap Trap","rs":"pliablepixels-gap-trap","u":"/use-cases/pliablepixels-gap-trap/set-up-agent-code-gates/","b":true,"f":false,"sc":1.0},{"id":"pliablepixels-gap-trap--audit-existing-repo-violations","t":"Find existing rule violations before they spread","s":"List current violations by contract and rule in a repo right after setup, without changing code.","w":"A tech lead who just set up Gap Trap and wants to see how far the existing code already is from the new rules.","o":"A report of existing violations grouped by contract and rule, with no changes made to the repo.","c":"Software and DevOps","r":"pliablepixels/gap-trap","rt":"Gap Trap","rs":"pliablepixels-gap-trap","u":"/use-cases/pliablepixels-gap-trap/audit-existing-repo-violations/","b":false,"f":false,"sc":0.9},{"id":"pliablepixels-gap-trap--refine-rules-after-incidents","t":"Refine rules after incidents and keep gates current","s":"Find rules without gates and stale contracts, then turn lessons from commit history into one PR.","w":"A maintainer of a gap-trap-managed repo who has had a bug from agent code or who runs the review about once a month.","o":"One pull request that adds missing gates, fixes stale contracts, and records lessons in the playbooks.","c":"Software and DevOps","r":"pliablepixels/gap-trap","rt":"Gap Trap","rs":"pliablepixels-gap-trap","u":"/use-cases/pliablepixels-gap-trap/refine-rules-after-incidents/","b":false,"f":false,"sc":0.8},{"id":"pliablepixels-gap-trap--prove-new-tests-can-fail","t":"Catch tests that pass against old code in CI","s":"Run every new test against the old code in CI and fail any test that passes there.","w":"A developer whose agent writes tests that check that code ran rather than that it did the right thing.","o":"A CI job that flags each new test that also passes on the old code, so weak tests are caught before merge.","c":"Software and DevOps","r":"pliablepixels/gap-trap","rt":"Gap Trap","rs":"pliablepixels-gap-trap","u":"/use-cases/pliablepixels-gap-trap/prove-new-tests-can-fail/","b":false,"f":false,"sc":0.7},{"id":"posva-medula--verify-bug-fix-with-live-state","t":"Verify a bug fix by reading live component state","s":"Let an agent read and check a running app's component state after a fix, without editing source files.","w":"A developer or coding agent fixing a production bug in a Vue, React, Svelte, or Solid web app, who needs to confirm the fix at the verification step.","o":"The agent reports the current component tree and state of the running page, so the fix can be confirmed against what the app actually holds.","c":"Software and DevOps","r":"posva/medula","rt":"Medula","rs":"posva-medula","u":"/use-cases/posva-medula/verify-bug-fix-with-live-state/","b":true,"f":false,"sc":1.0},{"id":"posva-medula--test-cart-edge-cases-live","t":"Test cart edge cases by editing live state","s":"Set state values in a running app to reproduce edge cases that are hard to build in automated tests.","w":"A developer or QA-minded agent exploring edge cases in a shop or form flow that is awkward to reproduce with automated tests.","o":"The agent sets the state directly, such as a cart quantity, and reports what the page shows, such as the total.","c":"Software and DevOps","r":"posva/medula","rt":"Medula","rs":"posva-medula","u":"/use-cases/posva-medula/test-cart-edge-cases-live/","b":false,"f":false,"sc":0.9},{"id":"posva-medula--inspect-vue-stores-and-routes","t":"Inspect Vue Pinia stores and walk routes with an agent","s":"Let an agent read Pinia store state and open Vue Router routes in a running Vue app.","w":"A Vue 3 developer whose bug depends on Pinia store values or a specific route, and who wants an agent to check both on the running app.","o":"The agent reads the Pinia store values, moves the app to the requested Vue Router route, and reports what it finds.","c":"Software and DevOps","r":"posva/medula","rt":"Medula","rs":"posva-medula","u":"/use-cases/posva-medula/inspect-vue-stores-and-routes/","b":false,"f":false,"sc":0.8},{"id":"powerfooi-roamgate--continue-herdr-workspace-on-phone","t":"Continue a Herdr workspace on your phone","s":"Start work on a computer, then pick up the same Herdr workspace and sessions from a phone through Roamgate.","w":"A developer who starts agent sessions at a desk and wants to check progress or step in from a phone while away.","o":"The same workspace, agent sessions, and terminals open in a phone browser or installed PWA while Herdr keeps running.","c":"Software and DevOps","r":"powerfooI/roamgate","rt":"Roamgate","rs":"powerfooi-roamgate","u":"/use-cases/powerfooi-roamgate/continue-herdr-workspace-on-phone/","b":true,"f":false,"sc":1.0},{"id":"powerfooi-roamgate--review-agent-code-changes-in-browser","t":"Review agent code changes and diffs in a browser","s":"Open the files and diffs a coding agent changed in Herdr, then review them with annotations in the browser.","w":"A developer or reviewer who needs to check what an agent changed in a workspace before accepting it.","o":"Changed files, diffs, and inline diff annotations are reviewed in one browser view tied to the Herdr workspace.","c":"Software and DevOps","r":"powerfooI/roamgate","rt":"Roamgate","rs":"powerfooi-roamgate","u":"/use-cases/powerfooi-roamgate/review-agent-code-changes-in-browser/","b":false,"f":false,"sc":0.9},{"id":"powerfooi-roamgate--monitor-agent-sessions-and-run-tests-from-phone","t":"Monitor agent sessions and run tests from a phone","s":"Check agent activity, run commands in a terminal, and preview output on a phone while away from the desk.","w":"A developer who has agents running long tasks and wants to check progress, run tests, or view an HTML preview from a phone.","o":"Agent activity, terminal output, test results, and HTML previews are visible on a phone through the same Roamgate session.","c":"Software and DevOps","r":"powerfooI/roamgate","rt":"Roamgate","rs":"powerfooi-roamgate","u":"/use-cases/powerfooi-roamgate/monitor-agent-sessions-and-run-tests-from-phone/","b":false,"f":false,"sc":0.8},{"id":"powerfooi-roamgate--run-roamgate-from-source-for-development","t":"Run Roamgate from source to develop or test it","s":"Install dependencies with Bun and start the server and web app in separate terminals.","w":"A contributor who wants to change Roamgate or test a fix against a running Herdr server.","o":"The development server and web client run locally and load against a running Herdr server.","c":"Software and 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your hardware to get tokens-per-second figures and a report for the project.","w":"A hardware-curious user or contributor with a CPU or GPU the README did not test, such as a different laptop or an AMD machine.","o":"Your own reading and writing speeds for a model, plus a benchmark report you can share with the project.","c":"Software and DevOps","r":"prabanta-dev/janas","rt":"Janas","rs":"prabanta-dev-janas","u":"/use-cases/prabanta-dev-janas/benchmark-own-machine-and-send-report/","b":false,"f":false,"sc":0.9},{"id":"prabanta-dev-janas--chat-with-local-model-on-windows-laptop","t":"Chat with a local model on a Windows laptop","s":"Unpack the Windows build and chat with a local model from a terminal.","w":"A Windows 11 user who wants a private local chat model and is not a developer.","o":"A chat session with a locally run model on a Windows x86-64 machine.","c":"Software and DevOps","r":"prabanta-dev/janas","rt":"Janas","rs":"prabanta-dev-janas","u":"/use-cases/prabanta-dev-janas/chat-with-local-model-on-windows-laptop/","b":false,"f":false,"sc":0.8},{"id":"prabanta-dev-janas--limit-memory-and-disable-gpu-on-shared-machine","t":"Cap memory and keep the GPU off on a shared machine","s":"Start Janas-LLM with a memory limit or without the GPU so it does not take over a shared computer.","w":"A user on a shared or work machine who wants a local model without it filling the memory or touching the GPU.","o":"A chat session that keeps to a set memory limit and runs on the CPU only.","c":"Software and DevOps","r":"prabanta-dev/janas","rt":"Janas","rs":"prabanta-dev-janas","u":"/use-cases/prabanta-dev-janas/limit-memory-and-disable-gpu-on-shared-machine/","b":false,"f":false,"sc":0.7},{"id":"prabanta-dev-janas--speed-up-chat-replies-with-drafts","t":"Speed up chat replies with draft tokens","s":"Enable draft decoding for supported Qwen and Gemma models to get faster chat replies.","w":"A user chatting with a Qwen3.5, Qwen3.6, Qwen3-Next, or Gemma 4 model who wants faster answers to ordinary questions.","o":"Chat replies at a higher rate, with the same text, when the model supports drafts.","c":"Software and DevOps","r":"prabanta-dev/janas","rt":"Janas","rs":"prabanta-dev-janas","u":"/use-cases/prabanta-dev-janas/speed-up-chat-replies-with-drafts/","b":false,"f":false,"sc":0.6},{"id":"promethe-us-awesome-jev--pick-jev-integration-path-for-your-stack","t":"Pick the Jev integration path that fits your stack","s":"Match your framework or platform to a documented Jev access route and its migration caveats.","w":"A developer or agent whose app already uses Vercel, LangChain, Cloudflare, OpenRouter, or TanStack AI and needs to know how to call Jev.","o":"A short written choice of one integration route, with the model identifier and schema notes to verify before coding.","c":"Research","r":"Promethe-us/awesome-jev","rt":"Awesome 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then have your own policy approve, deny, or send them to a person.","w":"A platform engineer running an agent that calls external tools and needs a review step for uncertain or high-risk actions.","o":"A tool-call gate where Jev gives an advisory signal and application code, not Jev, makes the final approve, deny, or escalate decision.","c":"Research","r":"Promethe-us/awesome-jev","rt":"Awesome Jev","rs":"promethe-us-awesome-jev","u":"/use-cases/promethe-us-awesome-jev/gate-agent-tool-calls-with-jev-policy/","b":false,"f":false,"sc":0.8},{"id":"promethe-us-awesome-jev--scope-jev-robotics-work-before-building","t":"Check what Jev robotics work is proven before building","s":"Separate running Jev robotics systems from author measurements and design-stage ideas.","w":"A robotics engineer or researcher deciding whether Jev is worth prototyping on drones, arms, or simulators.","o":"A short evidence note that labels each Jev robotics item as running, author-measured, or design-stage, with sources.","c":"Research","r":"Promethe-us/awesome-jev","rt":"Awesome Jev","rs":"promethe-us-awesome-jev","u":"/use-cases/promethe-us-awesome-jev/scope-jev-robotics-work-before-building/","b":false,"f":false,"sc":0.7},{"id":"prysai-prysai-llm-playbook--check-llm-answer-before-acting","t":"Check an LLM answer before you act on it","s":"Use the five-unit core route to write a bounded request and inspect the model's answer.","w":"A beginner who has received a fluent AI answer and needs to decide whether it is safe to use.","o":"A bounded task card, a checked result record that states what remains unknown, and one transfer attempt on a new task.","c":"Research","r":"Prysai/Prysai-LLM-Playbook","rt":"Prysai LLM Playbook","rs":"prysai-prysai-llm-playbook","u":"/use-cases/prysai-prysai-llm-playbook/check-llm-answer-before-acting/","b":true,"f":false,"sc":1.0},{"id":"prysai-prysai-llm-playbook--write-bounded-agent-task-card","t":"Turn a vague request into an agent task card","s":"Use Chapter 3 and Lab 002 to define goal, constraints, acceptance, and stop conditions.","w":"A person about to hand a loosely described job to an AI agent who needs it to be specific enough to execute.","o":"A task protocol with goal, context, constraints, acceptance criteria, stop conditions, and failure handling.","c":"Research","r":"Prysai/Prysai-LLM-Playbook","rt":"Prysai LLM Playbook","rs":"prysai-prysai-llm-playbook","u":"/use-cases/prysai-prysai-llm-playbook/write-bounded-agent-task-card/","b":false,"f":false,"sc":0.9},{"id":"prysai-prysai-llm-playbook--check-citation-shaped-answer","t":"Check a citation-shaped answer before you use it","s":"Use the source-record check to find missing source fields in an AI answer.","w":"A researcher or student who has an AI answer full of references and needs to know which claims have a checkable source.","o":"A list of visible missing source fields and a next check, or a stop decision.","c":"Research","r":"Prysai/Prysai-LLM-Playbook","rt":"Prysai LLM 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images.","w":"A researcher or engineer with a CUDA GPU who needs a quick ImageNet-style image classifier to test or compare against other backbones.","o":"You have a loaded VisionHOPE-S model that returns logits of shape [1, 1000] for an input image tensor, ready for your own preprocessing and labels.","c":"Research","r":"PSRben/VisionHOPE","rt":"Vision HOPE","rs":"psrben-visionhope","u":"/use-cases/psrben-visionhope/classify-images-with-visionhope-checkpoint/","b":true,"f":false,"sc":1.0},{"id":"psrben-visionhope--drop-srnl-operator-into-custom-vision-model","t":"Add the Vision HOPE operator to your own vision network","s":"Use the standalone SRNL, VisionHOPEOperator, or VisionHOPEBlock modules inside a different PyTorch architecture.","w":"A deep learning researcher building a custom image model who wants to test the Vision HOPE operator as a component in place of a standard mixing layer.","o":"Your model runs with the Vision HOPE operator in one or more layers, and gradients flow through it during training.","c":"Research","r":"PSRben/VisionHOPE","rt":"Vision HOPE","rs":"psrben-visionhope","u":"/use-cases/psrben-visionhope/drop-srnl-operator-into-custom-vision-model/","b":false,"f":false,"sc":0.9},{"id":"psrben-visionhope--speed-up-visionhope-inference","t":"Cut Vision HOPE inference time on an NVIDIA GPU","s":"Turn on fast inference for standalone modules or prepare a full model for faster forward passes.","w":"An engineer deploying a Vision HOPE model for batch image processing who needs lower latency on an NVIDIA GPU.","o":"Inference runs with fast inference enabled and the weights stay the same, so outputs match the original model within normal numerical differences.","c":"Research","r":"PSRben/VisionHOPE","rt":"Vision HOPE","rs":"psrben-visionhope","u":"/use-cases/psrben-visionhope/speed-up-visionhope-inference/","b":false,"f":false,"sc":0.8},{"id":"psrben-visionhope--evaluate-visionhope-checkpoint-on-benchmark","t":"Check Vision HOPE accuracy on ImageNet, COCO, or ADE20K","s":"Run the matching test script on your downloaded dataset to measure a released checkpoint.","w":"A researcher who wants to confirm reported results on a local copy of ImageNet-1K, COCO 2017, or ADE20K before building on the checkpoint.","o":"You get the evaluation output from the matching test script for the checkpoint and dataset you chose.","c":"Research","r":"PSRben/VisionHOPE","rt":"Vision HOPE","rs":"psrben-visionhope","u":"/use-cases/psrben-visionhope/evaluate-visionhope-checkpoint-on-benchmark/","b":false,"f":false,"sc":0.7},{"id":"ptero-ai-ptero--chat-with-several-ai-models-free","t":"Chat with several AI models for free, no signup","s":"Open the hosted Ptero chat and talk to models such as DeepSeek V4 or Llama 3.3 without an account.","w":"A student or developer who needs a quick AI chat with a few models and does not want to create an account or pay for a subscription.","o":"The user holds a working chat with a chosen model within minutes, using one interface.","c":"Personal productivity","r":"Ptero-ai/Ptero","rt":"Ptero","rs":"ptero-ai-ptero","u":"/use-cases/ptero-ai-ptero/chat-with-several-ai-models-free/","b":true,"f":false,"sc":1.0},{"id":"ptero-ai-ptero--compare-model-answers-side-by-side","t":"Compare answers from different AI models on one prompt","s":"Send the same question to several models by switching the model in one click and keep the best answer.","w":"A writer, researcher, or developer who wants to see which AI model gives the most useful answer to the same task.","o":"The user has a set of answers to one prompt from different models and can pick the one that fits the need.","c":"Personal productivity","r":"Ptero-ai/Ptero","rt":"Ptero","rs":"ptero-ai-ptero","u":"/use-cases/ptero-ai-ptero/compare-model-answers-side-by-side/","b":false,"f":false,"sc":0.9},{"id":"ptero-ai-ptero--embed-ai-chat-in-wordpress-site","t":"Add a free AI chat page to a WordPress site","s":"Install the Ptero plugin and place the mlp_ai_chat 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approved row, with evidence recorded.","c":"Software and DevOps","r":"pullboard-dev/pullboard","rt":"Pullboard","rs":"pullboard-dev-pullboard","u":"/use-cases/pullboard-dev-pullboard/ship-approved-feature-with-verifier/","b":false,"f":false,"sc":0.8},{"id":"pullboard-dev-pullboard--start-project-from-blueprint","t":"Start a new project from a spec blueprint","s":"Create a board from a bundled blueprint for your kind of project, so the rules and starter items are ready.","w":"A developer starting a new web app, library, iOS app or data pipeline who wants the spec rules and starter items set up for that kind of project.","o":"A new board starts with the spec rules and starter items for your project type, ready for an agent to begin.","c":"Software and 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DSCODE turn and get the reply on stdout with a meaningful exit code.","w":"A developer or CI maintainer who wants an automatic code review step in a pipeline without opening the TUI.","o":"A review reply printed to stdout that a pipeline can save or check, with the exit code reflecting the turn.","c":"Software and DevOps","r":"qiz029/dscode","rt":"Dscode","rs":"qiz029-dscode","u":"/use-cases/qiz029-dscode/run-dscode-in-ci-on-git-diffs/","b":true,"f":false,"sc":1.0},{"id":"qiz029-dscode--hand-a-review-to-another-local-session","t":"Hand a code review to another DSCODE session","s":"Send a steering request to a second session on the same machine and read its reply back.","w":"A developer running one DSCODE session on a feature who wants a second session to check a change without losing context.","o":"A second session reviews the named file, answers in its own transcript, and the reply is readable from the first terminal.","c":"Software and 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tools and credentials live on a remote server and who wants a local terminal to control the agent there.","o":"A local terminal attached to a server runtime, with tools and files staying on the server.","c":"Software and DevOps","r":"qiz029/dscode","rt":"Dscode","rs":"qiz029-dscode","u":"/use-cases/qiz029-dscode/run-dscode-runtime-on-a-remote-server/","b":false,"f":false,"sc":0.7},{"id":"qunqin24-pulse--see-remaining-ai-coding-limits-at-a-glance","t":"See remaining limits for all your AI coding tools","s":"Put one ring per AI coding service on the screen edge and read what is left without opening usage pages.","w":"A developer who uses Claude Code, Codex, Cursor or similar tools daily and keeps getting surprised by rate limits mid-task.","o":"Every monitored service shows its usage as a ring, with the percentage the service itself reported and the reset time for each limit.","c":"Software and DevOps","r":"qunqin24/Pulse","rt":"Pulse","rs":"qunqin24-pulse","u":"/use-cases/qunqin24-pulse/see-remaining-ai-coding-limits-at-a-glance/","b":true,"f":false,"sc":1.0},{"id":"qunqin24-pulse--warn-before-a-rate-limit-interrupts-work","t":"Get warned before a rate limit stops your coding","s":"Set notifications for limit thresholds and use the burn-rate forecast to plan the rest of a session.","w":"A developer running long agent sessions who needs to know whether the current pace will run out before the limit window resets.","o":"Pulse notifies you when a limit crosses a line you chose, and the burn-rate forecast shows whether your pace will run out before the window does.","c":"Software and DevOps","r":"qunqin24/Pulse","rt":"Pulse","rs":"qunqin24-pulse","u":"/use-cases/qunqin24-pulse/warn-before-a-rate-limit-interrupts-work/","b":false,"f":false,"sc":0.9},{"id":"qunqin24-pulse--review-token-spend-across-local-ai-clients","t":"Review AI token spend across local clients by day","s":"Chart token use by day, model and agent over any span, priced at public API rates, and share a recap.","w":"A developer or team lead who wants to understand what AI coding tools cost across a week or month.","o":"A spend view grouped by day, model and agent, in your chosen currency, plus a shareable recap card for a day, week, month or year.","c":"Software and DevOps","r":"qunqin24/Pulse","rt":"Pulse","rs":"qunqin24-pulse","u":"/use-cases/qunqin24-pulse/review-token-spend-across-local-ai-clients/","b":false,"f":false,"sc":0.8},{"id":"qunqin24-pulse--build-pulse-from-source-to-customise-it","t":"Build Pulse from source and run your own copy","s":"Clone the repo, build the app bundle with the included script, and launch it on your Mac.","w":"A macOS developer who wants to audit the code, change the app, or run a build they compiled themselves.","o":"A locally built Pulse.app in build.noindex that you launched yourself, built from the public sources.","c":"Software and DevOps","r":"qunqin24/Pulse","rt":"Pulse","rs":"qunqin24-pulse","u":"/use-cases/qunqin24-pulse/build-pulse-from-source-to-customise-it/","b":false,"f":false,"sc":0.7},{"id":"qwdwqfwq-topconf-paper-figure-gallery--find-figure1-layout-references","t":"Find Figure 1 layout references for a paper","s":"Browse and filter top-conference teaser figures to pick layouts for your own Figure 1.","w":"A researcher preparing a submission who needs to see how accepted papers in the same area lay out their main figure.","o":"A short shortlist of reference figures, each linked to its source paper, tagged by visual pattern and venue.","c":"Research","r":"qwdwqfwq/topconf-paper-figure-gallery","rt":"Topconf Paper Figure Gallery","rs":"qwdwqfwq-topconf-paper-figure-gallery","u":"/use-cases/qwdwqfwq-topconf-paper-figure-gallery/find-figure1-layout-references/","b":true,"f":false,"sc":1.0},{"id":"qwdwqfwq-topconf-paper-figure-gallery--draft-figure1-with-figureforge","t":"Draft a Figure 1 from your paper with FigureForge","s":"Generate a first Figure 1 draft in the browser, grounded in gallery figures, using your own API key.","w":"An author with a paper summary ready who needs an editable first draft of the main figure before a deadline.","o":"An SVG or bitmap Figure 1 draft built from the layout of selected reference figures, ready to edit and check in PowerPoint, Figma or draw.io.","c":"Research","r":"qwdwqfwq/topconf-paper-figure-gallery","rt":"Topconf Paper Figure Gallery","rs":"qwdwqfwq-topconf-paper-figure-gallery","u":"/use-cases/qwdwqfwq-topconf-paper-figure-gallery/draft-figure1-with-figureforge/","b":false,"f":false,"sc":0.9},{"id":"qwdwqfwq-topconf-paper-figure-gallery--run-gallery-offline-locally","t":"Run the figure gallery on your own machine","s":"Clone the repo and serve the static gallery locally, with no backend or build step.","w":"A developer or lab member who wants a private, offline copy of the gallery for reference or a teaching session.","o":"A local copy of the gallery that opens in a browser at localhost, with data inlined so it can also be opened from disk.","c":"Research","r":"qwdwqfwq/topconf-paper-figure-gallery","rt":"Topconf Paper Figure Gallery","rs":"qwdwqfwq-topconf-paper-figure-gallery","u":"/use-cases/qwdwqfwq-topconf-paper-figure-gallery/run-gallery-offline-locally/","b":false,"f":false,"sc":0.8},{"id":"qwdwqfwq-topconf-paper-figure-gallery--suggest-a-missing-paper-figure","t":"Suggest a missing paper for the gallery","s":"Open an issue with a paper link so maintainers can add its Figure 1 to the gallery.","w":"A researcher who notices a strong top-conference paper, or a venue such as CHI or CoRL, that is not in the gallery.","o":"A filed suggestion in the repo issue tracker that names the paper and link, ready for the maintainers to review.","c":"Research","r":"qwdwqfwq/topconf-paper-figure-gallery","rt":"Topconf Paper Figure Gallery","rs":"qwdwqfwq-topconf-paper-figure-gallery","u":"/use-cases/qwdwqfwq-topconf-paper-figure-gallery/suggest-a-missing-paper-figure/","b":false,"f":false,"sc":0.7},{"id":"qwdwqfwq-topconf-paper-figure-gallery--reproduce-figure-curation-pipeline","t":"Rebuild the figure dataset with the curation pipeline","s":"Run the documented scripts to regenerate the gallery data from proceedings and PDFs.","w":"A maintainer or research engineer who wants to extend the dataset to new venues or check how the gallery was built.","o":"A regenerated figures.json and figures.js built from a candidate pool, following the documented pipeline order.","c":"Research","r":"qwdwqfwq/topconf-paper-figure-gallery","rt":"Topconf Paper Figure Gallery","rs":"qwdwqfwq-topconf-paper-figure-gallery","u":"/use-cases/qwdwqfwq-topconf-paper-figure-gallery/reproduce-figure-curation-pipeline/","b":false,"f":false,"sc":0.6},{"id":"qwenaudio-qwen-audio-agent--voice-delegate-coding-tasks","t":"Delegate coding tasks to an Agent by voice","s":"Speak tasks to a backend coding Agent and hear results return to the same conversation.","w":"A developer who wants to keep talking through a problem while a coding Agent edits files or runs tools in the background.","o":"The developer talks to the voice frontend, sends a task to the backend Agent, asks for progress, and gets the result back in the same conversation.","c":"Software and DevOps","r":"QwenAudio/qwen-audio-agent","rt":"Qwen Audio Agent","rs":"qwenaudio-qwen-audio-agent","u":"/use-cases/qwenaudio-qwen-audio-agent/voice-delegate-coding-tasks/","b":true,"f":false,"sc":1.0},{"id":"qwenaudio-qwen-audio-agent--desktop-floating-voice-orb","t":"Keep a floating voice assistant on your desktop","s":"Run a desktop orb that listens for a wake word and handles tasks without opening a terminal.","w":"A knowledge worker on macOS, Windows, or Linux who wants an always-available voice assistant on the desktop.","o":"You have a persistent floating voice orb with a built-in Gateway that stays idle when unused and responds to the voice wake word.","c":"Software and DevOps","r":"QwenAudio/qwen-audio-agent","rt":"Qwen Audio Agent","rs":"qwenaudio-qwen-audio-agent","u":"/use-cases/qwenaudio-qwen-audio-agent/desktop-floating-voice-orb/","b":false,"f":false,"sc":0.9},{"id":"qwenaudio-qwen-audio-agent--browser-voice-with-camera","t":"Talk to an Agent in the browser with live camera frames","s":"Use the WebUI to stream microphone audio and bounded camera frames to a visual-capable voice frontend.","w":"A user who wants a browser-based voice assistant that can see what the camera shows, such as someone describing an object or a workspace.","o":"You open the browser UI, speak to the Agent, and the Agent answers using live audio plus bounded camera frames.","c":"Software and DevOps","r":"QwenAudio/qwen-audio-agent","rt":"Qwen Audio Agent","rs":"qwenaudio-qwen-audio-agent","u":"/use-cases/qwenaudio-qwen-audio-agent/browser-voice-with-camera/","b":false,"f":false,"sc":0.8},{"id":"qwenaudio-qwen-audio-agent--local-speech-to-speech-stack","t":"Run a voice frontend stack with local speech models","s":"Connect the Hugging Face speech-to-speech service so VAD, STT, LLM, and TTS run locally.","w":"A privacy-minded developer who wants voice conversation without sending audio to a cloud provider.","o":"You run the Hugging Face speech-to-speech service locally, point the runtime at its URL, and have a voice conversation that uses local components.","c":"Software and DevOps","r":"QwenAudio/qwen-audio-agent","rt":"Qwen Audio Agent","rs":"qwenaudio-qwen-audio-agent","u":"/use-cases/qwenaudio-qwen-audio-agent/local-speech-to-speech-stack/","b":false,"f":false,"sc":0.7},{"id":"qybaihe-mu--run-judged-coding-session","t":"Run a coding session that asks only about risky steps","s":"Install Mu and let the judge approve routine commands, asking you only about the rest.","w":"A developer using a coding agent who is tired of approving every routine command in the terminal.","o":"A coding session where the default Jev approves mode lets through what the task clearly needs and asks about everything else, with every verdict logged.","c":"Software and DevOps","r":"qybaihe/mu","rt":"Mu","rs":"qybaihe-mu","u":"/use-cases/qybaihe-mu/run-judged-coding-session/","b":true,"f":false,"sc":1.0},{"id":"qybaihe-mu--compare-judge-in-shadow-mode","t":"Compare a judge in shadow mode before trusting it","s":"Log what the judge would do without letting it change anything, then read the verdicts.","w":"A developer who wants evidence that a judge makes good calls before relying on it for permissions or context.","o":"A ledger of judge verdicts, with probabilities and timings, for decision points that changed nothing.","c":"Software and DevOps","r":"qybaihe/mu","rt":"Mu","rs":"qybaihe-mu","u":"/use-cases/qybaihe-mu/compare-judge-in-shadow-mode/","b":false,"f":false,"sc":0.9},{"id":"qybaihe-mu--code-with-desktop-app-no-terminal","t":"Code with the Mu desktop app and no terminal","s":"Install the desktop app, connect a model, and watch the judge decisions in one window.","w":"A non-developer or occasional coder who wants an AI coding agent without setting up a command line.","o":"A working desktop app with a connected model and a Judge tab that shows each verdict.","c":"Software and DevOps","r":"qybaihe/mu","rt":"Mu","rs":"qybaihe-mu","u":"/use-cases/qybaihe-mu/code-with-desktop-app-no-terminal/","b":false,"f":false,"sc":0.8},{"id":"raja0sama-vibex--draw-data-model-from-prisma-schema","t":"Draw the real data model from a Prisma schema","s":"Turn a Prisma schema into a validated ERD that shows the tables that actually ship.","w":"A developer joining a project or reviewing a database change who needs an accurate map of tables and relations.","o":"A validated ERD spec and a standalone HTML viewer showing tables, PK/FK badges, and cardinality taken from the schema.","c":"Software and DevOps","r":"Raja0sama/vibex","rt":"Vibex","rs":"raja0sama-vibex","u":"/use-cases/raja0sama-vibex/draw-data-model-from-prisma-schema/","b":true,"f":false,"sc":1.0},{"id":"raja0sama-vibex--map-api-endpoints-from-openapi","t":"Map every API endpoint from an OpenAPI document","s":"Generate an endpoints diagram grouped by resource, with methods, auth, and status codes.","w":"A backend or frontend developer who needs a quick reference to the REST routes or GraphQL operations in a service.","o":"An endpoints spec and HTML viewer grouped by resource with method badges, auth, params, and response codes.","c":"Software and DevOps","r":"Raja0sama/vibex","rt":"Vibex","rs":"raja0sama-vibex","u":"/use-cases/raja0sama-vibex/map-api-endpoints-from-openapi/","b":false,"f":false,"sc":0.9},{"id":"raja0sama-vibex--document-service-and-fail-ci-on-drift","t":"Document a service and fail CI when the docs drift","s":"Write checkable docs whose claims are anchored to code and re-verified on every build.","w":"A tech lead who wants service documentation that stays accurate without someone rewriting it by hand.","o":"A docs spec with claims that show a confidence state, and a CI step that exits with an error when a claim no longer holds.","c":"Software and DevOps","r":"Raja0sama/vibex","rt":"Vibex","rs":"raja0sama-vibex","u":"/use-cases/raja0sama-vibex/document-service-and-fail-ci-on-drift/","b":false,"f":false,"sc":0.8},{"id":"raja0sama-vibex--check-service-to-service-calls","t":"Check which services call which, and catch broken links","s":"Record each cross-service call once and fail when a client, handler, or endpoint moves.","w":"A platform engineer working across several repositories who needs a System view of service-to-service calls.","o":"A System view diagram and a check that lists broken calls and endpoints that nothing calls.","c":"Software and DevOps","r":"Raja0sama/vibex","rt":"Vibex","rs":"raja0sama-vibex","u":"/use-cases/raja0sama-vibex/check-service-to-service-calls/","b":false,"f":false,"sc":0.7},{"id":"raja0sama-vibex--try-vibex-demo-without-installing","t":"Look at a vibeX demo before installing anything","s":"Run the demo command to see sample diagrams without installing the tool.","w":"A developer or team lead who wants to see what vibeX outputs before adding it to a project.","o":"A folder of sample diagrams and documents to open in a browser.","c":"Software and DevOps","r":"Raja0sama/vibex","rt":"Vibex","rs":"raja0sama-vibex","u":"/use-cases/raja0sama-vibex/try-vibex-demo-without-installing/","b":false,"f":false,"sc":0.6},{"id":"ramitvishwakarma-janus--switch-claude-code-accounts-from-menu-bar","t":"Switch between Claude Code accounts in one click","s":"Save each Claude Code login once, then swap the live session from the macOS menu bar.","w":"A developer with a personal and a work Claude Code account who is tired of signing out and typing logins again.","o":"Each account is saved in Janus, and the live session can be switched with one click or the ⌘S shortcut from the menu bar.","c":"Software and DevOps","r":"RamitVishwakarma/Janus","rt":"Janus","rs":"ramitvishwakarma-janus","u":"/use-cases/ramitvishwakarma-janus/switch-claude-code-accounts-from-menu-bar/","b":true,"f":false,"sc":1.0},{"id":"ramitvishwakarma-janus--pick-claude-account-with-most-limit-left","t":"Check which Claude account has room left before work","s":"Refresh per-account five-hour and weekly usage so you can choose the account with the most room.","w":"A developer with several Claude Code accounts who needs to decide which one to use for a big task today.","o":"Each saved account shows its current five-hour and weekly usage after Refresh, so you can pick the one with the most headroom.","c":"Software and DevOps","r":"RamitVishwakarma/Janus","rt":"Janus","rs":"ramitvishwakarma-janus","u":"/use-cases/ramitvishwakarma-janus/pick-claude-account-with-most-limit-left/","b":false,"f":false,"sc":0.9},{"id":"ramitvishwakarma-janus--switch-codex-accounts-including-api-key","t":"Switch between Codex accounts and API-key sign-ins","s":"Save each Codex sign-in, including separate ChatGPT plans and API keys, and swap them from the menu bar.","w":"A developer who uses Codex with a personal ChatGPT plan, a team workspace, and an API key.","o":"Each Codex sign-in is saved and listed separately, and switching is one click after you quit Codex.","c":"Software and DevOps","r":"RamitVishwakarma/Janus","rt":"Janus","rs":"ramitvishwakarma-janus","u":"/use-cases/ramitvishwakarma-janus/switch-codex-accounts-including-api-key/","b":false,"f":false,"sc":0.8},{"id":"ramitvishwakarma-janus--clear-developer-caches-safely-to-trash","t":"Clear developer caches without permanent deletion","s":"Measure build and package caches, see what each costs to lose, and move the ones you pick to the Trash.","w":"A developer whose disk is filling up with package manager, build, browser, and editor caches.","o":"You see the size and cost of losing each cache, and the ones you clear go to the Trash so the choice can be reversed.","c":"Software and DevOps","r":"RamitVishwakarma/Janus","rt":"Janus","rs":"ramitvishwakarma-janus","u":"/use-cases/ramitvishwakarma-janus/clear-developer-caches-safely-to-trash/","b":false,"f":false,"sc":0.7},{"id":"raullenchai-esp32-thinks--build-wake-word-voice-assistant-quicksilver","t":"Flash a wake-word voice assistant onto an ESP32","s":"Flash the QuickSilver preset so the gadget answers out loud after you say Hi, ESP.","w":"A maker with a supported ESP32-S3 gadget who wants a working voice assistant without writing firmware from scratch.","o":"The device wakes on Hi, ESP or a knob press, sends your question to the configured models, and speaks the streamed reply.","c":"Personal productivity","r":"raullenchai/esp32-thinks","rt":"Esp32 Thinks","rs":"raullenchai-esp32-thinks","u":"/use-cases/raullenchai-esp32-thinks/build-wake-word-voice-assistant-quicksilver/","b":true,"f":false,"sc":1.0},{"id":"raullenchai-esp32-thinks--mix-speech-chat-tts-providers-per-task","t":"Route speech, chat and TTS to different AI servers","s":"Point each of the three endpoints at a different OpenAI-compatible server using the custom preset.","w":"A developer who wants cheaper transcription, a stronger chat model, or a local server for one task and not the others.","o":"Your gadget uses one provider for transcription, another for chat and a third for speech, all set in one config file and a rebuild.","c":"Personal productivity","r":"raullenchai/esp32-thinks","rt":"Esp32 Thinks","rs":"raullenchai-esp32-thinks","u":"/use-cases/raullenchai-esp32-thinks/mix-speech-chat-tts-providers-per-task/","b":false,"f":false,"sc":0.9},{"id":"raullenchai-esp32-thinks--add-memory-weather-to-voice-assistant","t":"Give the voice assistant memory, weather and clock","s":"Run the in-repo openmuse agent so answers know your location, time, weather and past notes.","w":"A user who wants the gadget to know their city, answer weather questions and remember things across turns, while keeping that data on their own machine.","o":"The gadget answers with local weather, the current time and remembered facts, with memory stored in a file on your own machine.","c":"Personal productivity","r":"raullenchai/esp32-thinks","rt":"Esp32 Thinks","rs":"raullenchai-esp32-thinks","u":"/use-cases/raullenchai-esp32-thinks/add-memory-weather-to-voice-assistant/","b":false,"f":false,"sc":0.8},{"id":"raullenchai-esp32-thinks--test-chat-and-tts-over-serial-console","t":"Test chat and speech on the device without a mic","s":"Run typed turns over serial to check the chat and TTS pipeline before a voice test.","w":"A developer bench-testing a flashed gadget who needs to confirm the models and speech output work before debugging the microphone.","o":"You get a typed question answered and spoken through the same chat and TTS pipeline the voice turns use, with a readable status dump if something hangs.","c":"Personal productivity","r":"raullenchai/esp32-thinks","rt":"Esp32 Thinks","rs":"raullenchai-esp32-thinks","u":"/use-cases/raullenchai-esp32-thinks/test-chat-and-tts-over-serial-console/","b":false,"f":false,"sc":0.7},{"id":"reacher-z-awesome-rea--extract-website-design-system","t":"Extract a website's design system from its live pages","s":"Pull colors, type, spacing and component styles from a site's computed styles with Dembrandt.","w":"A front-end developer or designer who needs to match an existing site's visual system before building a similar page.","o":"A report of the site's design tokens and component styles, with the evidence behind each color pick.","c":"Software and DevOps","r":"reacher-z/Awesome-REA","rt":"Awesome REA","rs":"reacher-z-awesome-rea","u":"/use-cases/reacher-z-awesome-rea/extract-website-design-system/","b":true,"f":false,"sc":1.0},{"id":"reacher-z-awesome-rea--make-minified-javascript-readable","t":"Make minified JavaScript readable before auditing it","s":"Unpack bundles and rename minified identifiers so shipped JavaScript can be reviewed.","w":"A security reviewer or developer who needs to read a site's shipped JavaScript bundle to check what it does.","o":"Readable module files and clearer identifiers that make the bundle's logic easier to follow.","c":"Software and DevOps","r":"reacher-z/Awesome-REA","rt":"Awesome REA","rs":"reacher-z-awesome-rea","u":"/use-cases/reacher-z-awesome-rea/make-minified-javascript-readable/","b":false,"f":false,"sc":0.9},{"id":"reacher-z-awesome-rea--turn-captured-traffic-into-api-spec","t":"Turn captured app traffic into an API spec","s":"Capture HTTP calls from an app, then generate an OpenAPI spec or MCP tools from them.","w":"An integration developer who needs the API of an app that has no public documentation.","o":"A draft OpenAPI 3.1 spec or MCP tool set built from the captured requests, to start an integration.","c":"Software and DevOps","r":"reacher-z/Awesome-REA","rt":"Awesome REA","rs":"reacher-z-awesome-rea","u":"/use-cases/reacher-z-awesome-rea/turn-captured-traffic-into-api-spec/","b":false,"f":false,"sc":0.8},{"id":"reacher-z-awesome-rea--study-legacy-whatsapp-web-protocol","t":"Study the legacy WhatsApp Web protocol from a documented case","s":"Learn how a browser messaging session was paired, keyed and encrypted from a written case.","w":"A security researcher or protocol student who wants a worked example of a web messaging protocol's handshake and encryption.","o":"A clear understanding of QR pairing, key setup, message framing and media encryption in the documented legacy protocol.","c":"Software and DevOps","r":"reacher-z/Awesome-REA","rt":"Awesome REA","rs":"reacher-z-awesome-rea","u":"/use-cases/reacher-z-awesome-rea/study-legacy-whatsapp-web-protocol/","b":false,"f":false,"sc":0.7},{"id":"reality-opened-openreality--scan-room-and-ask-assistant","t":"Scan a room from phone video and query it","s":"Upload a phone video and ask your AI assistant what objects are in the room and how big it is.","w":"A homeowner, renter, or designer who needs quick answers about a physical room without walking around with a tape measure.","o":"A persistent 3D scene of the room that the assistant can query for objects and room size.","c":"Software and DevOps","r":"reality-opened/openreality","rt":"Openreality","rs":"reality-opened-openreality","u":"/use-cases/reality-opened-openreality/scan-room-and-ask-assistant/","b":true,"f":false,"sc":1.0},{"id":"reality-opened-openreality--calibrate-and-measure-scan","t":"Calibrate a scan and measure distances in it","s":"Give one known real distance, then have your assistant measure between points in the scene.","w":"A renovation planner, furniture shopper, or contractor who needs a reliable size check before buying or building.","o":"Measured distances and angles in metres, based on a calibration you supplied.","c":"Software and DevOps","r":"reality-opened/openreality","rt":"Openreality","rs":"reality-opened-openreality","u":"/use-cases/reality-opened-openreality/calibrate-and-measure-scan/","b":false,"f":false,"sc":0.9},{"id":"reality-opened-openreality--plan-route-through-scanned-space","t":"Plan a walking route through a scanned space","s":"Ask your assistant for a path through the scanned free space from one point to another.","w":"A person preparing a space for movement, such as a warehouse coordinator, event planner, or someone checking a route for a mobility aid.","o":"A planned route through the scanned free space, described in words by the assistant.","c":"Software and DevOps","r":"reality-opened/openreality","rt":"Openreality","rs":"reality-opened-openreality","u":"/use-cases/reality-opened-openreality/plan-route-through-scanned-space/","b":false,"f":false,"sc":0.8},{"id":"reality-opened-openreality--export-scan-as-robot-training-data","t":"Export a scan as robot-training data","s":"Turn a scanned space into a LeRobot or GR00T dataset, or an Isaac Sim or MuJoCo scene.","w":"A robotics engineer or ML researcher who needs a realistic environment and dataset built from a real room.","o":"A downloadable zip of robot-training data, saved locally by the MCP process.","c":"Software and DevOps","r":"reality-opened/openreality","rt":"Openreality","rs":"reality-opened-openreality","u":"/use-cases/reality-opened-openreality/export-scan-as-robot-training-data/","b":false,"f":false,"sc":0.7},{"id":"reality-opened-openreality--self-host-scan-server","t":"Self-host the scan server on your own GPU or Modal","s":"Run the full Open Reality server on your own GPU box or Modal account, with no account needed.","w":"A developer or team that wants to keep scans of private spaces on their own infrastructure.","o":"A running server you control, reachable by your MCP client through OPENREALITY_URL and a token.","c":"Software and DevOps","r":"reality-opened/openreality","rt":"Openreality","rs":"reality-opened-openreality","u":"/use-cases/reality-opened-openreality/self-host-scan-server/","b":false,"f":false,"sc":0.6},{"id":"realmyang-mlview--explain-training-config-as-diagram","t":"Turn a training config into a source-linked diagram","s":"Ask your assistant to map data, model, losses and validation as a clickable diagram.","w":"An ML engineer who inherits a training repo and needs to see how the config, data and loss fit together before changing anything.","o":"A *.mlview.json diagram opens in VS Code, and each step links to the cited source lines.","c":"Software and DevOps","r":"realmyang/MLView","rt":"ML View","rs":"realmyang-mlview","u":"/use-cases/realmyang-mlview/explain-training-config-as-diagram/","b":true,"f":false,"sc":1.0},{"id":"realmyang-mlview--review-diagram-claims-one-by-one","t":"Check each diagram claim against its cited lines","s":"Walk inferred and unresolved claims in the diagram and open their cited source beside it.","w":"A reviewer who must confirm an AI-drawn workflow before trusting it in a design review or code change.","o":"You have stepped through the flagged claims, seen their quotes and decided which ones the source supports.","c":"Software and DevOps","r":"realmyang/MLView","rt":"ML View","rs":"realmyang-mlview","u":"/use-cases/realmyang-mlview/review-diagram-claims-one-by-one/","b":false,"f":false,"sc":0.9},{"id":"realmyang-mlview--refine-diagram-after-code-changes","t":"Update a workflow diagram after the code changes","s":"Ask the assistant for a refined revision and see what was added, removed or changed.","w":"A developer who edited a training pipeline and needs the workflow diagram to match the new code.","o":"A new revision opens on the Changes since view, listing added, removed and changed steps, connections and findings.","c":"Software and DevOps","r":"realmyang/MLView","rt":"ML View","rs":"realmyang-mlview","u":"/use-cases/realmyang-mlview/refine-diagram-after-code-changes/","b":false,"f":false,"sc":0.8},{"id":"reason-machines-reason-network--ask-teammate-agent-question","t":"Ask a teammate's coding agent a question directly","s":"Message a specific teammate's open agent session and get the answer back in your terminal.","w":"A developer blocked on a detail another teammate's agent already knows, such as an API change or a token format.","o":"Your question lands in the teammate's open session, and their reply comes back to you without a separate chat tool.","c":"Software and DevOps","r":"reason-machines/reason-network","rt":"Reason Network","rs":"reason-machines-reason-network","u":"/use-cases/reason-machines-reason-network/ask-teammate-agent-question/","b":true,"f":false,"sc":1.0},{"id":"reason-machines-reason-network--approve-teammate-request-from-popup","t":"Approve a teammate's request through a pop-up","s":"Let your agent ask you Approve or Deny for a teammate's request while you are away from it.","w":"A team member who has to sign off on a deploy or similar action that a teammate's agent requests, but is not at the keyboard for that session.","o":"You see a pop-up with Approve or Deny and an optional note, and your answer returns to your agent as coming from you.","c":"Software and 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threshold are applied automatically, and everything below it is written to a review queue with the full probability breakdown.","c":"Work and operations","r":"receptron/laya","rt":"Laya","rs":"receptron-laya","u":"/use-cases/receptron-laya/escalate-low-confidence-decisions-to-humans/","b":false,"f":false,"sc":0.9},{"id":"receptron-laya--bake-laya-weights-into-a-container-image","t":"Bake Laya weights into a container image at build time","s":"Fetch the 1.7 GB ONNX bundle during the image build so containers start without a download.","w":"A DevOps engineer deploying a Node.js service that uses Laya and needs fast, predictable container start-up.","o":"A build step caches the weights, so a running container loads the model from the local cache and only sends a cheap freshness check.","c":"Work and operations","r":"receptron/laya","rt":"Laya","rs":"receptron-laya","u":"/use-cases/receptron-laya/bake-laya-weights-into-a-container-image/","b":false,"f":false,"sc":0.8},{"id":"receptron-laya--rebuild-the-onnx-bundle-from-a-newer-checkpoint","t":"Export a fresh ONNX bundle from a newer Laya checkpoint","s":"Rebuild the ONNX bundle from the Hugging Face checkpoint and check it against PyTorch.","w":"A machine learning engineer who needs a bundle from a newer checkpoint or a variant that is not published under receptron/laya-onnx.","o":"A local ./onnx folder with the five bundle files, verified to match PyTorch to within about 1e-5 in max logit difference, that Laya.load() can read.","c":"Work and operations","r":"receptron/laya","rt":"Laya","rs":"receptron-laya","u":"/use-cases/receptron-laya/rebuild-the-onnx-bundle-from-a-newer-checkpoint/","b":false,"f":false,"sc":0.7},{"id":"recurse-labs-recurse--triage-unknown-binary","t":"Triage an unknown binary in one desktop session","s":"Open a sample and read its hashes, hardening flags, libraries and function counts before deeper work.","w":"A malware analyst or security engineer who receives an unknown ELF, PE or Mach-O file and needs a fast first look.","o":"A clear first-pass summary of the binary that tells you whether it is worth deeper analysis.","c":"Security and science","r":"Recurse-Labs/recurse","rt":"Recurse","rs":"recurse-labs-recurse","u":"/use-cases/recurse-labs-recurse/triage-unknown-binary/","b":true,"f":false,"sc":1.0},{"id":"recurse-labs-recurse--let-coding-agent-query-binary-over-mcp","t":"Let an MCP-capable agent query a binary headlessly","s":"Expose the Recurse engine to an agent such as Claude Code through the standalone MCP stdio server.","w":"A reverse engineer who already works in Claude Code, Cursor or Claude Desktop and wants the agent to inspect a binary without opening the desktop app.","o":"The agent reads functions, xrefs, strings and imports from the real engine state and cites addresses that exist in the binary.","c":"Security and science","r":"Recurse-Labs/recurse","rt":"Recurse","rs":"recurse-labs-recurse","u":"/use-cases/recurse-labs-recurse/let-coding-agent-query-binary-over-mcp/","b":false,"f":false,"sc":0.9},{"id":"recurse-labs-recurse--decompile-obfuscated-function","t":"Decompile and de-obfuscate a suspicious function","s":"Use the lift and decompile operations to turn a VM dispatcher or opaque predicate chain into readable pseudocode.","w":"A malware reverser who hits a function that looks like a virtualized dispatcher or a chain of opaque predicates and cannot read the raw disassembly.","o":"C-like pseudocode for the function, plus a de-obfuscated intermediate form that you can compare against the original listing.","c":"Security and 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touch.","w":"A developer or agent starting a task in an unfamiliar codebase who needs the relevant files and functions fast.","o":"A ranked, deterministic answer that names the signatures and call relationships to start from, so the agent reads far fewer files.","c":"Software and DevOps","r":"redhat-et/ripwire","rt":"Ripwire","rs":"redhat-et-ripwire","u":"/use-cases/redhat-et-ripwire/find-where-to-change-code/","b":true,"f":false,"sc":1.0},{"id":"redhat-et-ripwire--check-blast-radius-before-finishing-edit","t":"Check what an edit breaks before calling it done","s":"Run the edit check to see blast radius, tests that reach the change and incompatible call sites.","w":"A developer or agent that has just changed a function or public symbol and wants to confirm nothing else silently diverged.","o":"A list of the blast radius, the tests that reach the edit and any call sites flagged as incompatible, to fix before merging.","c":"Software and 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reported.","w":"A developer or orchestrating agent that wants a mechanical quality check at the end of each coding task.","o":"A report of only the quality measures that got worse, so each one is fixed or justified in writing before the task closes.","c":"Software and DevOps","r":"redhat-et/ripwire","rt":"Ripwire","rs":"redhat-et-ripwire","u":"/use-cases/redhat-et-ripwire/gate-code-quality-before-finishing/","b":false,"f":false,"sc":0.7},{"id":"remocn-remocn-studio--make-launch-video-from-brief","t":"Make a launch video from a plain-text brief","s":"Describe a launch video in chat and get an exported MP4 built by your own coding agent.","w":"A founder or marketer with a product to announce and no motion design skills or time to learn After Effects.","o":"An MP4 of the launch video, plus a folder of scenes, docs and a script you can read, change and keep.","c":"Content","r":"Remocn/remocn-studio","rt":"Remocn Studio","rs":"remocn-remocn-studio","u":"/use-cases/remocn-remocn-studio/make-launch-video-from-brief/","b":true,"f":false,"sc":1.0},{"id":"remocn-remocn-studio--fix-video-by-clicking-elements","t":"Fix text and timing by clicking the element on screen","s":"Click a frame element in the preview to change its text, easing or position without hunting through code.","w":"A video owner reviewing a generated draft who wants a small wording or timing change made quickly.","o":"The specific element is updated in the source code, and the preview shows the change right away.","c":"Content","r":"Remocn/remocn-studio","rt":"Remocn Studio","rs":"remocn-remocn-studio","u":"/use-cases/remocn-remocn-studio/fix-video-by-clicking-elements/","b":false,"f":false,"sc":0.9},{"id":"remocn-remocn-studio--reuse-brand-and-components-across-videos","t":"Keep every new video on brand with saved components","s":"Set a project brand once and save animations as components to reuse in later videos.","w":"A small team producing a series of social clips that must match one brand identity.","o":"New videos start with your name, colors and typography, and reuse components you saved earlier.","c":"Content","r":"Remocn/remocn-studio","rt":"Remocn Studio","rs":"remocn-remocn-studio","u":"/use-cases/remocn-remocn-studio/reuse-brand-and-components-across-videos/","b":false,"f":false,"sc":0.8},{"id":"remocn-remocn-studio--build-studio-from-source","t":"Build Remocn Studio from source and run its tests","s":"Clone the repo, install dependencies, and run the app in development mode with the test suite.","w":"A developer who wants to contribute to the studio or run a modified build on their own machine.","o":"A running development build of the studio and a passing local test run.","c":"Content","r":"Remocn/remocn-studio","rt":"Remocn Studio","rs":"remocn-remocn-studio","u":"/use-cases/remocn-remocn-studio/build-studio-from-source/","b":false,"f":false,"sc":0.7},{"id":"rizzo-ai-academy-rizzo-flow--local-typed-decisions-api","t":"Get typed LLM decisions from text on your own machine","s":"Run a local decision API and get yes/no, choice and score answers as JSON with probabilities.","w":"A developer who wants an LLM to classify or score messages, tickets or records, and does not want the data to leave their machine.","o":"A running local server at http://127.0.0.1:8017 that returns typed decisions with probabilities for any state you send.","c":"Software and DevOps","r":"Rizzo-AI-Academy/rizzo-flow","rt":"Rizzo Flow","rs":"rizzo-ai-academy-rizzo-flow","u":"/use-cases/rizzo-ai-academy-rizzo-flow/local-typed-decisions-api/","b":true,"f":false,"sc":1.0},{"id":"rizzo-ai-academy-rizzo-flow--triage-ticket-from-command-line","t":"Triage a support ticket from the command line","s":"Run one decision script on a ticket file without starting a server.","w":"A support or operations person who has a ticket saved as a JSON file and wants a quick typed answer such as whether it is urgent.","o":"A typed decision printed for one ticket file, such as an urgency answer with its probability.","c":"Software and DevOps","r":"Rizzo-AI-Academy/rizzo-flow","rt":"Rizzo Flow","rs":"rizzo-ai-academy-rizzo-flow","u":"/use-cases/rizzo-ai-academy-rizzo-flow/triage-ticket-from-command-line/","b":false,"f":false,"sc":0.9},{"id":"rizzo-ai-academy-rizzo-flow--point-jev-code-at-localhost","t":"Run existing TypeSafe Jev API code against localhost","s":"Change one URL so code written for the TypeSafe API calls a local model instead.","w":"A developer whose app already calls the TypeSafe Jev API and who wants to test it offline or avoid hosted calls.","o":"Your existing Jev-style code returns decisions from a model on localhost after a one-line base URL change.","c":"Software and DevOps","r":"Rizzo-AI-Academy/rizzo-flow","rt":"Rizzo 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OpenAI-style chat endpoint on one NVIDIA GPU with no downloads at build or start.","w":"A developer or ops engineer with an NVIDIA Linux box and a GGUF model who needs a private chat API that works offline.","o":"A running unbiased-strata process on 127.0.0.1 that answers /v1/chat/completions from the local model.","c":"Software and DevOps","r":"robertkarl/UnbiasedStrata","rt":"Unbiased Strata","rs":"robertkarl-unbiasedstrata","u":"/use-cases/robertkarl-unbiasedstrata/serve-local-chat-api-offline/","b":true,"f":false,"sc":1.0},{"id":"robertkarl-unbiasedstrata--ask-questions-about-screenshots-locally","t":"Ask a local model questions about screenshots","s":"Attach a projector file so the local server can read pictures such as dashboards, without sending them to a cloud API.","w":"An analyst or engineer who has dashboard screenshots they cannot upload to a hosted service.","o":"The local server accepts picture input and answers questions about the image, with encoding done on the same machine.","c":"Software and DevOps","r":"robertkarl/UnbiasedStrata","rt":"Unbiased Strata","rs":"robertkarl-unbiasedstrata","u":"/use-cases/robertkarl-unbiasedstrata/ask-questions-about-screenshots-locally/","b":false,"f":false,"sc":0.9},{"id":"robertkarl-unbiasedstrata--check-front-end-without-gpu","t":"Test the server front end without a GPU or model","s":"Run the front end test suite against a fake engine to confirm a build works before any model is loaded.","w":"A developer who changes the C++ front end or builds on a machine with no GPU and no model files.","o":"A pass or fail result for the front end tests that does not need hardware or model files.","c":"Software and DevOps","r":"robertkarl/UnbiasedStrata","rt":"Unbiased Strata","rs":"robertkarl-unbiasedstrata","u":"/use-cases/robertkarl-unbiasedstrata/check-front-end-without-gpu/","b":false,"f":false,"sc":0.8},{"id":"robertkarl-unbiasedstrata--prepare-flash-next-pack-offline","t":"Prepare a Flash-Next pack for the strata 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password.","c":"Personal productivity","r":"rociiu/talorys","rt":"Talorys","rs":"rociiu-talorys","u":"/use-cases/rociiu-talorys/deploy-personal-ai-agent-cloudflare/","b":true,"f":false,"sc":1.0},{"id":"rociiu-talorys--daily-reminders-and-task-digests","t":"Get reminders and a daily task digest on your phone","s":"Set up one-time or recurring reminders and push them to your devices.","w":"A busy person who forgets routine deadlines and wants reminders that arrive even when the app is closed.","o":"Reminders and a daily task digest arrive as system notifications on the devices you enabled.","c":"Personal productivity","r":"rociiu/talorys","rt":"Talorys","rs":"rociiu-talorys","u":"/use-cases/rociiu-talorys/daily-reminders-and-task-digests/","b":false,"f":false,"sc":0.9},{"id":"rociiu-talorys--capture-tasks-and-facts-from-chat","t":"Capture tasks and personal facts by chatting","s":"Add tasks and save durable facts from chat, then review them in the app.","w":"A person who thinks of tasks and preferences mid-conversation and wants them saved without switching apps.","o":"Tasks with due dates and saved memories appear in the Tasks and Memory screens, editable and deletable.","c":"Personal productivity","r":"rociiu/talorys","rt":"Talorys","rs":"rociiu-talorys","u":"/use-cases/rociiu-talorys/capture-tasks-and-facts-from-chat/","b":false,"f":false,"sc":0.8},{"id":"rociiu-talorys--back-up-and-restore-talorys-data","t":"Back up your Talorys data and restore it later","s":"Download a backup file of your data and import it into another install.","w":"An owner who wants a copy of their chats, memories, tasks and automations before an update or a move.","o":"A talorys-backup.json file you can keep, and a merged import that does not duplicate or overwrite your edited memories.","c":"Personal 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and tracks progress.","w":"A developer new to AI engineering who already uses Claude Code or Codex and wants a guided study plan without leaving the editor.","o":"A personalized plan saved to LEARNING.md and a session that teaches one lesson with its quiz.","c":"Software and DevOps","r":"rohitg00/ai-engineering-from-scratch","rt":"AI Engineering From Scratch","rs":"rohitg00-ai-engineering-from-scratch","u":"/use-cases/rohitg00-ai-engineering-from-scratch/learn-ai-engineering-with-a-coding-agent/","b":true,"f":false,"sc":1.0},{"id":"rohitg00-ai-engineering-from-scratch--catch-retrieval-ranking-regressions","t":"Catch a retrieval ranking regression before release","s":"Compare two retrieval systems query by query and fail a release check when one query gets worse.","w":"An ML engineer tuning a RAG search step who needs proof that a metric gain did not hurt any single query.","o":"A reproducible comparison with per-query deltas and the judgments used to score them, plus a check that can fail a release.","c":"Software and DevOps","r":"rohitg00/ai-engineering-from-scratch","rt":"AI Engineering From Scratch","rs":"rohitg00-ai-engineering-from-scratch","u":"/use-cases/rohitg00-ai-engineering-from-scratch/catch-retrieval-ranking-regressions/","b":false,"f":false,"sc":0.9},{"id":"rohitg00-ai-engineering-from-scratch--debug-agent-trace-timing-and-tokens","t":"Separate child work from parent time in an agent trace","s":"Parse a JSONL agent trace, fix overlapping span timing, and output an HTML timeline and regression report.","w":"A developer debugging a multi-step agent whose latency and token totals changed after an update.","o":"An input trace, an HTML timeline, and a JSON regression report that keep per-span token counts exclusive.","c":"Software and DevOps","r":"rohitg00/ai-engineering-from-scratch","rt":"AI Engineering From 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a duck goal in the simulator with no robot","s":"Run a goal like find the ball and kick it on a simulated Microduck with no hardware.","w":"A robotics hobbyist with no robot yet who wants to see how an LLM pilots a body before buying one.","o":"A goal runs to completion in the cartoon arena, and the run shows which skills the model chose.","c":"Software and DevOps","r":"rokbenko/quackd","rt":"Quackd","rs":"rokbenko-quackd","u":"/use-cases/rokbenko-quackd/try-a-duck-goal-in-simulation/","b":true,"f":false,"sc":1.0},{"id":"rokbenko-quackd--command-a-real-lerobot-arm-by-goal","t":"Command a real SO-101 arm with a plain-English goal","s":"Give an SO-101 arm a goal from the terminal and let an LLM pick each joint call.","w":"A maker with a LeRobot SO-101 arm on a bench who wants to test LLM-driven motion on real hardware.","o":"The arm performs the stated goal, such as a wave, one model-chosen call at a time, and the transcript shows each call.","c":"Software and 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to typing terminal commands.","o":"You state a goal in chat and the registered robot runs it, with Quackd enforcing its skill and step limits.","c":"Software and DevOps","r":"rokbenko/quackd","rt":"Quackd","rs":"rokbenko-quackd","u":"/use-cases/rokbenko-quackd/command-a-robot-from-claude-chat/","b":false,"f":false,"sc":0.7},{"id":"rokbenko-quackd--run-one-goal-across-a-flock","t":"Split one goal across a flock of simulated robots","s":"Give a flock a goal so each robot's model divides the work by messaging the others.","w":"A developer testing multi-robot coordination who wants to see robots divide a task without a human assigning roles.","o":"A flock completes a shared goal, such as splitting a search so the closest duck kicks, with each robot's choices visible.","c":"Software and DevOps","r":"rokbenko/quackd","rt":"Quackd","rs":"rokbenko-quackd","u":"/use-cases/rokbenko-quackd/run-one-goal-across-a-flock/","b":false,"f":false,"sc":0.6},{"id":"rollroyces-py-idp--extract-invoice-fields-to-pydantic","t":"Extract invoice fields into a validated schema","s":"Turn invoice PDFs into Pydantic-validated fields using one pipeline call or one CLI command.","w":"A developer or finance ops engineer who receives a steady stream of invoice PDFs and needs the amounts, dates, and vendor names as clean data.","o":"A dict of extracted Invoice fields, checked against a Pydantic schema, with per-field confidence and any validation errors.","c":"Work and operations","r":"rollroyces/py-idp","rt":"Py Idp","rs":"rollroyces-py-idp","u":"/use-cases/rollroyces-py-idp/extract-invoice-fields-to-pydantic/","b":true,"f":false,"sc":1.0},{"id":"rollroyces-py-idp--review-low-confidence-fields-with-hitl","t":"Route low-confidence fields to a human reviewer","s":"Send fields below the confidence threshold to a Streamlit review screen and save the corrections.","w":"An operations lead running document extraction at volume who needs people to check the uncertain fields before the data is used.","o":"Low-confidence documents are paused for review, and the saved corrections are stored for later use by the RL update step.","c":"Work and operations","r":"rollroyces/py-idp","rt":"Py Idp","rs":"rollroyces-py-idp","u":"/use-cases/rollroyces-py-idp/review-low-confidence-fields-with-hitl/","b":false,"f":false,"sc":0.9},{"id":"rollroyces-py-idp--measure-extraction-accuracy-with-eval","t":"Measure extraction accuracy with the eval harness","s":"Score a backend on field F1 and schema-valid rate before you trust it in production.","w":"A developer comparing LLM backends or prompt changes who needs numbers before choosing one for a document workflow.","o":"A per-field eval report with field F1 and schema-valid rate for the chosen backend.","c":"Work and operations","r":"rollroyces/py-idp","rt":"Py Idp","rs":"rollroyces-py-idp","u":"/use-cases/rollroyces-py-idp/measure-extraction-accuracy-with-eval/","b":false,"f":false,"sc":0.8},{"id":"rollroyces-py-idp--serve-extraction-over-http-with-fastapi","t":"Serve document extraction through a FastAPI endpoint","s":"Run the production FastAPI server so other systems can send documents and get fields back.","w":"A backend developer who needs other internal services to submit documents over HTTP instead of running the Python library directly.","o":"A running HTTP server with /extract, /templates, /healthz, and /metrics endpoints.","c":"Work and operations","r":"rollroyces/py-idp","rt":"Py Idp","rs":"rollroyces-py-idp","u":"/use-cases/rollroyces-py-idp/serve-extraction-over-http-with-fastapi/","b":false,"f":false,"sc":0.7},{"id":"rome-os-rome--run-code-review-loop","t":"Run a code review loop until no merge blockers remain","s":"Have Rome work through P1 and P2 review comments until a pull request has no merge blockers left.","w":"A developer or tech lead with an open pull request that has blocking review comments and needs them cleared before merge.","o":"The blocking comments are addressed and the agent reports which blockers, if any, remain.","c":"Software and DevOps","r":"rome-os/rome","rt":"Rome","rs":"rome-os-rome","u":"/use-cases/rome-os-rome/run-code-review-loop/","b":true,"f":false,"sc":1.0},{"id":"rome-os-rome--build-missing-app-from-description","t":"Build a missing app from a plain-language description","s":"Describe a recurring need to Rome and have it scaffold, build, and iterate on a Rome App in one conversation.","w":"A small business owner or power user who repeats the same task across chats and wants a dedicated tool for it.","o":"A git-tracked Rome App that keeps its data and workflows after the conversation ends, which you can keep private or publish.","c":"Software and DevOps","r":"rome-os/rome","rt":"Rome","rs":"rome-os-rome","u":"/use-cases/rome-os-rome/build-missing-app-from-description/","b":false,"f":false,"sc":0.9},{"id":"rome-os-rome--track-price-and-alert-on-drop","t":"Track a product price and get alerted on a drop","s":"Ask Rome to watch a price and message you when it falls below your target.","w":"A shopper waiting for a price drop on a game or product before buying.","o":"Rome keeps watching the price and tells you when it drops below your threshold.","c":"Software and DevOps","r":"rome-os/rome","rt":"Rome","rs":"rome-os-rome","u":"/use-cases/rome-os-rome/track-price-and-alert-on-drop/","b":false,"f":false,"sc":0.8},{"id":"rome-os-rome--organize-inbox-and-draft-replies","t":"Sort an inbox and draft replies for messages that need you","s":"Have Rome archive the noise, flag urgent mail, and draft replies that you review before sending.","w":"A busy professional whose inbox fills with routine mail and urgent items mixed together.","o":"The inbox is sorted, urgent messages are flagged, and draft replies wait for your review.","c":"Software and DevOps","r":"rome-os/rome","rt":"Rome","rs":"rome-os-rome","u":"/use-cases/rome-os-rome/organize-inbox-and-draft-replies/","b":false,"f":false,"sc":0.7},{"id":"ronglecat-grok-app--run-local-grok-agent-on-project","t":"Run a local Grok agent on a project from a desktop app","s":"Install the desktop workbench, connect your Grok Build CLI, and work on a project folder with approval prompts.","w":"A developer who wants a visual workbench instead of a terminal for running the Grok Build agent on a local codebase.","o":"A trusted project open in the desktop app with an agent session running under Ask permission mode.","c":"Software and DevOps","r":"RongleCat/grok-app","rt":"Grok App","rs":"ronglecat-grok-app","u":"/use-cases/ronglecat-grok-app/run-local-grok-agent-on-project/","b":true,"f":false,"sc":1.0},{"id":"ronglecat-grok-app--review-agent-edits-with-git-worktrees","t":"Run parallel agent tasks in Git worktrees and review diffs","s":"Switch between linked Git worktrees and accept or revert agent changes file by file.","w":"A developer maintaining a Git repository who wants several agent tasks running at once without mixing their changes.","o":"Separate sessions working in different worktrees, with each set of changes reviewed through the Git diff view before acceptance.","c":"Software and DevOps","r":"RongleCat/grok-app","rt":"Grok App","rs":"ronglecat-grok-app","u":"/use-cases/ronglecat-grok-app/review-agent-edits-with-git-worktrees/","b":false,"f":false,"sc":0.9},{"id":"ronglecat-grok-app--steer-local-agent-from-phone","t":"Check and steer your desktop agent from a phone","s":"Use the token-gated mobile web mirror or an IM bridge to follow and redirect a running session.","w":"A developer who starts long agent tasks at a desk and wants to check progress or redirect them while away.","o":"A phone view of the running session where you can monitor progress and send a steering message.","c":"Software and DevOps","r":"RongleCat/grok-app","rt":"Grok App","rs":"ronglecat-grok-app","u":"/use-cases/ronglecat-grok-app/steer-local-agent-from-phone/","b":false,"f":false,"sc":0.8},{"id":"ronglecat-grok-app--script-agent-sessions-via-local-api","t":"Script agent sessions through the loopback REST API","s":"Call the local session endpoints from scripts or CI to list sessions and send turns.","w":"A developer building a script or CI step that needs to start or continue agent work on a local machine.","o":"A script that lists existing sessions and posts a new turn to a chosen session.","c":"Software and DevOps","r":"RongleCat/grok-app","rt":"Grok App","rs":"ronglecat-grok-app","u":"/use-cases/ronglecat-grok-app/script-agent-sessions-via-local-api/","b":false,"f":false,"sc":0.7},{"id":"ronglecat-grok-app--schedule-recurring-agent-tasks","t":"Schedule recurring agent tasks with natural-language prompts","s":"Set up one-off or repeating agent jobs and review their execution logs.","w":"A developer who wants routine checks or reports produced by the agent on a schedule.","o":"An automation that runs on a schedule and leaves a visual execution log to review.","c":"Software and DevOps","r":"RongleCat/grok-app","rt":"Grok App","rs":"ronglecat-grok-app","u":"/use-cases/ronglecat-grok-app/schedule-recurring-agent-tasks/","b":false,"f":false,"sc":0.6},{"id":"roversx-thinkterm--keep-agent-sessions-running-after-close","t":"Keep long builds and agents running after you close the window","s":"Detach from Think Term and reattach later to the same shells, builds, and agent tasks.","w":"A developer who starts a long build or coding agent task and needs to leave the machine or close the window without losing progress.","o":"The task keeps running on the mux server, and you reattach from the desktop or the TUI to see its output.","c":"Software and DevOps","r":"RoversX/ThinkTerm","rt":"Think Term","rs":"roversx-thinkterm","u":"/use-cases/roversx-thinkterm/keep-agent-sessions-running-after-close/","b":true,"f":false,"sc":1.0},{"id":"roversx-thinkterm--let-coding-agent-read-and-drive-other-panes","t":"Let a coding agent read and drive other terminal panes","s":"Install the Think Term skill so an agent can send input to and read output from other panes.","w":"A developer running a coding agent who wants it to check the output of a build or test run in another pane.","o":"The agent reads the output of the other pane and sends commands to it, using the Think Term CLI.","c":"Software and DevOps","r":"RoversX/ThinkTerm","rt":"Think Term","rs":"roversx-thinkterm","u":"/use-cases/roversx-thinkterm/let-coding-agent-read-and-drive-other-panes/","b":false,"f":false,"sc":0.9},{"id":"roversx-thinkterm--monitor-agents-across-machines-from-one-sidebar","t":"Watch agents on several machines from one Think Term sidebar","s":"Connect remote hosts through Think Term Connect and switch between them in one workspace.","w":"An engineer who runs coding agents on a server and on a laptop and wants to see all of them in one place.","o":"Remote workspaces appear in the desktop sidebar beside local work, and processes keep running on their original host.","c":"Software and DevOps","r":"RoversX/ThinkTerm","rt":"Think Term","rs":"roversx-thinkterm","u":"/use-cases/roversx-thinkterm/monitor-agents-across-machines-from-one-sidebar/","b":false,"f":false,"sc":0.8},{"id":"roversx-thinkterm--check-sessions-from-a-browser-with-token-access","t":"Check running sessions from a browser over HTTPS","s":"Enable the browser listener and use an access token to reach your sessions from another device.","w":"A developer away from their main machine who wants to glance at a running build or agent from a browser.","o":"You open the Think Term web client in a browser and see the same server-held sessions.","c":"Software and DevOps","r":"RoversX/ThinkTerm","rt":"Think Term","rs":"roversx-thinkterm","u":"/use-cases/roversx-thinkterm/check-sessions-from-a-browser-with-token-access/","b":false,"f":false,"sc":0.7},{"id":"roy-tong-agentmeasure--recount-ai-support-bill-against-vendor-rule","t":"Re-count an AI support bill against the vendor rule","s":"Run the free CLI on a billing export to see overcharge and undercharge findings, unsettled rows and dollar variance.","w":"A support operations lead or finance reviewer who received a per-resolution AI support invoice from Intercom, Zendesk, HubSpot, Salesforce, Ada or a similar vendor and wants to check it.","o":"A list of findings in both directions, rows marked cannot settle, the vendor rule with its public source, and a dollar net variance that can inform a vendor review.","c":"Money","r":"roy-tong/AgentMeasure","rt":"Agent Measure","rs":"roy-tong-agentmeasure","u":"/use-cases/roy-tong-agentmeasure/recount-ai-support-bill-against-vendor-rule/","b":true,"f":false,"sc":1.0},{"id":"roy-tong-agentmeasure--check-local-codex-claude-sessions-for-anomalies","t":"Check local Codex or Claude sessions for duplicate retries","s":"Inspect your own Codex or Claude Code session logs for duplicate records, retry amplification and token anomalies.","w":"A developer or team lead who runs Codex or Claude Code daily and suspects that retries or duplicate records are inflating token usage.","o":"A local report that flags duplicate records, retry amplification and token anomalies, with the note that missing evidence stays unknown and a retry is not automatically a second operation.","c":"Money","r":"roy-tong/AgentMeasure","rt":"Agent Measure","rs":"roy-tong-agentmeasure","u":"/use-cases/roy-tong-agentmeasure/check-local-codex-claude-sessions-for-anomalies/","b":false,"f":false,"sc":0.9},{"id":"roy-tong-agentmeasure--compare-claude-response-usage-across-session-files","t":"Compare Claude response usage across session files","s":"Group response IDs from two Claude session files to see repeated usage snapshots, conflicts and missing fields.","w":"A developer investigating a forked or resumed Claude session whose usage totals differ between two log files.","o":"A JSON file grouping the response IDs with repeated usage snapshots, conflicts and missing fields, read without rewriting any log.","c":"Money","r":"roy-tong/AgentMeasure","rt":"Agent Measure","rs":"roy-tong-agentmeasure","u":"/use-cases/roy-tong-agentmeasure/compare-claude-response-usage-across-session-files/","b":false,"f":false,"sc":0.8},{"id":"roy-tong-agentmeasure--prepare-redacted-healthcheck-summary-for-review","t":"Prepare a redacted Healthcheck summary to review","s":"Create a local summary file from a check report, inspect it, and validate it before choosing to send it.","w":"A developer who wants outside help with one local anomaly and needs to share only a summary, not the full logs.","o":"A summary.json file written on the local machine that has been inspected and validated, ready for a decision about sharing.","c":"Money","r":"roy-tong/AgentMeasure","rt":"Agent Measure","rs":"roy-tong-agentmeasure","u":"/use-cases/roy-tong-agentmeasure/prepare-redacted-healthcheck-summary-for-review/","b":false,"f":false,"sc":0.7},{"id":"roy-tong-agentmeasure--build-dispute-pack-from-recount-findings","t":"Build a Dispute and Recovery Pack from a recount","s":"Turn recount findings into a Dispute and Recovery Pack, then record what the vendor actually conceded.","w":"A procurement or finance owner who has already recounted a vendor invoice and now needs a structured dispute file.","o":"A Dispute and Recovery Pack built from the recount, plus a recorded result showing what the vendor conceded, kept separate from the original claim.","c":"Money","r":"roy-tong/AgentMeasure","rt":"Agent Measure","rs":"roy-tong-agentmeasure","u":"/use-cases/roy-tong-agentmeasure/build-dispute-pack-from-recount-findings/","b":false,"f":false,"sc":0.6},{"id":"ruvnet-ruflo--connect-codex-to-ruflo-mcp","t":"Connect Codex to Ruflo's MCP server","s":"Give Codex Ruflo's MCP tools so it can use Ruflo's agent coordination from your project.","w":"A developer who uses Codex or another MCP-enabled tool and wants Ruflo tools available inside that client.","o":"Your MCP client lists Ruflo tools and can call them from the project you set up.","c":"Software and DevOps","r":"ruvnet/ruflo","rt":"Ruflo","rs":"ruvnet-ruflo","u":"/use-cases/ruvnet-ruflo/connect-codex-to-ruflo-mcp/","b":true,"f":false,"sc":1.0},{"id":"ruvnet-ruflo--watch-agent-runs-in-terminal-console","t":"Watch agent runs in a terminal console","s":"Open Ruflo's terminal UI to see workflows, swarms, cost and events without Claude Code.","w":"A developer who prefers a plain terminal and wants a live view of agent activity during a session.","o":"A terminal view with Overview, Cost, Swarm, Events and Missions pages, or one printed frame for scripts.","c":"Software and DevOps","r":"ruvnet/ruflo","rt":"Ruflo","rs":"ruvnet-ruflo","u":"/use-cases/ruvnet-ruflo/watch-agent-runs-in-terminal-console/","b":false,"f":false,"sc":0.9},{"id":"ruvnet-ruflo--add-ruflo-cockpit-to-claude-code","t":"Add the Ruflo console to Claude Code","s":"Install Ruflo's core, console and mods plugins into Claude Code and open the cockpit with /ruflo.","w":"A Claude Code user who wants agent tracking, cost and logs visible beside their coding session.","o":"The Ruflo console opens inside Claude Code and shows your workflows, agents and cost.","c":"Software and DevOps","r":"ruvnet/ruflo","rt":"Ruflo","rs":"ruvnet-ruflo","u":"/use-cases/ruvnet-ruflo/add-ruflo-cockpit-to-claude-code/","b":false,"f":false,"sc":0.8},{"id":"ruvnet-ruflo--create-mission-with-claude-under-set-limits","t":"Let Claude create a mission within limits you set","s":"Allow Claude to create a console mission with approval, then check it in Missions.","w":"A team lead who wants Claude to file a mission for a feature but keeps approval over each action.","o":"A mission with your goal appears in Missions, and Overview logs the action.","c":"Software and DevOps","r":"ruvnet/ruflo","rt":"Ruflo","rs":"ruvnet-ruflo","u":"/use-cases/ruvnet-ruflo/create-mission-with-claude-under-set-limits/","b":false,"f":false,"sc":0.7},{"id":"ruvnet-ruflo--set-up-grok-build-project-surface","t":"Add the Grok Build project surface to a repo","s":"Write Ruflo's Grok host files into one project, previewing first with a dry run.","w":"A developer using Grok Build who wants Ruflo's project files and team bus inside a single repository.","o":"A .grok/ folder, team bus and operator guide are written into the project, with nothing outside it.","c":"Software and DevOps","r":"ruvnet/ruflo","rt":"Ruflo","rs":"ruvnet-ruflo","u":"/use-cases/ruvnet-ruflo/set-up-grok-build-project-surface/","b":false,"f":false,"sc":0.6},{"id":"rylaispirit-cinematic-video-prompt-skill--write-veo3-prompt-in-claude-code","t":"Write a precise Veo 3 video prompt in Claude Code","s":"Turn a rough scene idea into one English prompt with shot, lighting, camera move and grade.","w":"A video creator in Claude Code who needs a clip prompt for Veo 3 or Kling and gets vague results from plain wording.","o":"One English prompt in a code block, ordered by the skill's formula, with a short explanation of the choices.","c":"Content","r":"Rylaispirit/cinematic-video-prompt-skill","rt":"Cinematic Video Prompt Skill","rs":"rylaispirit-cinematic-video-prompt-skill","u":"/use-cases/rylaispirit-cinematic-video-prompt-skill/write-veo3-prompt-in-claude-code/","b":true,"f":false,"sc":1.0},{"id":"rylaispirit-cinematic-video-prompt-skill--paste-skill-into-any-chat-ai","t":"Get cinematic video prompts from any chat AI","s":"Paste the SKILL.md file as custom instructions to get precise prompts without installing anything.","w":"A marketer or hobbyist using ChatGPT, Gemini or a local LLM who wants better video prompts but does not use Claude Code.","o":"A chat session that answers video prompt requests with structured English prompts and a short reason for each choice.","c":"Content","r":"Rylaispirit/cinematic-video-prompt-skill","rt":"Cinematic Video Prompt Skill","rs":"rylaispirit-cinematic-video-prompt-skill","u":"/use-cases/rylaispirit-cinematic-video-prompt-skill/paste-skill-into-any-chat-ai/","b":false,"f":false,"sc":0.9},{"id":"rylaispirit-cinematic-video-prompt-skill--keep-character-consistent-across-clips","t":"Keep one character consistent across several clips","s":"Generate a character reference sheet prompt and reuse the same description in every clip.","w":"A short-film or social video maker in Claude Code whose main character changes look from clip to clip.","o":"A character sheet prompt with three full-body views and a close-up in one image, plus one fixed character description reused in every clip prompt.","c":"Content","r":"Rylaispirit/cinematic-video-prompt-skill","rt":"Cinematic Video Prompt Skill","rs":"rylaispirit-cinematic-video-prompt-skill","u":"/use-cases/rylaispirit-cinematic-video-prompt-skill/keep-character-consistent-across-clips/","b":false,"f":false,"sc":0.8},{"id":"rylaispirit-cinematic-video-prompt-skill--build-consistent-product-clip-series","t":"Create a set of product clips in one consistent style","s":"Write several clip prompts for one product that share lighting, grade and mood.","w":"A small seller or marketer in Claude Code who needs three or more product clips that look like one campaign.","o":"A set of clip prompts for the same product, each with one camera movement and one shared style, color and mood block.","c":"Content","r":"Rylaispirit/cinematic-video-prompt-skill","rt":"Cinematic Video Prompt Skill","rs":"rylaispirit-cinematic-video-prompt-skill","u":"/use-cases/rylaispirit-cinematic-video-prompt-skill/build-consistent-product-clip-series/","b":false,"f":false,"sc":0.7},{"id":"ryze-ai-adgent-open-seo-mcp-skills--run-seo-audit-on-real-search-data","t":"Run a full SEO audit from your own Search Console data","s":"Get indexation issues, CTR anomalies, decaying pages and quick wins from your real GSC and GA4 data.","w":"An SEO lead or site owner who needs a prioritized list of fixes for a site and does not want to rely on scraped rank estimates.","o":"A ranked list of audit findings covering indexation, CTR anomalies, decaying pages and quick wins, based on your connected accounts.","c":"Sales and marketing","r":"Ryze-AI-Adgent/open-seo-mcp-skills","rt":"Open SEO MCP Skills","rs":"ryze-ai-adgent-open-seo-mcp-skills","u":"/use-cases/ryze-ai-adgent-open-seo-mcp-skills/run-seo-audit-on-real-search-data/","b":true,"f":false,"sc":1.0},{"id":"ryze-ai-adgent-open-seo-mcp-skills--find-keywords-competitors-rank-for","t":"Find keywords a competitor ranks for that you do not","s":"Compare a competitor's keyword footprint with your own Search Console queries to find gaps.","w":"A content or SEO manager planning new pages after noticing a competitor takes traffic in a topic area.","o":"A list of competitor keywords missing from your own rankings, with DataForSEO data for the competitor and your Search Console data for your site.","c":"Sales and marketing","r":"Ryze-AI-Adgent/open-seo-mcp-skills","rt":"Open SEO MCP Skills","rs":"ryze-ai-adgent-open-seo-mcp-skills","u":"/use-cases/ryze-ai-adgent-open-seo-mcp-skills/find-keywords-competitors-rank-for/","b":false,"f":false,"sc":0.9},{"id":"ryze-ai-adgent-open-seo-mcp-skills--measure-ai-engine-referral-traffic","t":"See which AI engines send traffic and which pages they cite","s":"Report ChatGPT, Perplexity, Claude and Gemini referrals from GA4 and the pages they cite.","w":"A marketing lead working on GEO who needs to know whether AI answer engines send visitors to the site.","o":"A report of AI engines that refer traffic to the site, plus the pages those engines cite, based on GA4 AI-referral data.","c":"Sales and marketing","r":"Ryze-AI-Adgent/open-seo-mcp-skills","rt":"Open SEO MCP Skills","rs":"ryze-ai-adgent-open-seo-mcp-skills","u":"/use-cases/ryze-ai-adgent-open-seo-mcp-skills/measure-ai-engine-referral-traffic/","b":false,"f":false,"sc":0.8},{"id":"ryze-ai-adgent-open-seo-mcp-skills--find-paid-queries-you-already-rank-for","t":"Find paid queries you already rank for organically","s":"Compare Google Ads spend with Search Console rankings to find clicks you could get free.","w":"A paid search manager who wants to cut ad spend on terms where the site already ranks well.","o":"A list of queries you pay for on Google Ads that you already rank for in Search Console, so you can review which paid clicks you could get free.","c":"Sales and marketing","r":"Ryze-AI-Adgent/open-seo-mcp-skills","rt":"Open SEO MCP Skills","rs":"ryze-ai-adgent-open-seo-mcp-skills","u":"/use-cases/ryze-ai-adgent-open-seo-mcp-skills/find-paid-queries-you-already-rank-for/","b":false,"f":false,"sc":0.7},{"id":"s1n6h-pentest-harness--run-authorized-pentest-workspace","t":"Run an authorized pentest workspace on your own machine","s":"Start a local AI agent workspace in Pentest Mode for an authorized engagement.","w":"A penetration tester who has a signed scope for a client engagement and wants an AI agent workspace that keeps session data local.","o":"A running Web UI at http://127.0.0.1:2323 with Pentest Mode available for the engagement.","c":"Security and science","r":"S1N6H/pentest-harness","rt":"Pentest Harness","rs":"s1n6h-pentest-harness","u":"/use-cases/s1n6h-pentest-harness/run-authorized-pentest-workspace/","b":true,"f":false,"sc":1.0},{"id":"s1n6h-pentest-harness--practice-ctf-and-security-labs","t":"Work through CTF challenges and security labs with an AI agent","s":"Use a local agent workspace to solve CTF and lab challenges with your chosen model.","w":"A student or hobbyist who plays CTF events or runs security lab exercises and wants an AI assistant that remembers progress across sessions.","o":"A durable session you can stop and reopen, with the agent continuing from the saved replay.","c":"Security and science","r":"S1N6H/pentest-harness","rt":"Pentest Harness","rs":"s1n6h-pentest-harness","u":"/use-cases/s1n6h-pentest-harness/practice-ctf-and-security-labs/","b":false,"f":false,"sc":0.9},{"id":"s1n6h-pentest-harness--compare-ai-providers-for-long-engagements","t":"Switch between AI providers and models during a long engagement","s":"Enable, test, and swap model providers from Settings without leaving the workspace.","w":"A security researcher who wants to test different AI models on the same kind of task and keep the best one for a multi-day engagement.","o":"Several providers configured, tested with live connection checks, and enabled or disabled as needed.","c":"Security and science","r":"S1N6H/pentest-harness","rt":"Pentest Harness","rs":"s1n6h-pentest-harness","u":"/use-cases/s1n6h-pentest-harness/compare-ai-providers-for-long-engagements/","b":false,"f":false,"sc":0.8},{"id":"s4us-roqer--build-and-script-roblox-features-with-ai","t":"Build and script a Roblox feature with an AI agent","s":"Describe a feature in Roqer and the agent builds and scripts it in your Studio place.","w":"A Roblox creator on Windows who has a place open in Studio and wants a new mechanic, object, or system built without writing every script by hand.","o":"The agent reads and edits instances, properties, and scripts in your place, shows each script change as a diff, and reports what it built.","c":"Games and hobbies","r":"S4US/Roqer","rt":"Roqer","rs":"s4us-roqer","u":"/use-cases/s4us-roqer/build-and-script-roblox-features-with-ai/","b":true,"f":false,"sc":1.0},{"id":"s4us-roqer--use-roqer-studio-tools-from-claude-code","t":"Use Roqer's Studio tools from Claude Code","s":"Register Roqer's Studio MCP server so Claude Code can inspect and edit your place.","w":"A developer who already works in Claude Code and wants it to read and change a Roblox Studio place directly.","o":"Claude Code gets the Roqer Studio tools through MCP and can inspect and edit the open place, with each Studio call approved.","c":"Games and hobbies","r":"S4US/Roqer","rt":"Roqer","rs":"s4us-roqer","u":"/use-cases/s4us-roqer/use-roqer-studio-tools-from-claude-code/","b":false,"f":false,"sc":0.9},{"id":"s4us-roqer--animate-roblox-characters-with-ai","t":"Create and test an R15 character animation with AI","s":"Ask for a run, wave, or dance and the agent makes, checks, and playtests an R15 animation.","w":"A Roblox creator who needs a custom emote or movement for player characters and does not have an animator on hand.","o":"The agent creates the animation, checks the motion before Studio sees it, publishes it as the place owner, sets it on player characters, and confirms it plays in a playtest.","c":"Games and hobbies","r":"S4US/Roqer","rt":"Roqer","rs":"s4us-roqer","u":"/use-cases/s4us-roqer/animate-roblox-characters-with-ai/","b":false,"f":false,"sc":0.8},{"id":"s4us-roqer--keep-ai-roblox-edits-in-git-with-rojo","t":"Keep AI-made Roblox edits in git with Rojo","s":"Link a Rojo-synced place so agent edits save to project files and show in git diff.","w":"A Roblox team that stores its place source in a Rojo project under git and wants AI changes reviewed like any other code change.","o":"Script edits, new scripts and models, removals, and renames save to your Rojo project files, so they appear in git diff.","c":"Games and hobbies","r":"S4US/Roqer","rt":"Roqer","rs":"s4us-roqer","u":"/use-cases/s4us-roqer/keep-ai-roblox-edits-in-git-with-rojo/","b":false,"f":false,"sc":0.7},{"id":"saarthurr-atticus-mac--arrange-windows-and-open-apps-by-voice","t":"Arrange windows and open apps by voice on your Mac","s":"Hold a shortcut, say what you need, and Atticus moves windows and opens apps across your displays.","w":"A Mac user working across two displays or several apps who wants to set up a workspace without clicking through each window.","o":"Your windows and apps are arranged by one spoken request, and repeated actions run again in a fraction of a second.","c":"Personal 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part of the screen, ask a question, and Atticus draws the steps over what you see.","w":"A person learning a app, a setting or a problem on screen who wants guidance on the exact spot instead of a text description.","o":"Atticus marks the exact spot on your screen with boxes, arrows and labels, and moves on one step at a time.","c":"Personal productivity","r":"SaarthurR/atticus-mac","rt":"Atticus Mac","rs":"saarthurr-atticus-mac","u":"/use-cases/saarthurr-atticus-mac/get-on-screen-help-by-pointing-and-drawing/","b":false,"f":false,"sc":0.8},{"id":"saarthurr-atticus-mac--dictate-text-into-any-field-with-fn","t":"Dictate text into any text field on your Mac","s":"Hold fn, speak, and release to type your words into the field you are using.","w":"A writer, support worker or anyone who types a lot and wants to speak instead.","o":"Your speech lands as text in the active field, either exactly as spoken or cleaned up.","c":"Personal productivity","r":"SaarthurR/atticus-mac","rt":"Atticus Mac","rs":"saarthurr-atticus-mac","u":"/use-cases/saarthurr-atticus-mac/dictate-text-into-any-field-with-fn/","b":false,"f":false,"sc":0.7},{"id":"saarthurr-atticus-mac--hand-a-task-to-a-running-terminal-agent","t":"Send a follow-up to an AI agent running in your terminal","s":"Say an instruction and Atticus types it into the terminal window while you keep working.","w":"A developer running an AI coding agent in a terminal who wants to add a request without switching windows.","o":"The instruction is typed into the right window in the background, or the text is left there and Atticus asks you to choose the window.","c":"Personal productivity","r":"SaarthurR/atticus-mac","rt":"Atticus Mac","rs":"saarthurr-atticus-mac","u":"/use-cases/saarthurr-atticus-mac/hand-a-task-to-a-running-terminal-agent/","b":false,"f":false,"sc":0.6},{"id":"salikhussain71-code-pakgov-rag-project--ask-constitution-questions-with-citations","t":"Ask Constitution questions and get cited answers","s":"Run the local demo and ask questions in English or Urdu, getting answers that cite the source page.","w":"A law student or policy researcher who needs a quick, page-cited answer about a Constitution of Pakistan article, in English or Urdu.","o":"A running local web demo where each answer shows its status, its language, the answer text, and a [Source: Constitution.pdf p.X] citation, or says insufficient evidence.","c":"Research","r":"salikhussain71-code/PAKGOV-RAG-project","rt":"PAKGOV RAG Project","rs":"salikhussain71-code-pakgov-rag-project","u":"/use-cases/salikhussain71-code-pakgov-rag-project/ask-constitution-questions-with-citations/","b":true,"f":false,"sc":1.0},{"id":"salikhussain71-code-pakgov-rag-project--reproduce-retrieval-benchmark-results","t":"Check the retrieval benchmark numbers yourself","s":"Regenerate the results table from committed evaluation files and compare BM25, dense, and hybrid retrieval.","w":"A researcher or reviewer who needs to verify the R@1, R@5, and MRR figures before citing them in a paper or report.","o":"A regenerated FINAL_RESULTS.md table, with the metrics checked against the committed raw outputs in data/interim/ and evaluation/retrieval/.","c":"Research","r":"salikhussain71-code/PAKGOV-RAG-project","rt":"PAKGOV RAG Project","rs":"salikhussain71-code-pakgov-rag-project","u":"/use-cases/salikhussain71-code-pakgov-rag-project/reproduce-retrieval-benchmark-results/","b":false,"f":false,"sc":0.9},{"id":"salikhussain71-code-pakgov-rag-project--index-senate-rules-for-search","t":"Build a search index for Senate rules and acts","s":"Extract, chunk, and embed a folder of Senate PDFs into a FAISS index using the repo's pipeline commands.","w":"A developer or legislative researcher who wants to search Senate rules, salary acts, or secretariat acts with the same pipeline used for the Constitution.","o":"A chunked JSONL file and a FAISS index with one vector per chunk, built from the Senate PDFs in data/raw/senate, ready for the retrieval pipeline.","c":"Research","r":"salikhussain71-code/PAKGOV-RAG-project","rt":"PAKGOV RAG Project","rs":"salikhussain71-code-pakgov-rag-project","u":"/use-cases/salikhussain71-code-pakgov-rag-project/index-senate-rules-for-search/","b":false,"f":false,"sc":0.8},{"id":"sandbaseai-deepseek-harness-handbook--find-fix-for-failing-harness-run","t":"Find the right fix for a failing Harness run","s":"Route a failing DeepSeek Harness run to the guide that matches its failure boundary.","w":"A developer or operator whose DeepSeek Harness session fails and who needs the right runbook before retrying.","o":"One named failure boundary, one linked troubleshooting guide, and the evidence to collect before changing anything.","c":"Software and DevOps","r":"sandbaseai/deepseek-harness-handbook","rt":"DeepSeek Harness 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before you install it","s":"Check an Awesome resource's source, permissions, and rollback path before installing it.","w":"A developer who found a DeepSeek Harness plugin or skill in the Awesome resource map and wants to adopt it safely.","o":"A go or no-go decision with the permissions, credential needs, and rollback path written down first.","c":"Software and DevOps","r":"sandbaseai/deepseek-harness-handbook","rt":"DeepSeek Harness Handbook","rs":"sandbaseai-deepseek-harness-handbook","u":"/use-cases/sandbaseai-deepseek-harness-handbook/vet-awesome-resource-before-install/","b":false,"f":false,"sc":0.8},{"id":"sandbaseai-deepseek-harness-handbook--recover-web-startup-from-corrupt-session","t":"Recover Web startup when one corrupt Session blocks it","s":"Isolate the one bad Session artifact so the Web client starts without touching healthy Sessions.","w":"A Windows operator whose DeepSeek Harness Web client will not start after a plugin tree load failure.","o":"The bad artifact is isolated, the Web client starts again, and the healthy Sessions are unchanged.","c":"Software and DevOps","r":"sandbaseai/deepseek-harness-handbook","rt":"DeepSeek Harness Handbook","rs":"sandbaseai-deepseek-harness-handbook","u":"/use-cases/sandbaseai-deepseek-harness-handbook/recover-web-startup-from-corrupt-session/","b":false,"f":false,"sc":0.7},{"id":"sateezg-codex-bridge--generate-image-for-a-project","t":"Generate a project image from a text prompt","s":"Create an icon, mockup, or hero image with gpt-image-2 and save it to your repo.","w":"A developer building a landing page or app who needs a new image that does not exist yet.","o":"A PNG file saved at a path you chose, with the path printed by the wrapper.","c":"Software and DevOps","r":"Sateezg/codex-bridge","rt":"Codex Bridge","rs":"sateezg-codex-bridge","u":"/use-cases/sateezg-codex-bridge/generate-image-for-a-project/","b":true,"f":false,"sc":1.0},{"id":"sateezg-codex-bridge--favicon-and-og-card-set","t":"Build a matching 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Bridge","rs":"sateezg-codex-bridge","u":"/use-cases/sateezg-codex-bridge/bulk-rename-via-codex-implementer/","b":false,"f":false,"sc":0.8},{"id":"sateezg-codex-bridge--gpt5-diff-review-from-shell","t":"Run a GPT-5 review of a branch diff","s":"Pipe a branch diff into Codex and get a single final answer back.","w":"A developer about to open a pull request who wants a second look at the branch from GPT-5.","o":"A written review of the branch diff, printed as Codex's final answer.","c":"Software and DevOps","r":"Sateezg/codex-bridge","rt":"Codex Bridge","rs":"sateezg-codex-bridge","u":"/use-cases/sateezg-codex-bridge/gpt5-diff-review-from-shell/","b":false,"f":false,"sc":0.7},{"id":"savka777-jev-use--run-mac-actions-by-voice","t":"Run Mac actions by voice without a screenshot","s":"Hold a shortcut, say a command, and Jev performs the matching action in the front app.","w":"A Mac user who wants to open apps, use menu items or type text by speaking, without clicking through menus.","o":"Spoken or typed commands such as opening an app or choosing a menu item are carried out on screen.","c":"Personal productivity","r":"savka777/jev-use","rt":"Jev Use","rs":"savka777-jev-use","u":"/use-cases/savka777-jev-use/run-mac-actions-by-voice/","b":true,"f":false,"sc":1.0},{"id":"savka777-jev-use--control-mac-hands-free-with-wake-phrase","t":"Control the Mac hands-free with a wake phrase","s":"Enable the \"Hey Jev\" wake phrase so commands start by voice with no widget click.","w":"A Mac user who wants to give commands by voice and keep the keyboard and mouse free.","o":"Saying \"Hey Jev\" followed by a command opens the widget and carries out the command.","c":"Personal productivity","r":"savka777/jev-use","rt":"Jev Use","rs":"savka777-jev-use","u":"/use-cases/savka777-jev-use/control-mac-hands-free-with-wake-phrase/","b":false,"f":false,"sc":0.9},{"id":"savka777-jev-use--repeat-a-task-across-app-windows","t":"Tile windows or repeat a task in every window","s":"Give one command that arranges windows or runs the same steps in each open window.","w":"A Mac user with several windows open in one app, such as a browser, who needs the same task done in each.","o":"Windows are tiled so none are stacked, or a task such as a search runs once in each window.","c":"Personal productivity","r":"savka777/jev-use","rt":"Jev Use","rs":"savka777-jev-use","u":"/use-cases/savka777-jev-use/repeat-a-task-across-app-windows/","b":false,"f":false,"sc":0.8},{"id":"savka777-jev-use--let-an-agent-drive-the-mac-from-shell","t":"Let a coding agent drive the Mac from a shell command","s":"Call scripts/say.sh so an agent can open apps and use menus on the Mac.","w":"A developer whose AI agent needs to act on desktop apps, such as opening an app or choosing a menu item, as part of a larger task.","o":"An agent sends a typed command through the shell and the Mac performs it, with the result logged.","c":"Personal productivity","r":"savka777/jev-use","rt":"Jev 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inspect environments on a laptop or workstation before sharing them.","o":"The explorer starts with the all-local configuration, and environments and agents run as containers on your Docker daemon.","c":"Software and DevOps","r":"scaleapi/agentenv-framework","rt":"Agentenv Framework","rs":"scaleapi-agentenv-framework","u":"/use-cases/scaleapi-agentenv-framework/run-local-environments-in-explorer/","b":false,"f":false,"sc":0.9},{"id":"scaleapi-agentenv-framework--build-custom-environment-with-sdk","t":"Build a custom environment with the SDK","s":"Add the SDK to a Python project and build an environment server for your tasks.","w":"A platform engineer or researcher who needs an environment specific to their tasks and wants to build it in Python.","o":"Your Python project depends on agent-env and imports agent_env, and you have a starting point for an environment server that speaks the protocol.","c":"Software and DevOps","r":"scaleapi/agentenv-framework","rt":"Agentenv 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of using a release build.","w":"A developer who wants to audit, modify, or run the SSH client from its source code.","o":"A working development build of Hatoba on your machine, plus an installer or package you built yourself.","c":"Software and DevOps","r":"scarletkc/Hatoba","rt":"Hatoba","rs":"scarletkc-hatoba","u":"/use-cases/scarletkc-hatoba/build-hatoba-desktop-from-source/","b":true,"f":false,"sc":1.0},{"id":"scarletkc-hatoba--sync-ssh-hosts-across-devices-encrypted","t":"Sync SSH hosts and keys across devices, encrypted","s":"Deploy a sync Worker and D1 database in your own Cloudflare account so every device shares one encrypted vault.","w":"An engineer with a laptop and a desktop who keeps the same servers and keys on both and does not want a third-party server holding the data.","o":"Your hosts, keys, and conversations sync between your devices, with only ciphertext stored in your Cloudflare account.","c":"Software and DevOps","r":"scarletkc/Hatoba","rt":"Hatoba","rs":"scarletkc-hatoba","u":"/use-cases/scarletkc-hatoba/sync-ssh-hosts-across-devices-encrypted/","b":false,"f":false,"sc":0.9},{"id":"scarletkc-hatoba--monitor-all-servers-on-one-dashboard","t":"Watch every saved server's health on one page","s":"See online status, CPU, memory, disks, and load for all saved hosts without installing anything on them.","w":"A sysadmin or solo operator with several Linux servers who wants a quick health view before starting work.","o":"A dashboard of cards or a table showing the status of each saved host, read over SSH.","c":"Software and DevOps","r":"scarletkc/Hatoba","rt":"Hatoba","rs":"scarletkc-hatoba","u":"/use-cases/scarletkc-hatoba/monitor-all-servers-on-one-dashboard/","b":false,"f":false,"sc":0.8},{"id":"scarletkc-hatoba--let-ai-assistant-diagnose-live-ssh-session","t":"Have an AI assistant diagnose a live SSH session","s":"Let a model read your terminal and run approved commands on a server, with control over each action.","w":"An engineer debugging a failing server who wants help reading logs and running checks without typing each command by hand.","o":"The assistant reads the terminal, proposes or runs commands with your approval, and reports the likely cause.","c":"Software and DevOps","r":"scarletkc/Hatoba","rt":"Hatoba","rs":"scarletkc-hatoba","u":"/use-cases/scarletkc-hatoba/let-ai-assistant-diagnose-live-ssh-session/","b":false,"f":false,"sc":0.7},{"id":"scarletkc-seiso--check-project-docs-against-convention","t":"Check project docs against a shared Markdown convention","s":"Run Seiso on a repo to list stable-rule findings in its Markdown docs.","w":"A maintainer whose project docs are mostly written by AI and who needs to catch stale or duplicated facts before review.","o":"A list of findings, each with the file, the problem, and how to fix it, from the stable rules that run by default.","c":"Software and DevOps","r":"scarletkc/seiso","rt":"Seiso","rs":"scarletkc-seiso","u":"/use-cases/scarletkc-seiso/check-project-docs-against-convention/","b":true,"f":false,"sc":1.0},{"id":"scarletkc-seiso--agent-repairs-seiso-findings","t":"Have an agent repair Seiso findings in project docs","s":"Let a coding agent use Seiso diagnostics to fix most doc findings and rerun the check.","w":"A developer who wants an AI agent to clean up a docs folder after a large batch of AI-written pages.","o":"A set of doc edits where mechanical findings are fixed and judgment calls are listed with the decision each one needs.","c":"Software and DevOps","r":"scarletkc/seiso","rt":"Seiso","rs":"scarletkc-seiso","u":"/use-cases/scarletkc-seiso/agent-repairs-seiso-findings/","b":false,"f":false,"sc":0.9},{"id":"scarletkc-seiso--gate-doc-changes-with-seiso-hooks","t":"Gate doc changes with Seiso in Claude Code hooks or CI","s":"Run Seiso automatically when an agent or a commit changes project docs.","w":"A team using Claude Code or a CI pipeline that wants doc checks to run without someone remembering to run them.","o":"Doc changes are checked by Seiso in the agent session or the pipeline, with stable rules as the gate.","c":"Software and DevOps","r":"scarletkc/seiso","rt":"Seiso","rs":"scarletkc-seiso","u":"/use-cases/scarletkc-seiso/gate-doc-changes-with-seiso-hooks/","b":false,"f":false,"sc":0.8},{"id":"scasella-claude-flightdeck--watch-context-and-cost-live","t":"Watch context, cost and rate limits during a session","s":"Keep the main panel open to see context fill, compactions, cost and rate-limit resets as you work.","w":"A developer running a long Claude Code session who needs to know how close the context window and plan limits are getting.","o":"A docked pane beside the transcript showing model, effort, permission mode, the context gauge with compactions, cost, and the first two rate-limit windows with time to reset.","c":"Software and DevOps","r":"scasella/claude-flightdeck","rt":"Claude Flightdeck","rs":"scasella-claude-flightdeck","u":"/use-cases/scasella-claude-flightdeck/watch-context-and-cost-live/","b":true,"f":false,"sc":1.0},{"id":"scasella-claude-flightdeck--audit-permission-checks-in-a-session","t":"Audit every permission check a session makes","s":"Use the gate panel and its drill-downs to see which tools were allowed, asked about or denied.","w":"A developer or team lead reviewing what an agent session was allowed to do, or checking why a tool call was blocked.","o":"A gate panel with one colored cell per permission check, totals, and per-family drill-downs listing the last five checks and their verdicts with credentials masked.","c":"Software and DevOps","r":"scasella/claude-flightdeck","rt":"Claude Flightdeck","rs":"scasella-claude-flightdeck","u":"/use-cases/scasella-claude-flightdeck/audit-permission-checks-in-a-session/","b":false,"f":false,"sc":0.9},{"id":"scasella-claude-flightdeck--track-subagents-as-cards-or-swimlanes","t":"Follow subagents as cards or swimlanes","s":"See each subagent's task, live context, output tokens, steps and clock, and expand any one for detail.","w":"A developer running a Claude Code session that spawns several subagents who needs to see which ones are running, stalled or hitting max_tokens.","o":"An agents panel showing cards side by side while they fit, or swimlanes on one time axis beyond that, with the max_tokens warning in red and expandable detail for each agent.","c":"Software and DevOps","r":"scasella/claude-flightdeck","rt":"Claude Flightdeck","rs":"scasella-claude-flightdeck","u":"/use-cases/scasella-claude-flightdeck/track-subagents-as-cards-or-swimlanes/","b":false,"f":false,"sc":0.8},{"id":"scasella-claude-flightdeck--review-architect-advisor-consults","t":"Review architect and advisor consults in a session","s":"Check when the architect or advisor was consulted, how long each took, and what the inferred moments were.","w":"A developer who relies on an architect or advisor agent in Claude Code and wants to confirm when it was consulted and whether it helped.","o":"An architect panel with a consult timeline, a running or last-consult duration, optional consult moments labelled as inferred, and the first line of a subagent architect's advice.","c":"Software and DevOps","r":"scasella/claude-flightdeck","rt":"Claude Flightdeck","rs":"scasella-claude-flightdeck","u":"/use-cases/scasella-claude-flightdeck/review-architect-advisor-consults/","b":false,"f":false,"sc":0.7},{"id":"scenario-labs-blender-plugin--generate-pbr-materials-for-a-mesh","t":"Generate a PBR material set and apply it to a mesh","s":"Create a saved PBR texture set with Scenario and assign it to one chosen material slot.","w":"A 3D artist or environment modeler who has a finished mesh in Blender and needs a surface texture set faster than hand painting.","o":"A saved PBR texture set that is applied explicitly to the material slot you pick, with the generation kept in Generations.","c":"Content","r":"scenario-labs/blender-plugin","rt":"Blender Plugin","rs":"scenario-labs-blender-plugin","u":"/use-cases/scenario-labs-blender-plugin/generate-pbr-materials-for-a-mesh/","b":true,"f":false,"sc":1.0},{"id":"scenario-labs-blender-plugin--let-an-agent-work-on-the-open-blender-scene","t":"Let a coding agent read and edit the open Blender scene","s":"Connect Claude Code, Codex or Cursor to the local scenario-blender MCP server.","w":"A technical artist or developer who wants an AI coding agent to inspect the open scene and request Scenario generations for it.","o":"A connected agent that can read the open scene and request generation work through the local MCP server, with its results visible in Blender.","c":"Content","r":"scenario-labs/blender-plugin","rt":"Blender Plugin","rs":"scenario-labs-blender-plugin","u":"/use-cases/scenario-labs-blender-plugin/let-an-agent-work-on-the-open-blender-scene/","b":false,"f":false,"sc":0.9},{"id":"scenario-labs-blender-plugin--turn-a-scene-description-into-a-greybox-layout","t":"Turn a written scene description into a greybox layout","s":"Use Blockout to build a rough blocked-out set from a text description.","w":"A previs artist or level designer who needs a quick layout to test camera and blocking before detailed modeling.","o":"A greybox layout in the scene that you can refine or rebuild with Blockout.","c":"Content","r":"scenario-labs/blender-plugin","rt":"Blender Plugin","rs":"scenario-labs-blender-plugin","u":"/use-cases/scenario-labs-blender-plugin/turn-a-scene-description-into-a-greybox-layout/","b":false,"f":false,"sc":0.8},{"id":"scenario-labs-blender-plugin--generate-a-360-environment-for-the-scene-world","t":"Generate a 360 HDRI environment and apply it to the World","s":"Create a panorama or HDRI with Scenario and set it as the scene World background.","w":"A lighting artist or 3D generalist who needs an environment map for a scene and has no HDRI on hand.","o":"A generated 360 environment applied to the scene World, ready to light the render.","c":"Content","r":"scenario-labs/blender-plugin","rt":"Blender Plugin","rs":"scenario-labs-blender-plugin","u":"/use-cases/scenario-labs-blender-plugin/generate-a-360-environment-for-the-scene-world/","b":false,"f":false,"sc":0.7},{"id":"scenario-labs-blender-plugin--build-a-short-film-from-a-json-recipe","t":"Build a short film from a JSON recipe","s":"Turn a JSON recipe into shots, a timeline, a review scene and an exported video.","w":"A small-team film maker or previs lead who plans shots in a structured file and wants Blender to assemble them.","o":"Shots and a timeline built from your recipe, a review scene, and an exported video.","c":"Content","r":"scenario-labs/blender-plugin","rt":"Blender Plugin","rs":"scenario-labs-blender-plugin","u":"/use-cases/scenario-labs-blender-plugin/build-a-short-film-from-a-json-recipe/","b":false,"f":false,"sc":0.6},{"id":"scenario-labs-skills--generate-matching-game-sprites-and-icons","t":"Generate a matching set of game sprites and icons","s":"Have an agent produce sprites, icons, and props in one style, with transparent backgrounds, through Scenario.","w":"An indie game developer who needs dozens of consistent item icons and sprites before a playtest.","o":"A folder of sprites and icons in a shared style with transparent backgrounds, ready to drop into a project.","c":"Content","r":"scenario-labs/skills","rt":"Skills","rs":"scenario-labs-skills","u":"/use-cases/scenario-labs-skills/generate-matching-game-sprites-and-icons/","b":true,"f":false,"sc":1.0},{"id":"scenario-labs-skills--make-seamless-textures-and-skyboxes-for-an-engine","t":"Make seamless textures and 360 skyboxes for an engine","s":"Have an agent generate tileable PBR textures and equirectangular skyboxes sized for engine import.","w":"A game or environment artist building a level who needs ground, wall, and sky materials fast.","o":"Seamless tileable textures with PBR maps and 360 panoramas, sized for engine export.","c":"Content","r":"scenario-labs/skills","rt":"Skills","rs":"scenario-labs-skills","u":"/use-cases/scenario-labs-skills/make-seamless-textures-and-skyboxes-for-an-engine/","b":false,"f":false,"sc":0.9},{"id":"scenario-labs-skills--shoot-product-packshots-from-a-real-photo","t":"Shoot product packshots and scenes from a real photo","s":"Turn one real product photo into packshots and lifestyle scenes with label checks.","w":"A small brand marketer who has one good product photo and needs store and social images this week.","o":"Packshots and lifestyle scenes from the original photo, with label fidelity checked before use.","c":"Content","r":"scenario-labs/skills","rt":"Skills","rs":"scenario-labs-skills","u":"/use-cases/scenario-labs-skills/shoot-product-packshots-from-a-real-photo/","b":false,"f":false,"sc":0.8},{"id":"scenario-labs-skills--build-a-side-scroller-sprite-kit-with-parallax","t":"Build a side-scroller sprite kit with parallax layers","s":"Generate side-view hero and enemy sprite strips, parallax layers, and platform tiles.","w":"A platformer developer who needs a full set of side-view art for a first level.","o":"Sprite strips for run, walk, attack, and hurt poses, plus parallax layers, a seamless wall texture, and a platform strip.","c":"Content","r":"scenario-labs/skills","rt":"Skills","rs":"scenario-labs-skills","u":"/use-cases/scenario-labs-skills/build-a-side-scroller-sprite-kit-with-parallax/","b":false,"f":false,"sc":0.7},{"id":"scenario-labs-skills--check-prices-before-a-generation-batch","t":"Check prices before running a generation batch","s":"Have an agent price a planned batch in Scenario before spending credits on it.","w":"A content producer who must stay within a fixed budget when generating many images or videos.","o":"A priced plan for the batch, approved or changed before any generation runs.","c":"Content","r":"scenario-labs/skills","rt":"Skills","rs":"scenario-labs-skills","u":"/use-cases/scenario-labs-skills/check-prices-before-a-generation-batch/","b":false,"f":false,"sc":0.6},{"id":"seacen-meetcap--find-past-meeting-decisions-by-asking-agent","t":"Find what was agreed in past meetings by asking your agent","s":"Ask your agent a question and get the meeting, the decision, and a link back to the exact line.","w":"A team lead or account manager who needs to recall a price, deadline or decision from meetings held weeks earlier.","o":"The agent answers the question with the meeting it came from and the line where it was said, so the answer can be checked.","c":"Work and operations","r":"seacen/meetcap","rt":"Meetcap","rs":"seacen-meetcap","u":"/use-cases/seacen-meetcap/find-past-meeting-decisions-by-asking-agent/","b":true,"f":false,"sc":1.0},{"id":"seacen-meetcap--keep-minutes-local-for-sensitive-meetings","t":"Keep minutes local for meetings that cannot leave the room","s":"Transcribe and write minutes on your own computer with MeetCap's local model, with no key or account.","w":"A manager or advisor in a confidential meeting whose content must not be sent to any outside service.","o":"You get a transcript and minutes that stay on your computer, exported as Word or PDF if you need to share them.","c":"Work and operations","r":"seacen/meetcap","rt":"Meetcap","rs":"seacen-meetcap","u":"/use-cases/seacen-meetcap/keep-minutes-local-for-sensitive-meetings/","b":false,"f":false,"sc":0.9},{"id":"seacen-meetcap--live-summaries-and-minutes-via-background-agent","t":"Get live summaries and minutes from your background agent","s":"Let MeetCap run your existing agent in the background to catch you up mid-meeting and write minutes after.","w":"A professional in a fast-moving or unfamiliar meeting who wants catch-up notes without opening a chat window.","o":"Short live summaries during the meeting and clear minutes ready when it ends, with terms explained.","c":"Work and operations","r":"seacen/meetcap","rt":"Meetcap","rs":"seacen-meetcap","u":"/use-cases/seacen-meetcap/live-summaries-and-minutes-via-background-agent/","b":false,"f":false,"sc":0.8},{"id":"securetron-gh-aifw--firewall-existing-llm-calls","t":"Put a firewall in front of your existing LLM calls","s":"Run AI-FW with Docker Compose and send your app's model calls through it for inspection and logging.","w":"A developer whose app already calls an OpenAI-compatible or Anthropic API and needs prompts and responses inspected before they reach the model.","o":"Your app's model traffic passes through the AI-FW gateway, and each transaction shows up in the dashboard.","c":"Security and science","r":"securetron-gh/aifw","rt":"Aifw","rs":"securetron-gh-aifw","u":"/use-cases/securetron-gh-aifw/firewall-existing-llm-calls/","b":true,"f":false,"sc":1.0},{"id":"securetron-gh-aifw--metadata-only-audit-trail","t":"Keep a metadata-only audit trail of agent calls","s":"Use the dashboard and audit logs to review what AI agents sent and received through the gateway.","w":"A security or compliance lead who must show a regulator or internal reviewer how AI agents used models.","o":"Each agent call is recorded as a metadata-only audit event that can be reviewed in the dashboard and exported.","c":"Security and science","r":"securetron-gh/aifw","rt":"Aifw","rs":"securetron-gh-aifw","u":"/use-cases/securetron-gh-aifw/metadata-only-audit-trail/","b":false,"f":false,"sc":0.9},{"id":"securetron-gh-aifw--route-claude-code-cursor-through-gateway","t":"Route Claude Code and Cursor traffic through the gateway","s":"Send coding agent model calls through AI-FW so prompts are inspected and governed.","w":"A developer or engineering lead whose team uses Claude Code or Cursor and wants their prompts inspected.","o":"Claude Code or Cursor requests pass through the gateway, and their transactions appear in the dashboard.","c":"Security and science","r":"securetron-gh/aifw","rt":"Aifw","rs":"securetron-gh-aifw","u":"/use-cases/securetron-gh-aifw/route-claude-code-cursor-through-gateway/","b":false,"f":false,"sc":0.8},{"id":"securetron-gh-aifw--give-each-agent-own-identity","t":"Give each AI agent its own identity and API key","s":"Register agents as identities with admin-issued API keys so their calls can be told apart.","w":"A platform admin running several AI agents who needs each one authorized and traceable on its own.","o":"Each agent has its own registered identity and admin-issued key, and its calls are traceable in the dashboard.","c":"Security and science","r":"securetron-gh/aifw","rt":"Aifw","rs":"securetron-gh-aifw","u":"/use-cases/securetron-gh-aifw/give-each-agent-own-identity/","b":false,"f":false,"sc":0.7},{"id":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni--study-tts-framework-integration","t":"Learn how a TTS model plugs into a serving framework","s":"Follow the learning articles and source links to see how Breeze TTS 2 runs inside vLLM-Omni.","w":"An ML engineer or student who knows Python, PyTorch, and Transformers and wants to understand TTS serving internals before building one.","o":"A clear mental map of model registration, text and instruction conditioning, autoregressive execution, Mimi audio decoding, and request flow.","c":"Research","r":"Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni","rt":"Native Breeze TTS 2 Support for vLLM Omni","rs":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni","u":"/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/study-tts-framework-integration/","b":true,"f":false,"sc":1.0},{"id":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni--run-breeze-cpu-validation-tests","t":"Run the CPU test suite on the Breeze integration","s":"Execute the tiny-model and tooling tests to confirm the integration code passes locally.","w":"A developer who has cloned the repo and wants evidence that the core integration works before trusting or modifying it.","o":"A local pass or fail result for the project checks, the unit tests, and the core CPU model tests.","c":"Research","r":"Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni","rt":"Native Breeze TTS 2 Support for vLLM Omni","rs":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni","u":"/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/run-breeze-cpu-validation-tests/","b":false,"f":false,"sc":0.9},{"id":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni--compare-reference-against-framework-patch","t":"Diff the official Breeze code against the vLLM-Omni patch","s":"Compare the reference inference code with the modified framework source to see exactly what changed.","w":"A maintainer or contributor who needs to review how the native Breeze integration differs from upstream code.","o":"A short list of which files and behaviors the integration changes, tied to the tag v0.1.0-dev.","c":"Research","r":"Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni","rt":"Native Breeze TTS 2 Support for vLLM Omni","rs":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni","u":"/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/compare-reference-against-framework-patch/","b":false,"f":false,"sc":0.8},{"id":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni--serve-breeze-speech-locally","t":"Serve Breeze TTS 2 speech through the local API","s":"Stand up the vLLM-Omni speech endpoint with a Breeze checkpoint and send it a test request.","w":"A developer with a GPU-capable machine and a Breeze TTS 2 checkpoint who wants to test text-to-speech through an HTTP endpoint.","o":"A running speech endpoint at the /v1/audio/speech adapter that returns audio for a text prompt, with the launch configuration checked against the README limits.","c":"Research","r":"Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni","rt":"Native Breeze TTS 2 Support for vLLM Omni","rs":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni","u":"/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/serve-breeze-speech-locally/","b":false,"f":false,"sc":0.7},{"id":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni--plan-tts-port-to-another-model","t":"Outline a port of another TTS model to vLLM-Omni","s":"Use the Breeze integration as a worked example to plan a new model's adapter and request handling.","w":"An engineer who needs to add a different TTS model to vLLM-Omni and wants a tested pattern to copy from.","o":"A written porting plan that maps each Breeze integration step to the equivalent work for the new model.","c":"Research","r":"Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni","rt":"Native Breeze TTS 2 Support for vLLM Omni","rs":"sentinel3252-native-breeze-tts-2-support-for-vllm-omni","u":"/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/plan-tts-port-to-another-model/","b":false,"f":false,"sc":0.6},{"id":"sepehr071-awesome-iran-mcp--compare-toman-prices-across-iranian-shops","t":"Compare a product's price in Toman across Iranian shops","s":"Ask an agent for the cheapest shop for a product, with prices in Toman, from Digikala and Torob.","w":"A buyer in Iran who wants the lowest price for an electronics or household item and does not want to check several shop sites by hand.","o":"The agent lists each shop's price in Toman for the product and names the cheapest in-stock offer.","c":"Money","r":"sepehr071/awesome-iran-mcp","rt":"Awesome Iran MCP","rs":"sepehr071-awesome-iran-mcp","u":"/use-cases/sepehr071-awesome-iran-mcp/compare-toman-prices-across-iranian-shops/","b":true,"f":false,"sc":1.0},{"id":"sepehr071-awesome-iran-mcp--plan-trip-flights-stays-and-doctors","t":"Plan a trip with flights, stays and a doctor visit","s":"Have an agent check flights, stays and a doctor's free slot in one request.","w":"A traveler in Iran who needs to fly to another city, book a place to stay and see a doctor there, and wants the options side by side.","o":"The agent returns one table of flight, stay and doctor options with prices in Toman and free appointment times.","c":"Money","r":"sepehr071/awesome-iran-mcp","rt":"Awesome Iran MCP","rs":"sepehr071-awesome-iran-mcp","u":"/use-cases/sepehr071-awesome-iran-mcp/plan-trip-flights-stays-and-doctors/","b":false,"f":false,"sc":0.9},{"id":"sepehr071-awesome-iran-mcp--check-fair-price-for-divar-ads","t":"Check whether a Divar ad is fairly priced","s":"Have an agent compare a home, car or phone ad on Divar with the market and flag bad deals.","w":"A buyer or renter in Iran looking at classified ads who wants to know if an asking price is reasonable before contacting the seller.","o":"The agent returns the ad's fair-price verdict, the market stats it used, and a short list of better-value ads in the same city.","c":"Money","r":"sepehr071/awesome-iran-mcp","rt":"Awesome Iran MCP","rs":"sepehr071-awesome-iran-mcp","u":"/use-cases/sepehr071-awesome-iran-mcp/check-fair-price-for-divar-ads/","b":false,"f":false,"sc":0.8},{"id":"sevenevesai-riso-windowseat--make-riso-film-from-prompt","t":"Make a riso film from a one-line prompt","s":"Describe a scene to Claude Code and get a single-file procedural riso film you can open and play in a browser.","w":"A creator or designer who wants a short animated piece in the riso style and has no animation toolchain set up.","o":"A new film folder with an index.html that plays in a browser, with its design recorded in a FILM.md.","c":"Content","r":"sevenevesai/riso-windowseat","rt":"Riso Windowseat","rs":"sevenevesai-riso-windowseat","u":"/use-cases/sevenevesai-riso-windowseat/make-riso-film-from-prompt/","b":true,"f":false,"sc":1.0},{"id":"sevenevesai-riso-windowseat--export-riso-poster-png","t":"Export a riso poster as a 2160 x 2160 PNG","s":"Ask Claude Code for a riso still image and export it as a native 2160 by 2160 PNG for print or posting.","w":"A designer or artist who needs a print-ready riso-style poster or plate image without building one by hand.","o":"A native 2160 by 2160 PNG of the poster, with its design notes in a PRINT.md.","c":"Content","r":"sevenevesai/riso-windowseat","rt":"Riso Windowseat","rs":"sevenevesai-riso-windowseat","u":"/use-cases/sevenevesai-riso-windowseat/export-riso-poster-png/","b":false,"f":false,"sc":0.9},{"id":"sevenevesai-riso-windowseat--score-or-fix-audio-in-film","t":"Fix a loud moment or score an existing film","s":"Ask Claude Code to add a score or fix a timed loud passage in a riso film, checked with loudness sheets.","w":"A filmmaker whose riso film sounds wrong at a specific moment or needs a score added.","o":"An updated film where the named audio moment is adjusted or a score is added, with loudness checked.","c":"Content","r":"sevenevesai/riso-windowseat","rt":"Riso Windowseat","rs":"sevenevesai-riso-windowseat","u":"/use-cases/sevenevesai-riso-windowseat/score-or-fix-audio-in-film/","b":false,"f":false,"sc":0.8},{"id":"sevenevesai-riso-windowseat--extend-window-seat-new-scene","t":"Extend Window Seat with a new scene","s":"Have Claude Code add a scene to Window Seat and verify it with frame strips and the repo's gates.","w":"A creator who wants to continue an existing film with a new passage and keep its style and timing consistent.","o":"A revised Window Seat film with the new scene, checked for determinism and inspected as frame strips.","c":"Content","r":"sevenevesai/riso-windowseat","rt":"Riso Windowseat","rs":"sevenevesai-riso-windowseat","u":"/use-cases/sevenevesai-riso-windowseat/extend-window-seat-new-scene/","b":false,"f":false,"sc":0.7},{"id":"sevensir888-codex-command-center--resume-codex-task-after-a-break","t":"Resume a Codex engineering task from where you left off","s":"Link past Codex sessions to a task so you can pick up the work with its context.","w":"A developer returning to a multi-day refactor in a local repository who cannot remember which Codex session held the last decisions.","o":"The task shows its linked sessions and Git state, and you resume the right session through the local Codex CLI.","c":"Software and DevOps","r":"sevensir888/codex-command-center","rt":"Codex Command Center","rs":"sevensir888-codex-command-center","u":"/use-cases/sevensir888-codex-command-center/resume-codex-task-after-a-break/","b":true,"f":false,"sc":1.0},{"id":"sevensir888-codex-command-center--review-and-commit-codex-changes-per-task","t":"Review Codex file changes and commit them in focused batches","s":"Inspect staged and unstaged changes per file, then commit only the related files.","w":"A developer who let Codex edit several files in one session and needs clean, reviewable commits.","o":"Each commit contains only the files that belong to one task, with diffs checked before commit.","c":"Software and DevOps","r":"sevensir888/codex-command-center","rt":"Codex Command Center","rs":"sevensir888-codex-command-center","u":"/use-cases/sevensir888-codex-command-center/review-and-commit-codex-changes-per-task/","b":false,"f":false,"sc":0.9},{"id":"sevensir888-codex-command-center--build-and-check-codex-command-center-from-source","t":"Build the desktop app from source and run native checks","s":"Compile the Tauri desktop app and run the Rust and frontend checks listed in the README.","w":"A contributor or maintainer preparing a local build of the app to test changes before a pull request.","o":"A local desktop build plus formatting, compile, test, and lint results for the native layer.","c":"Software and DevOps","r":"sevensir888/codex-command-center","rt":"Codex Command Center","rs":"sevensir888-codex-command-center","u":"/use-cases/sevensir888-codex-command-center/build-and-check-codex-command-center-from-source/","b":false,"f":false,"sc":0.8},{"id":"sevensir888-codex-command-center--audit-local-codex-environment-before-a-project-starts","t":"Check the local Codex CLI, Skills, and MCP setup before starting work","s":"See the detected Codex CLI version, Skills, and MCP server summaries in one view.","w":"A developer setting up a new machine or project who needs to confirm which Codex tools and MCP servers are available.","o":"A single view of the detected CLI path and version, redacted config previews, discoverable Skills, and MCP server summaries.","c":"Software and DevOps","r":"sevensir888/codex-command-center","rt":"Codex Command Center","rs":"sevensir888-codex-command-center","u":"/use-cases/sevensir888-codex-command-center/audit-local-codex-environment-before-a-project-starts/","b":false,"f":false,"sc":0.7},{"id":"seyedehsanhadi-sloptrim--score-draft-before-publishing","t":"Score a prose draft for AI-writing tells","s":"Run a local 0-100 score on a .docx, .md or other prose file before you publish it.","w":"An editor or content writer who has a finished draft and wants a local check for AI-writing patterns before sending it out.","o":"A JSON report with a 0-100 score, one of five bands (clean, light tells, mixed, heavy tells, pervasive tells), the named patterns and the metrics, all produced on your machine.","c":"Software and DevOps","r":"seyedehsanhadi/sloptrim","rt":"Sloptrim","rs":"seyedehsanhadi-sloptrim","u":"/use-cases/seyedehsanhadi-sloptrim/score-draft-before-publishing/","b":true,"f":false,"sc":1.0},{"id":"seyedehsanhadi-sloptrim--guard-agent-prose-on-save","t":"Guard prose an agent saves in Claude Code","s":"Install the plugin so each prose file the agent saves is scored and flagged for rewrite.","w":"A developer or writer who uses Claude Code to produce documents and wants a check on prose the agent writes to disk.","o":"Each prose file saved through Write or Edit gets a score, and the guard asks for flagged spans to be fixed when the score passes the threshold, with the default full mode.","c":"Software and DevOps","r":"seyedehsanhadi/sloptrim","rt":"Sloptrim","rs":"seyedehsanhadi-sloptrim","u":"/use-cases/seyedehsanhadi-sloptrim/guard-agent-prose-on-save/","b":false,"f":false,"sc":0.9},{"id":"seyedehsanhadi-sloptrim--apply-writing-contract-to-repo","t":"Add a prose contract to AGENTS.md and Cursor rules","s":"Write the Sloptrim contract into a project so Codex or Cursor agents follow it.","w":"A team lead or developer whose project uses Codex or Cursor to write documentation and wants the same prose rules applied in that repo.","o":"The project gets an AGENTS.md file with the Sloptrim contract and a Cursor rule in .cursor/rules/, so agents read the same guidance.","c":"Software and DevOps","r":"seyedehsanhadi/sloptrim","rt":"Sloptrim","rs":"seyedehsanhadi-sloptrim","u":"/use-cases/seyedehsanhadi-sloptrim/apply-writing-contract-to-repo/","b":false,"f":false,"sc":0.8},{"id":"seyedehsanhadi-sloptrim--screen-office-and-notebook-files","t":"Screen Office, EPUB and notebook files for tells","s":"Score the prose in .docx, .pptx, .xlsx, .epub and .ipynb files from the command line.","w":"A research or operations person who keeps reports, slide decks or notebooks in Office or Jupyter formats and wants a local check before sharing them.","o":"A score for the selected prose in each file, with an explicit list of what the detector reads and what it skips, so the result is read with the right scope.","c":"Software and DevOps","r":"seyedehsanhadi/sloptrim","rt":"Sloptrim","rs":"seyedehsanhadi-sloptrim","u":"/use-cases/seyedehsanhadi-sloptrim/screen-office-and-notebook-files/","b":false,"f":false,"sc":0.7},{"id":"sgaofen-humanizer-local-model--rewrite-ai-email-before-sending","t":"Rewrite an AI-drafted email offline before sending it","s":"Paste an AI-written email into a local app and get a version that reads like a person wrote it.","w":"An office worker or student who has an AI-drafted email that sounds generic and does not want to send a draft that reads as machine-written.","o":"A rewritten email with new wording highlighted and replaced wording struck through, produced on your own computer after a one-time model download.","c":"Work and operations","r":"sgaofen/humanizer-local-model","rt":"Humanizer Local Model","rs":"sgaofen-humanizer-local-model","u":"/use-cases/sgaofen-humanizer-local-model/rewrite-ai-email-before-sending/","b":true,"f":false,"sc":1.0},{"id":"sgaofen-humanizer-local-model--rewrite-long-document-with-hz","t":"Rewrite a long Markdown or Word document in one command","s":"Use the hz command line tool to rewrite a whole article or .docx while keeping its structure.","w":"A researcher, writer or team member who has a long AI-drafted paper, article or report file and wants the prose rewritten without redoing headings, tables or links by hand.","o":"A rewritten output file with headings, code blocks, tables and links kept as they were, plus a per-piece report of any number that went missing or was added.","c":"Work and operations","r":"sgaofen/humanizer-local-model","rt":"Humanizer Local Model","rs":"sgaofen-humanizer-local-model","u":"/use-cases/sgaofen-humanizer-local-model/rewrite-long-document-with-hz/","b":false,"f":false,"sc":0.9},{"id":"sgaofen-humanizer-local-model--rewrite-report-keeping-exact-quotes","t":"Rewrite a report while keeping chosen quotes word for word","s":"Import a Word or PDF report and mark the passages that must stay exactly as written.","w":"A policy analyst or project lead who has an AI-drafted report with exact quotes or figures that must not change.","o":"A rewritten report where the selected passages appear unchanged and are highlighted in both the draft and the rewrite.","c":"Work and operations","r":"sgaofen/humanizer-local-model","rt":"Humanizer Local Model","rs":"sgaofen-humanizer-local-model","u":"/use-cases/sgaofen-humanizer-local-model/rewrite-report-keeping-exact-quotes/","b":false,"f":false,"sc":0.8},{"id":"sgaofen-humanizer-local-model--agent-batch-rewrite-via-local-server","t":"Let a coding agent batch-rewrite drafts through a local server","s":"Run the 12B model as a local llama-server and have an agent send each draft to it.","w":"A developer or team building an automated pipeline that rewrites many AI-drafted texts and needs a local, scriptable endpoint.","o":"A local llama-server answering rewrite requests, with an agent looping over a folder of drafts and saving each rewrite.","c":"Work and operations","r":"sgaofen/humanizer-local-model","rt":"Humanizer Local Model","rs":"sgaofen-humanizer-local-model","u":"/use-cases/sgaofen-humanizer-local-model/agent-batch-rewrite-via-local-server/","b":false,"f":false,"sc":0.7},{"id":"shadcn-ui-lint--block-arbitrary-tailwind-values","t":"Block arbitrary Tailwind values in agent-written UI","s":"Flag off-scale Tailwind values so agents use your theme's spacing, colors, and sizes instead.","w":"A front-end developer whose coding agent keeps adding one-off pixel values like p-[13px] that break the design system.","o":"Arbitrary values are reported as Lint errors, and the error points the agent back to values already in the theme.","c":"Software and DevOps","r":"shadcn-ui/lint","rt":"Lint","rs":"shadcn-ui-lint","u":"/use-cases/shadcn-ui-lint/block-arbitrary-tailwind-values/","b":true,"f":false,"sc":1.0},{"id":"shadcn-ui-lint--lock-component-styling-with-contracts","t":"Lock component styling with per-component contracts","s":"Let pages change some styles on a component while keeping its size, shape, and font fixed.","w":"A design system owner who ships shared components and wants pages and agents to change only the parts the design allows.","o":"Each component gets its own allow and deny rules in config, and violations show a message that explains the allowed options.","c":"Software and DevOps","r":"shadcn-ui/lint","rt":"Lint","rs":"shadcn-ui-lint","u":"/use-cases/shadcn-ui-lint/lock-component-styling-with-contracts/","b":false,"f":false,"sc":0.9},{"id":"shadcn-ui-lint--make-agents-fix-lint-errors-first","t":"Make coding agents fix Lint errors before finishing","s":"Give the agent a Lint command and an instruction to run it and fix errors after every change.","w":"A developer who hands UI tasks to a coding agent and wants the agent to check its own work before reporting done.","o":"The project has a Lint script, and the agent guidance file tells the agent to run it and fix all errors after each change.","c":"Software and DevOps","r":"shadcn-ui/lint","rt":"Lint","rs":"shadcn-ui-lint","u":"/use-cases/shadcn-ui-lint/make-agents-fix-lint-errors-first/","b":false,"f":false,"sc":0.8},{"id":"shader-effects-inc-shaders--add-webgpu-gradient-background-to-site","t":"Add an animated WebGPU background to a web page","s":"Drop a gradient with a cursor trail into a React, Vue, Svelte, or Solid page using the Shader component.","w":"A front-end developer building a landing page who wants a modern animated background without writing shader code.","o":"A page background that renders a live gradient and reacts to the cursor, built from ready-made components.","c":"Content","r":"shader-effects-inc/shaders","rt":"Shaders","rs":"shader-effects-inc-shaders","u":"/use-cases/shader-effects-inc-shaders/add-webgpu-gradient-background-to-site/","b":true,"f":false,"sc":1.0},{"id":"shader-effects-inc-shaders--design-effect-visually-and-export-code","t":"Design a shader visually and export it as code","s":"Stack effects on the Shaders.com canvas, tune props live, and paste the exported component tree.","w":"A designer or developer who prefers to see effects on a canvas before writing any code.","o":"A tested effect exported as a component tree for your framework, ready to paste into a project.","c":"Content","r":"shader-effects-inc/shaders","rt":"Shaders","rs":"shader-effects-inc-shaders","u":"/use-cases/shader-effects-inc-shaders/design-effect-visually-and-export-code/","b":false,"f":false,"sc":0.9},{"id":"shader-effects-inc-shaders--sync-editor-designs-into-project-with-cli","t":"Keep designed Shaders in sync with your codebase","s":"Use the Shaders CLI to link a project, install designs as files, and pull later edits.","w":"A developer whose team designs effects in the Shaders editor and needs the same versions in the codebase.","o":"Design files in your components folder that update when you change the design in the editor.","c":"Content","r":"shader-effects-inc/shaders","rt":"Shaders","rs":"shader-effects-inc-shaders","u":"/use-cases/shader-effects-inc-shaders/sync-editor-designs-into-project-with-cli/","b":false,"f":false,"sc":0.8},{"id":"shader-effects-inc-shaders--let-ai-agent-find-and-install-shaders","t":"Let a coding agent find, install, and edit Shaders","s":"Install the Shaders skill and MCP server so your agent can add and change effects in your project.","w":"A developer using an AI coding agent who wants the agent to add visual effects to a site without manual lookup.","o":"An agent that knows the component library and can install and edit Shaders you designed.","c":"Content","r":"shader-effects-inc/shaders","rt":"Shaders","rs":"shader-effects-inc-shaders","u":"/use-cases/shader-effects-inc-shaders/let-ai-agent-find-and-install-shaders/","b":false,"f":false,"sc":0.7},{"id":"shader-effects-inc-shaders--write-custom-shader-component","t":"Write a custom WebGPU component with defineShader","s":"Define a new effect with props and a WGSL pixel function, then mount it like any other component.","w":"An experienced front-end or graphics developer who needs an effect that the built-in library does not provide.","o":"A reusable custom component with typed props, mounted in a page alongside the built-in effects.","c":"Content","r":"shader-effects-inc/shaders","rt":"Shaders","rs":"shader-effects-inc-shaders","u":"/use-cases/shader-effects-inc-shaders/write-custom-shader-component/","b":false,"f":false,"sc":0.6},{"id":"shadowsafin-synapass--one-endpoint-for-many-ai-providers","t":"Send all app AI calls through one OpenAI-style endpoint","s":"Point existing OpenAI SDK code at one gateway that routes to several providers with failover.","w":"A developer whose services each call a different AI provider with separate error handling and routing code.","o":"Applications call one OpenAI-compatible URL, and the gateway picks the provider, fails over when needed, and reports which provider answered.","c":"Software and DevOps","r":"ShadowSafin/Synapass","rt":"Synapass","rs":"shadowsafin-synapass","u":"/use-cases/shadowsafin-synapass/one-endpoint-for-many-ai-providers/","b":true,"f":false,"sc":1.0},{"id":"shadowsafin-synapass--explain-why-a-request-went-where-it-did","t":"Trace which provider and policy handled a bad AI answer","s":"Look up a request ID to see the routing reason, policy verdict, and answering provider.","w":"An engineer investigating a complaint about a wrong or slow AI answer and needing to know which model produced it.","o":"The engineer gets the routing explanation for one request ID, including the provider that actually answered.","c":"Software and DevOps","r":"ShadowSafin/Synapass","rt":"Synapass","rs":"shadowsafin-synapass","u":"/use-cases/shadowsafin-synapass/explain-why-a-request-went-where-it-did/","b":false,"f":false,"sc":0.9},{"id":"shadowsafin-synapass--cap-ai-spend-per-team-with-budgets","t":"Set spending limits so one team cannot run up the AI bill","s":"Use tenant keys with budgets, rate limits, and per-request ceilings to control AI costs.","w":"A team lead or platform owner who must keep AI spend within a monthly amount and stop runaway loops.","o":"Each tenant has its own key and limits, so calls are blocked before they exceed the ceiling or budget.","c":"Software and DevOps","r":"ShadowSafin/Synapass","rt":"Synapass","rs":"shadowsafin-synapass","u":"/use-cases/shadowsafin-synapass/cap-ai-spend-per-team-with-budgets/","b":false,"f":false,"sc":0.8},{"id":"shadowsafin-synapass--run-gateway-natively-on-a-linux-server","t":"Run the gateway as a native service on a Linux server","s":"Build and install Synapass without Docker, then run it under systemd.","w":"A systems administrator who runs services on a Linux host and does not want a container runtime.","o":"Gateway and dashboard run natively, supervised by systemd units or the foreground supervisor.","c":"Software and DevOps","r":"ShadowSafin/Synapass","rt":"Synapass","rs":"shadowsafin-synapass","u":"/use-cases/shadowsafin-synapass/run-gateway-natively-on-a-linux-server/","b":false,"f":false,"sc":0.7},{"id":"shanghua-gao-rsi-jev--serve-decision-model-local-api","t":"Serve a decision model behind a local API","s":"Run v6.1-VL 4B locally and get calibrated yes/no or pick-one answers over HTTP.","w":"A developer whose app needs a fast yes/no or pick-one answer on text or images, with no per-call generation cost.","o":"A local server that returns a probability for each option, plus the layer that answered and its confidence.","c":"Software and DevOps","r":"Shanghua-Gao/RSI-Jev","rt":"RSI Jev","rs":"shanghua-gao-rsi-jev","u":"/use-cases/shanghua-gao-rsi-jev/serve-decision-model-local-api/","b":true,"f":false,"sc":1.0},{"id":"shanghua-gao-rsi-jev--decide-in-python-without-server","t":"Make a typed decision in Python without a server","s":"Call the Decider class in a script to score options for text or images.","w":"A Python developer building a batch job or pipeline that needs decisions on documents, chats or images.","o":"A script that returns a decision for each named question, with images passed in when needed.","c":"Software and DevOps","r":"Shanghua-Gao/RSI-Jev","rt":"RSI Jev","rs":"shanghua-gao-rsi-jev","u":"/use-cases/shanghua-gao-rsi-jev/decide-in-python-without-server/","b":false,"f":false,"sc":0.9},{"id":"shanghua-gao-rsi-jev--run-4b-model-on-apple-silicon","t":"Run the 4B decision model on a Mac","s":"Serve the MLX build of v6.1-VL 4B on Apple silicon using the MLX backend.","w":"A developer or analyst on an Apple silicon Mac who wants to test decision models without a dedicated GPU.","o":"A local server on a Mac that answers decision questions with the 8-bit or 4-bit MLX build.","c":"Software and DevOps","r":"Shanghua-Gao/RSI-Jev","rt":"RSI Jev","rs":"shanghua-gao-rsi-jev","u":"/use-cases/shanghua-gao-rsi-jev/run-4b-model-on-apple-silicon/","b":false,"f":false,"sc":0.8},{"id":"shanghua-gao-rsi-jev--point-existing-jev-client-at-server","t":"Point an existing Jev client at this server","s":"Switch a Jev client's base URL to a local RSI Jev server without rewriting code.","w":"A team already using a Jev client that wants to run the models on its own hardware.","o":"The existing client gets decisions from the local server after only the base URL changes.","c":"Software and DevOps","r":"Shanghua-Gao/RSI-Jev","rt":"RSI Jev","rs":"shanghua-gao-rsi-jev","u":"/use-cases/shanghua-gao-rsi-jev/point-existing-jev-client-at-server/","b":false,"f":false,"sc":0.7},{"id":"shanghua-gao-rsi-jev--check-failed-experiments-before-training","t":"Check failed experiments before planning a training run","s":"Read the published failed experiments to avoid repeating dead ends.","w":"A researcher or ML engineer planning a fine-tune or a training change for a decision model.","o":"A short list of past experiments on your topic, with the reason each one failed as the repo records it.","c":"Software and DevOps","r":"Shanghua-Gao/RSI-Jev","rt":"RSI Jev","rs":"shanghua-gao-rsi-jev","u":"/use-cases/shanghua-gao-rsi-jev/check-failed-experiments-before-training/","b":false,"f":false,"sc":0.6},{"id":"shawnpana-phone-harness--test-mobile-app-flow-on-real-phone","t":"Test a mobile app flow on a real phone with an agent","s":"An agent opens your app, follows a test script, and reports what the screen shows.","w":"A developer or QA tester who needs to check an app's sign-in or checkout flow on a real Android or iPhone when no emulator is available.","o":"The agent walks through the flow, reads the screen after each tap, and returns a step-by-step log with the final state.","c":"Personal productivity","r":"ShawnPana/phone-harness","rt":"Phone Harness","rs":"shawnpana-phone-harness","u":"/use-cases/shawnpana-phone-harness/test-mobile-app-flow-on-real-phone/","b":true,"f":false,"sc":1.0},{"id":"shawnpana-phone-harness--run-phone-task-on-rented-cloud-phone","t":"Run a phone task on a rented cloud phone","s":"Rent a cloud Android or iPhone by the session and let an agent work on it without owning a device.","w":"A user with no phone on the desk, or an iPhone user who wants to test on Android, who needs an agent to complete an on-phone task.","o":"The agent completes the task on a cloud phone and the session is stopped cleanly, with a saved Android written back if one was used.","c":"Personal productivity","r":"ShawnPana/phone-harness","rt":"Phone Harness","rs":"shawnpana-phone-harness","u":"/use-cases/shawnpana-phone-harness/run-phone-task-on-rented-cloud-phone/","b":false,"f":false,"sc":0.9},{"id":"shawnpana-phone-harness--run-errand-on-own-iphone-from-mac","t":"Have an agent order from your iPhone via Mac mirroring","s":"Let an agent drive your iPhone through the Mac's iPhone Mirroring window to finish an app errand.","w":"An iPhone owner with a Mac who wants an agent to finish a repetitive app task, such as booking a ride or placing a food order, while they stay at the desk.","o":"The agent completes the errand in the iPhone app and reports the confirmed details from the final screen.","c":"Personal productivity","r":"ShawnPana/phone-harness","rt":"Phone Harness","rs":"shawnpana-phone-harness","u":"/use-cases/shawnpana-phone-harness/run-errand-on-own-iphone-from-mac/","b":false,"f":false,"sc":0.8},{"id":"shellishack-infinite-pokemon--play-browser-demo-without-install","t":"Try the adventure in a browser with no install","s":"Play the five-area browser demo with battles, catching, interiors, and local autosave.","w":"A curious player or reviewer who wants to see the game before installing anything or connecting Codex.","o":"The player explores five prepared areas, battles, catches creatures, visits interiors, and returns with autosaved progress.","c":"Games and hobbies","r":"Shellishack/infinite-pokemon","rt":"Infinite Pokemon","rs":"shellishack-infinite-pokemon","u":"/use-cases/shellishack-infinite-pokemon/play-browser-demo-without-install/","b":true,"f":false,"sc":1.0},{"id":"shellishack-infinite-pokemon--set-up-local-game-with-codex-agent","t":"Set up and launch the local game with Codex","s":"Install the entry skill and let Codex clone, build, and start the game on your machine.","w":"A developer or hobbyist with Node.js who wants a full local game without running each build step by hand.","o":"The game runs at http://127.0.0.1:8788 and the player can select Single player and begin exploring the generated world.","c":"Games and hobbies","r":"Shellishack/infinite-pokemon","rt":"Infinite Pokemon","rs":"shellishack-infinite-pokemon","u":"/use-cases/shellishack-infinite-pokemon/set-up-local-game-with-codex-agent/","b":false,"f":false,"sc":0.9},{"id":"shellishack-infinite-pokemon--run-from-source-and-open-local-game","t":"Build and run the game from source on your computer","s":"Install dependencies, build, and start the local server from the repository.","w":"A developer who has cloned the repository and wants to run the game directly without the setup skill.","o":"The local game is served at http://127.0.0.1:8788 and the developer can use Single player with Codex.","c":"Games and hobbies","r":"Shellishack/infinite-pokemon","rt":"Infinite Pokemon","rs":"shellishack-infinite-pokemon","u":"/use-cases/shellishack-infinite-pokemon/run-from-source-and-open-local-game/","b":false,"f":false,"sc":0.8},{"id":"shellishack-infinite-pokemon--host-multiplayer-session-for-friends","t":"Host a shared world session for friends","s":"Run the game as host so friends can join the same world by IP address or URL.","w":"A player who wants to explore with friends and is willing to supply the Codex connection and generation allowance.","o":"Guests join the host's run by IP address or URL and explore the same world history while the host supplies generation.","c":"Games and hobbies","r":"Shellishack/infinite-pokemon","rt":"Infinite Pokemon","rs":"shellishack-infinite-pokemon","u":"/use-cases/shellishack-infinite-pokemon/host-multiplayer-session-for-friends/","b":false,"f":false,"sc":0.7},{"id":"shellishack-infinite-pokemon--branch-run-from-checkpoint","t":"Branch a run from a checkpoint to try another path","s":"Create a checkpoint, then branch from an earlier point into a separate world.","w":"A player who wants to test a different choice without losing the current adventure.","o":"The player has a separate branch with its own world database and generation context, while the original run stays unchanged.","c":"Games and hobbies","r":"Shellishack/infinite-pokemon","rt":"Infinite Pokemon","rs":"shellishack-infinite-pokemon","u":"/use-cases/shellishack-infinite-pokemon/branch-run-from-checkpoint/","b":false,"f":false,"sc":0.6},{"id":"shellishack-infinite-pokemon--extend-world-with-region-skill","t":"Generate a new region with the region skill","s":"Install the region generation skill so an agent can propose new places for the world.","w":"A developer or world designer who wants Codex to prepare new maps, buildings, or regional content from a saved run.","o":"The agent proposes new region content from the run snapshot, and schemas and map validation decide what enters the game.","c":"Games and hobbies","r":"Shellishack/infinite-pokemon","rt":"Infinite Pokemon","rs":"shellishack-infinite-pokemon","u":"/use-cases/shellishack-infinite-pokemon/extend-world-with-region-skill/","b":false,"f":false,"sc":0.5},{"id":"sheltercosmo-jev4pg--find-tickets-by-meaning","t":"Find support tickets by meaning, not keywords","s":"Count and group tickets that describe a problem, using a plain-language condition in SQL.","w":"A support analyst who needs to count unresolved billing tickets by product from a CSV export, without writing keyword rules.","o":"A grouped count per product, where each row was judged by JEV against the stated condition and uncertain rows stay visible.","c":"Data and analytics","r":"Sheltercosmo/jev4pg","rt":"Jev4 PG","rs":"sheltercosmo-jev4pg","u":"/use-cases/sheltercosmo-jev4pg/find-tickets-by-meaning/","b":true,"f":false,"sc":1.0},{"id":"sheltercosmo-jev4pg--analyze-existing-postgres-tables","t":"Run semantic analysis on existing PostgreSQL tables in place","s":"Attach a table you already run without copying its rows, then query it with JEV from the workspace.","w":"A database administrator who already operates a PostgreSQL 17 database and must let analysts query business tables without moving data.","o":"A registered table that the workspace reads in place, with PostgreSQL grants and row-security policies deciding what each query can see.","c":"Data and analytics","r":"Sheltercosmo/jev4pg","rt":"Jev4 PG","rs":"sheltercosmo-jev4pg","u":"/use-cases/sheltercosmo-jev4pg/analyze-existing-postgres-tables/","b":false,"f":false,"sc":0.9},{"id":"sheltercosmo-jev4pg--semantic-sql-from-psql","t":"Query semantic conditions directly from psql with native functions","s":"Call jev_native functions from any PostgreSQL client against tables you already own.","w":"A data engineer on a Linux PostgreSQL 17 server who wants semantic filters inside SQL clients without running a Python service.","o":"A SQL query that uses jev_native.scan to group and count rows by semantic judgment, with PostgreSQL handling the grouping.","c":"Data and analytics","r":"Sheltercosmo/jev4pg","rt":"Jev4 PG","rs":"sheltercosmo-jev4pg","u":"/use-cases/sheltercosmo-jev4pg/semantic-sql-from-psql/","b":false,"f":false,"sc":0.8},{"id":"shengsheng90-dsh-taskboard--install-taskboard-into-running-harness","t":"Install Taskboard into a running DeepSeek Harness profile","s":"Add the Taskboard plugin to the web profile, verify it loads, and confirm the sidebar button works.","w":"A developer or installing agent who runs DeepSeek Harness locally and wants a native task board in the Web UI.","o":"The Taskboard sidebar button appears in the Harness Web UI, a test project and task persist after refresh, and the plugin is confirmed in the running Host.","c":"Software and DevOps","r":"shengsheng90/DSH-taskboard","rt":"DSH Taskboard","rs":"shengsheng90-dsh-taskboard","u":"/use-cases/shengsheng90-dsh-taskboard/install-taskboard-into-running-harness/","b":true,"f":false,"sc":1.0},{"id":"shengsheng90-dsh-taskboard--agent-submits-work-for-human-review","t":"Have an agent submit finished work to in_review for human sign-off","s":"An agent claims a task, does the work, and moves it to in_review while a human accepts it as done.","w":"A team lead who delegates coding tasks to a Harness Agent and wants a clear review gate before work counts as finished.","o":"The agent's verified work sits in in_review, and only an authenticated human action in the Taskboard UI or CLI moves it to done.","c":"Software and DevOps","r":"shengsheng90/DSH-taskboard","rt":"DSH Taskboard","rs":"shengsheng90-dsh-taskboard","u":"/use-cases/shengsheng90-dsh-taskboard/agent-submits-work-for-human-review/","b":false,"f":false,"sc":0.9},{"id":"shengsheng90-dsh-taskboard--track-local-project-tasks-in-web-ui","t":"Track local project tasks in a native Web UI board","s":"Create projects and tasks in the Harness Web UI and keep them in a local SQLite file.","w":"A solo developer who wants a simple to-do and status board for a local project, kept next to the Harness sessions they already use.","o":"Projects and tasks persist in a local SQLite database, each with a readable key such as DSH-42 and a status from backlog through done.","c":"Software and DevOps","r":"shengsheng90/DSH-taskboard","rt":"DSH Taskboard","rs":"shengsheng90-dsh-taskboard","u":"/use-cases/shengsheng90-dsh-taskboard/track-local-project-tasks-in-web-ui/","b":false,"f":false,"sc":0.8},{"id":"shinshin86-mesh-avatar-studio--animate-own-illustration","t":"Turn your illustration into an animated 2D avatar","s":"An agent builds a mesh avatar from your PNG, and you check it in the local editor.","w":"A creator or developer with one character illustration who wants it to blink, talk and turn its head.","o":"A saved avatar project under projects/ that plays blinking, talking and head motion in the editor preview.","c":"Content","r":"shinshin86/mesh-avatar-studio","rt":"Mesh Avatar Studio","rs":"shinshin86-mesh-avatar-studio","u":"/use-cases/shinshin86-mesh-avatar-studio/animate-own-illustration/","b":true,"f":false,"sc":1.0},{"id":"shinshin86-mesh-avatar-studio--stream-avatar-in-obs","t":"Stream your avatar in OBS with webcam tracking","s":"Drive the avatar with your face and voice on the Live page and add its stream URL to OBS.","w":"A streamer or VTuber-style creator who needs an avatar that follows their face and voice during a live broadcast.","o":"An avatar in OBS that mirrors your head, eyes and voice, with a transparent background.","c":"Content","r":"shinshin86/mesh-avatar-studio","rt":"Mesh Avatar Studio","rs":"shinshin86-mesh-avatar-studio","u":"/use-cases/shinshin86-mesh-avatar-studio/stream-avatar-in-obs/","b":false,"f":false,"sc":0.9},{"id":"shinshin86-mesh-avatar-studio--try-avatar-in-browser","t":"Try an avatar in the browser without installing anything","s":"Open the Player in Chrome or Edge and move the sample or your own .mavatar file with your face.","w":"A curious viewer or non-developer who wants to see the avatar move before setting up any tools.","o":"The sample or your own .mavatar file animates in the browser, with face tracking and microphone lip sync.","c":"Content","r":"shinshin86/mesh-avatar-studio","rt":"Mesh Avatar Studio","rs":"shinshin86-mesh-avatar-studio","u":"/use-cases/shinshin86-mesh-avatar-studio/try-avatar-in-browser/","b":false,"f":false,"sc":0.8},{"id":"shinshin86-mesh-avatar-studio--share-avatar-as-mavatar-file","t":"Share a finished avatar as one .mavatar file","s":"Export your saved avatar as a single file that another person can import into Studio.","w":"A creator who wants to send a finished avatar to a collaborator or another Studio user.","o":"One .mavatar file that a recipient imports as a new project folder under projects/.","c":"Content","r":"shinshin86/mesh-avatar-studio","rt":"Mesh Avatar Studio","rs":"shinshin86-mesh-avatar-studio","u":"/use-cases/shinshin86-mesh-avatar-studio/share-avatar-as-mavatar-file/","b":false,"f":false,"sc":0.7},{"id":"shinshin86-mesh-avatar-studio--add-drawn-eyes-mouths-with-codex","t":"Add drawn eyes and mouths with Codex","s":"Have Codex draw closed eyes, vowel mouths and expressions so blinking and talking look more natural.","w":"A creator who has an animated avatar that looks stiff and wants drawn eye and mouth variants.","o":"Drawn closed eyes and vowel mouths, and optionally expressions, that the editor reloads automatically.","c":"Content","r":"shinshin86/mesh-avatar-studio","rt":"Mesh Avatar Studio","rs":"shinshin86-mesh-avatar-studio","u":"/use-cases/shinshin86-mesh-avatar-studio/add-drawn-eyes-mouths-with-codex/","b":false,"f":false,"sc":0.6},{"id":"shinthink-blitzstrike--triage-source-tree-for-reachable-sinks","t":"Triage a source tree for reachable, unauthenticated sinks","s":"Let an agent scan your code and report sinks that are reachable without auth, with file and line references.","w":"A developer or reviewer preparing a codebase for release who needs a shorter list than a plain pattern scanner gives.","o":"A list of findings with file:line references, traced from source to sink and enriched with escalation chains where a match exists.","c":"Security and science","r":"shinthink/blitzstrike","rt":"Blitzstrike","rs":"shinthink-blitzstrike","u":"/use-cases/shinthink-blitzstrike/triage-source-tree-for-reachable-sinks/","b":true,"f":false,"sc":1.0},{"id":"shinthink-blitzstrike--verify-live-web-findings-before-reporting","t":"Verify live web findings with marker and control tests","s":"Check a scope, then let the agent confirm live findings with marker reflection and a negative control.","w":"A penetration tester with written authorization to test a specific web application.","o":"Each live finding carries a verdict from a live test, and out-of-scope targets are blocked before any request is sent.","c":"Security and science","r":"shinthink/blitzstrike","rt":"Blitzstrike","rs":"shinthink-blitzstrike","u":"/use-cases/shinthink-blitzstrike/verify-live-web-findings-before-reporting/","b":false,"f":false,"sc":0.9},{"id":"shinthink-blitzstrike--score-dedupe-and-report-findings","t":"Score, dedupe, and report findings for a write-up","s":"Turn a raw findings list into a deduplicated, CVSS-scored report with an integrity hash.","w":"A security engineer who has a list of findings from a scan and needs a clean report for a ticket or client.","o":"A markdown or JSON report with one group per root cause, deterministic CVSS scores, and a SHA-256 integrity hash.","c":"Security and science","r":"shinthink/blitzstrike","rt":"Blitzstrike","rs":"shinthink-blitzstrike","u":"/use-cases/shinthink-blitzstrike/score-dedupe-and-report-findings/","b":false,"f":false,"sc":0.8},{"id":"shinthink-blitzstrike--look-up-cves-for-a-stack","t":"Look up CVEs and known issues for a tech stack","s":"Query NVD and the tech correlation data to see which known issues match a product or version you run.","w":"A developer or operator who needs to know whether a technology in use has known CVEs before patching.","o":"A list of CVE details from NVD and the known vulnerabilities linked to a technology, to guide patch priority.","c":"Security and science","r":"shinthink/blitzstrike","rt":"Blitzstrike","rs":"shinthink-blitzstrike","u":"/use-cases/shinthink-blitzstrike/look-up-cves-for-a-stack/","b":false,"f":false,"sc":0.7},{"id":"shpigford-nurb--design-printable-adapter-from-text","t":"Design a printable hose adapter from a text description","s":"Describe a part in plain words, let the AI model it, and export a 3MF ready for your slicer.","w":"A woodworker or shop owner who needs a custom fitting that no store sells, and has no CAD experience.","o":"A checked, sliders-adjustable part in a live viewer, exported as a 3MF with print settings already embedded.","c":"Software and DevOps","r":"Shpigford/nurb","rt":"Nurb","rs":"shpigford-nurb","u":"/use-cases/shpigford-nurb/design-printable-adapter-from-text/","b":true,"f":false,"sc":1.0},{"id":"shpigford-nurb--catch-print-problems-before-printing","t":"Catch print problems before the printer runs","s":"Run Nurb's printability rules on a part to find overhangs, thin walls, and floating islands early.","w":"A maker or developer who wants to avoid failed prints and checks each part before sending it to the printer.","o":"A list of findings with coordinates that point to the exact faces where each rule fired.","c":"Software and DevOps","r":"Shpigford/nurb","rt":"Nurb","rs":"shpigford-nurb","u":"/use-cases/shpigford-nurb/catch-print-problems-before-printing/","b":false,"f":false,"sc":0.9},{"id":"shpigford-nurb--estimate-print-time-and-filament-cost","t":"Estimate print time and filament cost before printing","s":"Use Nurb slice to get minutes and grams from your installed slicer before a design is final.","w":"A print farm operator or hobbyist who needs to quote or budget a print and decide between design options.","o":"Print time in minutes and filament in grams for each part, so design changes can be compared while they can still move.","c":"Software and DevOps","r":"Shpigford/nurb","rt":"Nurb","rs":"shpigford-nurb","u":"/use-cases/shpigford-nurb/estimate-print-time-and-filament-cost/","b":false,"f":false,"sc":0.8},{"id":"shpigford-nurb--fit-printed-part-to-real-object","t":"Fit a printed part to a real object you measured","s":"Scan or measure a real object, record its dimensions, and compare the design to a target mesh.","w":"A repair technician or maker who needs a part to fit an existing object, such as a broken housing or a downloaded model.","o":"A part whose key dimensions come from real measurements, with a deviation report showing added or missing material.","c":"Software and DevOps","r":"Shpigford/nurb","rt":"Nurb","rs":"shpigford-nurb","u":"/use-cases/shpigford-nurb/fit-printed-part-to-real-object/","b":false,"f":false,"sc":0.7},{"id":"shpigford-nurb--test-load-capacity-before-printing","t":"Test where a printed part will bend or break","s":"Run a voxel stress simulation to see where a load concentrates and the weight the part breaks at.","w":"An engineer or maker designing a functional part, such as a bracket or hook, that must carry weight.","o":"Peak stress in MPa, how far the part sags, and the breaking weight quoted against layer adhesion.","c":"Software and DevOps","r":"Shpigford/nurb","rt":"Nurb","rs":"shpigford-nurb","u":"/use-cases/shpigford-nurb/test-load-capacity-before-printing/","b":false,"f":false,"sc":0.6},{"id":"sidiora-labs-centra-gideon-agent--self-host-personal-agent-from-checkout","t":"Run a private personal AI agent from a source checkout","s":"Build the console, start the gateway, and chat with a self-hosted agent on your own machine.","w":"A developer or technical user who wants a personal AI agent that keeps its state on their own machine and works with their chosen model provider.","o":"A running gateway and console on your machine, with a separate development state directory and a first chat session.","c":"Personal productivity","r":"Sidiora-Labs/centra-gideon-agent","rt":"Centra Gideon Agent","rs":"sidiora-labs-centra-gideon-agent","u":"/use-cases/sidiora-labs-centra-gideon-agent/self-host-personal-agent-from-checkout/","b":true,"f":false,"sc":1.0},{"id":"sidiora-labs-centra-gideon-agent--run-goal-loop-unattended-on-schedule","t":"Have an agent work a goal across many turns on a schedule","s":"Set up a long-running goal loop that works unattended and reports to your inbox.","w":"A person with a recurring or multi-step research or admin goal who does not want to supervise each step of the work.","o":"A loop that works the goal across turns on a schedule, with results collected in the inbox and the console showing running loops and scheduled jobs.","c":"Personal productivity","r":"Sidiora-Labs/centra-gideon-agent","rt":"Centra Gideon Agent","rs":"sidiora-labs-centra-gideon-agent","u":"/use-cases/sidiora-labs-centra-gideon-agent/run-goal-loop-unattended-on-schedule/","b":false,"f":false,"sc":0.9},{"id":"sidiora-labs-centra-gideon-agent--deploy-single-container-gideon-with-docker","t":"Run Gideon in one Docker container with persistent state","s":"Build the single-container image from the checkout and run it with a persistent volume.","w":"An operator or a Windows user who wants a self-hosted Gideon without installing Python and Node on the host.","o":"A Gideon container listening on localhost port 10000 that keeps workspace and state on a named volume, with the access URL in the logs.","c":"Personal productivity","r":"Sidiora-Labs/centra-gideon-agent","rt":"Centra Gideon Agent","rs":"sidiora-labs-centra-gideon-agent","u":"/use-cases/sidiora-labs-centra-gideon-agent/deploy-single-container-gideon-with-docker/","b":false,"f":false,"sc":0.8},{"id":"sidiora-labs-centra-gideon-agent--build-custom-gideon-app-with-sdk","t":"Build a custom Gideon app with the gideon.sdk package","s":"Start from the app template in examples and write an app against the Python SDK.","w":"A Python developer who wants Gideon to use a model, channel, search, tool or dashboard that the core does not provide.","o":"An app that uses gideon.sdk and keeps its integration outside the core package, ready for the app platform.","c":"Personal productivity","r":"Sidiora-Labs/centra-gideon-agent","rt":"Centra Gideon Agent","rs":"sidiora-labs-centra-gideon-agent","u":"/use-cases/sidiora-labs-centra-gideon-agent/build-custom-gideon-app-with-sdk/","b":false,"f":false,"sc":0.7},{"id":"sidiora-labs-centra-gideon-agent--contribute-runtime-change-with-repo-checks","t":"Make a runtime change and pass the repo's checks","s":"Set up the git hooks, make a Python change, and run the format, lint and test targets.","w":"A contributor who wants to fix a bug or add a feature in the Gideon runtime and get it through the project's checks.","o":"A runtime change that passes the local format, lint and test targets and carries a DCO sign-off ready for review.","c":"Personal productivity","r":"Sidiora-Labs/centra-gideon-agent","rt":"Centra Gideon Agent","rs":"sidiora-labs-centra-gideon-agent","u":"/use-cases/sidiora-labs-centra-gideon-agent/contribute-runtime-change-with-repo-checks/","b":false,"f":false,"sc":0.6},{"id":"sidiora-labs-hyperfide--plan-and-verify-a-feature-spec","t":"Turn a feature idea into a verified task plan","s":"Create a spec, lint it, and mark tasks done only after the graph and history agree.","w":"A developer starting a new feature who wants the agent's plan checked against the real codebase before work begins.","o":"A spec with a task board, dependency waves, and acceptance criteria, where each done status is checked against the code graph.","c":"Software and DevOps","r":"Sidiora-Labs/hyperfide","rt":"Hyperfide","rs":"sidiora-labs-hyperfide","u":"/use-cases/sidiora-labs-hyperfide/plan-and-verify-a-feature-spec/","b":true,"f":false,"sc":1.0},{"id":"sidiora-labs-hyperfide--brief-an-agent-on-a-code-area","t":"Give an agent a compact brief of a code area","s":"Pull matching symbols, callers, callees, and routes into one budgeted context call.","w":"A developer or reviewer about to change unfamiliar code who wants a fast, bounded summary before editing.","o":"One context packet with ranked symbols, snippets, callers, callees, related routes, and an explicit count of anything cut by the budget.","c":"Software and DevOps","r":"Sidiora-Labs/hyperfide","rt":"Hyperfide","rs":"sidiora-labs-hyperfide","u":"/use-cases/sidiora-labs-hyperfide/brief-an-agent-on-a-code-area/","b":false,"f":false,"sc":0.9},{"id":"sidiora-labs-hyperfide--run-a-wave-with-parallel-agents","t":"Fan a task wave out to parallel Codex or Claude Code sessions","s":"Claim conflict-free tasks and run each in its own sandboxed agent process.","w":"A team lead with a spec wave of independent tasks who wants several coding agents working at once without path collisions.","o":"Each claimed task runs in one sandboxed child process, with logs and prompts saved on disk and leases released on failure.","c":"Software and DevOps","r":"Sidiora-Labs/hyperfide","rt":"Hyperfide","rs":"sidiora-labs-hyperfide","u":"/use-cases/sidiora-labs-hyperfide/run-a-wave-with-parallel-agents/","b":false,"f":false,"sc":0.8},{"id":"sidiora-labs-hyperfide--supervise-a-spec-hierarchy-with-a-fleet","t":"Run a supervised agent fleet across a spec hierarchy","s":"Start a detached supervisor that drives every wave, manager, and worker until work merges.","w":"An engineering lead running a large spec with a main agent, wave managers, and task workers who wants unattended progress with approval gates.","o":"A durable supervisor that retries failed agents, escalates what cannot be rescued, and reports complete only when work has merged.","c":"Software and DevOps","r":"Sidiora-Labs/hyperfide","rt":"Hyperfide","rs":"sidiora-labs-hyperfide","u":"/use-cases/sidiora-labs-hyperfide/supervise-a-spec-hierarchy-with-a-fleet/","b":false,"f":false,"sc":0.7},{"id":"sidiora-labs-hyperfide--write-release-notes-from-git-history","t":"Generate release notes from git history","s":"Build a changelog grouped by commit prefix, with optional model-written highlights.","w":"A maintainer preparing a release who wants accurate notes without rereading every commit.","o":"A changelog with one release per tag or version bump, grouped by commit-subject prefix, with task references carried through.","c":"Software and DevOps","r":"Sidiora-Labs/hyperfide","rt":"Hyperfide","rs":"sidiora-labs-hyperfide","u":"/use-cases/sidiora-labs-hyperfide/write-release-notes-from-git-history/","b":false,"f":false,"sc":0.6},{"id":"sidiora-labs-hyperfide--carry-decisions-across-agent-sessions","t":"Save project decisions so the next session recalls them","s":"Store decisions and constraints in project memory and recall them at session start.","w":"A developer whose agent keeps rediscovering the same constraints because each session starts with an empty context window.","o":"Decisions saved once and surfaced automatically on the next task start, with blocked completions recorded as well.","c":"Software and DevOps","r":"Sidiora-Labs/hyperfide","rt":"Hyperfide","rs":"sidiora-labs-hyperfide","u":"/use-cases/sidiora-labs-hyperfide/carry-decisions-across-agent-sessions/","b":false,"f":false,"sc":0.5},{"id":"sidiora-labs-paxeer-x-network--build-layerx-kernel-and-run-tests","t":"Build the LayerX kernel and run its test gate","s":"Compile the C17 LayerX kernel and run the local test and CI targets before any change.","w":"A kernel developer or agent who needs a verified local build of the LayerX kernel before editing src/ or cmd/.","o":"A built layerxd binary with kernel tests, contract tests and the full local CI gate reported as passing or failing.","c":"Software and DevOps","r":"Sidiora-Labs/Paxeer-X-Network","rt":"Paxeer X Network","rs":"sidiora-labs-paxeer-x-network","u":"/use-cases/sidiora-labs-paxeer-x-network/build-layerx-kernel-and-run-tests/","b":true,"f":false,"sc":1.0},{"id":"sidiora-labs-paxeer-x-network--build-and-test-paxeer-chain-node","t":"Build and test the paxd Paxeer X chain node","s":"Compile, lint and test the Go Paxeer X chain node (paxd) without changing directories.","w":"A chain developer or agent working on the Paxeer X chain node, EVM compatibility or chain modules.","o":"A built paxd node with lint and test results for the chain subsystem.","c":"Software and DevOps","r":"Sidiora-Labs/Paxeer-X-Network","rt":"Paxeer X Network","rs":"sidiora-labs-paxeer-x-network","u":"/use-cases/sidiora-labs-paxeer-x-network/build-and-test-paxeer-chain-node/","b":false,"f":false,"sc":0.9},{"id":"sidiora-labs-paxeer-x-network--connect-to-paxeer-x-chain-public-rpc","t":"Connect a wallet or app to the Paxeer X chain","s":"Point a wallet or app at chain ID 125 using a public JSON-RPC name from the reference list.","w":"A developer or agent that needs to read from the Paxeer X chain during the limited beta.","o":"A connection that reads chain state from the Paxeer X chain over a public JSON-RPC endpoint.","c":"Software and DevOps","r":"Sidiora-Labs/Paxeer-X-Network","rt":"Paxeer X Network","rs":"sidiora-labs-paxeer-x-network","u":"/use-cases/sidiora-labs-paxeer-x-network/connect-to-paxeer-x-chain-public-rpc/","b":false,"f":false,"sc":0.8},{"id":"sidiora-labs-paxeer-x-network--give-agent-layerx-tools-via-mcp-and-a2a","t":"Give an agent LayerX tools through MCP and A2A","s":"Install the MCP and A2A transports from the developer CLI so an agent can call LayerX tools.","w":"A developer whose AI agent needs to call LayerX tools through the MCP server or the A2A transport.","o":"An MCP server and A2A transport installed for the agent, pointing at layerx-agentd.","c":"Software and DevOps","r":"Sidiora-Labs/Paxeer-X-Network","rt":"Paxeer X Network","rs":"sidiora-labs-paxeer-x-network","u":"/use-cases/sidiora-labs-paxeer-x-network/give-agent-layerx-tools-via-mcp-and-a2a/","b":false,"f":false,"sc":0.7},{"id":"simbasjungles-free-my-tv--ad-free-google-tv-home-with-claude-code","t":"Install an ad-free home screen on Google TV with Claude Code","s":"Let Claude Code build Free My TV and install it on a Google TV or Android TV in about ten minutes.","w":"A household member with a Google TV or Android TV who is tired of sponsored rows and banners on the home screen and can follow simple setup steps.","o":"Free My TV becomes the home screen, shows trending picks from your own apps and the weather, and the stock home screen can be restored with one button.","c":"Personal productivity","r":"simbasjungles/free-my-tv","rt":"Free My TV","rs":"simbasjungles-free-my-tv","u":"/use-cases/simbasjungles-free-my-tv/ad-free-google-tv-home-with-claude-code/","b":true,"f":false,"sc":1.0},{"id":"simbasjungles-free-my-tv--lg-tv-home-screen-via-webos-developer-mode","t":"Put Free My TV on an LG TV through webOS Developer Mode","s":"Install the Free My TV app on an LG webOS TV using LG's own Developer Mode and the included Python scripts.","w":"An LG TV owner with a computer and Python 3 who wants the same ad-free home screen on webOS.","o":"Free My TV is installed as an LG app, and a number key on the remote opens it from anywhere.","c":"Personal productivity","r":"simbasjungles/free-my-tv","rt":"Free My TV","rs":"simbasjungles-free-my-tv","u":"/use-cases/simbasjungles-free-my-tv/lg-tv-home-screen-via-webos-developer-mode/","b":false,"f":false,"sc":0.9},{"id":"simbasjungles-free-my-tv--adapt-free-my-tv-to-another-tv-brand","t":"Adapt Free My TV to a different TV brand with an AI agent","s":"Have an AI agent read a non-listed TV, update the app's debloat and shelf lists, and walk through a test.","w":"A person with a Google TV or Android TV from a brand the README does not cover, who knows how to open a folder in Claude Code.","o":"The app's lists match the user's TV, with promo apps turned off and the live TV app set for that brand.","c":"Personal productivity","r":"simbasjungles/free-my-tv","rt":"Free My TV","rs":"simbasjungles-free-my-tv","u":"/use-cases/simbasjungles-free-my-tv/adapt-free-my-tv-to-another-tv-brand/","b":false,"f":false,"sc":0.8},{"id":"simbasjungles-free-my-tv--personal-picks-and-weather-with-tmdb-key","t":"Set up trending picks, weather and prices with your own TMDB key","s":"Build Free My TV with your city, your TMDB key and your currency so the picks and cards fit your home.","w":"A Google TV or Android TV owner who wants trending movie and show picks from their own apps, a local forecast and crypto prices on the home screen.","o":"The home screen shows picks for your country, the weather for your city, sunrise and sunset, and crypto prices in your currency.","c":"Personal productivity","r":"simbasjungles/free-my-tv","rt":"Free My TV","rs":"simbasjungles-free-my-tv","u":"/use-cases/simbasjungles-free-my-tv/personal-picks-and-weather-with-tmdb-key/","b":false,"f":false,"sc":0.7},{"id":"simreal-ai-simreal-mlbench--validate-benchmark-catalog","t":"Validate the 60-task benchmark catalog locally","s":"Check the public task catalog and protocol config before building on the benchmark.","w":"An ML engineer or benchmark maintainer who wants to confirm the public catalog is well-formed before adding an agent or a fork.","o":"A local confirmation that the task catalog and protocol configuration validate, with no credentials or model calls needed.","c":"Research","r":"Simreal-AI/Simreal-MLBench","rt":"Simreal ML Bench","rs":"simreal-ai-simreal-mlbench","u":"/use-cases/simreal-ai-simreal-mlbench/validate-benchmark-catalog/","b":true,"f":false,"sc":1.0},{"id":"simreal-ai-simreal-mlbench--recompute-published-scores","t":"Recompute a published benchmark score from saved counts","s":"Rebuild a reported task score from its reference counts to check the number yourself.","w":"A research reviewer or lab analyst who has been given a reported ML Benchmark score and does not want to rely on trusting Simreal.","o":"A recomputed task score from the public scoring code, plus a check of the submission id, artifact hash, and reference snapshot hash behind the number.","c":"Research","r":"Simreal-AI/Simreal-MLBench","rt":"Simreal ML Bench","rs":"simreal-ai-simreal-mlbench","u":"/use-cases/simreal-ai-simreal-mlbench/recompute-published-scores/","b":false,"f":false,"sc":0.9},{"id":"simreal-ai-simreal-mlbench--evaluate-agent-via-simreal-service","t":"Get an agent officially scored on the 60 tasks","s":"Run an agent under the official protocol through the Simreal evaluation service.","w":"An AI lab or team building a research agent that needs official, provenance-backed scores on the 60 ML Benchmark tasks.","o":"End-to-end agent runs under the official two-submission protocol, with official scores and full provenance records, arranged through Simreal.","c":"Research","r":"Simreal-AI/Simreal-MLBench","rt":"Simreal ML Bench","rs":"simreal-ai-simreal-mlbench","u":"/use-cases/simreal-ai-simreal-mlbench/evaluate-agent-via-simreal-service/","b":false,"f":false,"sc":0.8},{"id":"simreal-ai-simreal-mlbench--check-scoring-code-with-tests","t":"Run the scoring test suite before changing the rule","s":"Run the 35-test suite to confirm the scoring code still behaves as published.","w":"A developer or researcher who plans to change, fork, or extend the scoring code and wants a baseline before editing it.","o":"A passing baseline of the 35 scoring and verification tests, so any later change can be measured against it.","c":"Research","r":"Simreal-AI/Simreal-MLBench","rt":"Simreal ML Bench","rs":"simreal-ai-simreal-mlbench","u":"/use-cases/simreal-ai-simreal-mlbench/check-scoring-code-with-tests/","b":false,"f":false,"sc":0.7},{"id":"sinholms-setup-gateway--point-claude-code-at-gateway","t":"Point Claude Code at your own OpenAI-compatible gateway","s":"Write the gateway URL, key, and model into Claude Code settings without losing existing config.","w":"A developer or team lead who wants Claude Code to route through a company LiteLLM, OpenRouter, or internal proxy instead of the default endpoint.","o":"Claude Code uses the chosen gateway, the original settings are kept, and a timestamped backup exists for rollback.","c":"Software and DevOps","r":"Sinholms/setup-gateway","rt":"Setup Gateway","rs":"sinholms-setup-gateway","u":"/use-cases/sinholms-setup-gateway/point-claude-code-at-gateway/","b":true,"f":false,"sc":1.0},{"id":"sinholms-setup-gateway--set-up-codex-cli-model-picker","t":"Set up Codex CLI with gateway models in the /model picker","s":"Configure Codex CLI to use a Responses API gateway and list extra gateway models in /model.","w":"A developer who uses Codex CLI and wants to switch between several gateway models without re-running any tool.","o":"Codex uses the gateway as its provider, and the chosen models appear in the built-in /model picker after one restart.","c":"Software and DevOps","r":"Sinholms/setup-gateway","rt":"Setup Gateway","rs":"sinholms-setup-gateway","u":"/use-cases/sinholms-setup-gateway/set-up-codex-cli-model-picker/","b":false,"f":false,"sc":0.9},{"id":"sinholms-setup-gateway--roll-back-broken-tool-config","t":"Restore the last working config after a bad gateway change","s":"Bring back the most recent backup of Claude Code, OpenCode, or Codex config with one command.","w":"A developer whose AI coding tool stopped working after a gateway, key, or model change and needs the previous config back quickly.","o":"The previous config is restored, a backup of the broken state is kept, and the tool can run again.","c":"Software and DevOps","r":"Sinholms/setup-gateway","rt":"Setup Gateway","rs":"sinholms-setup-gateway","u":"/use-cases/sinholms-setup-gateway/roll-back-broken-tool-config/","b":false,"f":false,"sc":0.8},{"id":"sinholms-setup-gateway--run-selftest-before-release","t":"Run the built-in selftest in CI before publishing a release","s":"Check the Setup Gateway pure functions in CI without touching real config files.","w":"A maintainer or contributor of Setup Gateway who wants a fast pass or fail signal on every change before a release.","o":"CI gets an exit code of 0 or 1 from the selftest, and no real config file is modified during the check.","c":"Software and DevOps","r":"Sinholms/setup-gateway","rt":"Setup Gateway","rs":"sinholms-setup-gateway","u":"/use-cases/sinholms-setup-gateway/run-selftest-before-release/","b":false,"f":false,"sc":0.7},{"id":"sitor-ai-frametell--explainer-video-from-one-sentence","t":"Make an explainer video from one sentence","s":"Type a topic, approve the storyboard, and get a 1080p narrated MP4 with subtitles.","w":"A knowledge creator who needs a short explainer on a topic today and does not want to learn video editing.","o":"A finished 1080p MP4 with subtitles and publishing notes, built from a single sentence after you sign off on the storyboard.","c":"Content","r":"sitor-ai/frametell","rt":"Frametell","rs":"sitor-ai-frametell","u":"/use-cases/sitor-ai-frametell/explainer-video-from-one-sentence/","b":true,"f":false,"sc":1.0},{"id":"sitor-ai-frametell--turn-notes-or-pdf-into-explainer-video","t":"Turn your notes or PDF into an explainer video","s":"Point Frametell at a document or slides and render a narrated video in a chosen style.","w":"A researcher or course author with lecture notes, a PDF or a slide deck who wants a video version without rebuilding the material by hand.","o":"A narrated MP4 built from your own material in a style you pick, with a 60 second target length in the example.","c":"Content","r":"sitor-ai/frametell","rt":"Frametell","rs":"sitor-ai-frametell","u":"/use-cases/sitor-ai-frametell/turn-notes-or-pdf-into-explainer-video/","b":false,"f":false,"sc":0.9},{"id":"sitor-ai-frametell--script-and-render-explainer-from-agent-workflow","t":"Have an agent render an explainer from a command","s":"Let a coding agent run the Frametell CLI to produce a narrated MP4 from a source file.","w":"A developer or content operator who wants an agent to produce explainer videos as part of a repeatable workflow on their own machine.","o":"An agent runs the Frametell CLI and returns a rendered 1080p MP4 file path for review.","c":"Content","r":"sitor-ai/frametell","rt":"Frametell","rs":"sitor-ai-frametell","u":"/use-cases/sitor-ai-frametell/script-and-render-explainer-from-agent-workflow/","b":false,"f":false,"sc":0.8},{"id":"six-nut-pocketmen-with-you--install-codex-pet-from-photos","t":"Install a Codex pet from two or more photos","s":"Turn your own photos into an installed Codex companion pet with one create command.","w":"A Codex user who wants a personal animated companion based on a person or animal they photographed.","o":"An installed Codex pet with a pet.json and spritesheet.webp built from the supplied photos.","c":"Content","r":"six-nut/PocketMen-with-you","rt":"Pocket Men with You","rs":"six-nut-pocketmen-with-you","u":"/use-cases/six-nut-pocketmen-with-you/install-codex-pet-from-photos/","b":true,"f":false,"sc":1.0},{"id":"six-nut-pocketmen-with-you--build-pet-with-local-neural-identity-backend","t":"Build a high-fidelity pet with the Qwen identity backend","s":"Prepare the heavier local Qwen editor and create a max-quality pet that keeps the subject's look.","w":"A user who cares more about identity fidelity than setup size or latency, and has a GPU that can run the heavier model.","o":"A max-quality companion created with the Qwen-Image-Edit-2511 backend, with state-specific key poses for every state.","c":"Content","r":"six-nut/PocketMen-with-you","rt":"Pocket Men with You","rs":"six-nut-pocketmen-with-you","u":"/use-cases/six-nut-pocketmen-with-you/build-pet-with-local-neural-identity-backend/","b":false,"f":false,"sc":0.9},{"id":"six-nut-pocketmen-with-you--create-pet-without-openai-key","t":"Create a Codex pet with no OpenAI API key","s":"Generate a companion through local open-weight editing and avoid hosted image APIs entirely.","w":"A privacy-minded developer who does not want to send photos to a hosted image service or manage an OpenAI key.","o":"A companion built on local open-weight neural editing, with the raw references kept on the local machine.","c":"Content","r":"six-nut/PocketMen-with-you","rt":"Pocket Men with You","rs":"six-nut-pocketmen-with-you","u":"/use-cases/six-nut-pocketmen-with-you/create-pet-without-openai-key/","b":false,"f":false,"sc":0.8},{"id":"sixian-li-knowledge-base-kit--build-source-backed-kb-with-codex","t":"Build a source-backed knowledge base from your documents","s":"Set up a separate Markdown workspace and file documents with the Codex backend after review.","w":"A researcher or analyst with a folder of PDFs, DOCX files, or notes who wants a searchable, source-backed knowledge base that an agent can read.","o":"A workspace with inbox/, catalog.md, categories, and per-document full.md, summary.md, and the original attachment, checked before filing.","c":"Research","r":"Sixian-Li/knowledge-base-kit","rt":"Knowledge Base Kit","rs":"sixian-li-knowledge-base-kit","u":"/use-cases/sixian-li-knowledge-base-kit/build-source-backed-kb-with-codex/","b":true,"f":false,"sc":1.0},{"id":"sixian-li-knowledge-base-kit--file-documents-with-claude-code","t":"File documents into a knowledge base with Claude Code","s":"Initialize a workspace for Claude Code and process a document through the local skill.","w":"A developer or writer who already uses Claude Code and wants to keep reading notes and attachments in a Markdown knowledge base.","o":"A Claude Code-ready workspace where a processed document has full.md, summary.md, and its original attachment, plus a catalog agents can read first.","c":"Research","r":"Sixian-Li/knowledge-base-kit","rt":"Knowledge Base Kit","rs":"sixian-li-knowledge-base-kit","u":"/use-cases/sixian-li-knowledge-base-kit/file-documents-with-claude-code/","b":false,"f":false,"sc":0.9},{"id":"sixian-li-knowledge-base-kit--try-offline-demo-without-model-calls","t":"Try the offline demo with no account or model calls","s":"Run the bundled demo to see extraction and validation without AI generation.","w":"A curious reader or evaluator who wants to see the output format before connecting any AI account.","o":"A fresh demo workspace in ../kb-demo with extracted Markdown, a copied reviewed reference output, and passing validation.","c":"Research","r":"Sixian-Li/knowledge-base-kit","rt":"Knowledge Base Kit","rs":"sixian-li-knowledge-base-kit","u":"/use-cases/sixian-li-knowledge-base-kit/try-offline-demo-without-model-calls/","b":false,"f":false,"sc":0.8},{"id":"sixian-li-knowledge-base-kit--validate-kb-before-sharing","t":"Validate a knowledge base before sharing it","s":"Run the structure, link, and TeX checks on a workspace before you hand it to others.","w":"A knowledge base maintainer who edits filed documents by hand or with an agent and needs to catch broken structure before sharing.","o":"A clear pass or a list of structure, link, archive, or TeX problems to fix before the workspace is shared.","c":"Research","r":"Sixian-Li/knowledge-base-kit","rt":"Knowledge Base Kit","rs":"sixian-li-knowledge-base-kit","u":"/use-cases/sixian-li-knowledge-base-kit/validate-kb-before-sharing/","b":false,"f":false,"sc":0.7},{"id":"sno-ai-sno-station-skills--cross-vendor-peer-review","t":"Get a cold second review from the other vendor's agent","s":"Have a fresh agent from the other vendor check your change before it lands.","w":"A developer who finished a code change in Claude Code or Codex and wants an independent check before merging.","o":"A review from a fresh session with none of the author's conversation, plus a fix loop that runs until the review comes back clean.","c":"Software and DevOps","r":"sno-ai/sno-station-skills","rt":"Sno Station Skills","rs":"sno-ai-sno-station-skills","u":"/use-cases/sno-ai-sno-station-skills/cross-vendor-peer-review/","b":true,"f":false,"sc":1.0},{"id":"sno-ai-sno-station-skills--overnight-run-survives-quota","t":"Keep an overnight build going when one agent runs out of quota","s":"Arm a handover so a second vendor's agent continues the task from the exact commit.","w":"A developer starting a long build before bed who cannot watch the agent through a quota limit.","o":"When the working agent's quota reaches the threshold, it writes a handover brief, a fresh agent from the other vendor takes over after the brief is verified, and the work continues from the first unchecked task.","c":"Software and DevOps","r":"sno-ai/sno-station-skills","rt":"Sno Station Skills","rs":"sno-ai-sno-station-skills","u":"/use-cases/sno-ai-sno-station-skills/overnight-run-survives-quota/","b":false,"f":false,"sc":0.9},{"id":"sno-ai-sno-station-skills--morning-away-brief","t":"Read a one-page brief when you come back to the desk","s":"Get one page of what got done, what is stuck, and what waits for your answer.","w":"A developer who left agents running during the day or overnight and wants a quick status before doing anything else.","o":"A brief of at most 60 lines covering completed work, stuck items with reasons, questions waiting for you, and quota cost.","c":"Software and DevOps","r":"sno-ai/sno-station-skills","rt":"Sno Station Skills","rs":"sno-ai-sno-station-skills","u":"/use-cases/sno-ai-sno-station-skills/morning-away-brief/","b":false,"f":false,"sc":0.8},{"id":"sno-ai-sno-station-skills--delegate-work-with-proof","t":"Hand off a job with a charter that defines done","s":"Write one charter with success checks, then let any agent deliver it.","w":"A lead who wants to give an agent a task with a clear definition of done and wants proof, not an agent's word, that it is finished.","o":"One charter file stating deliverables, out-of-bounds areas, prior decisions and how each success check is proven by a recorded real run.","c":"Software and DevOps","r":"sno-ai/sno-station-skills","rt":"Sno Station Skills","rs":"sno-ai-sno-station-skills","u":"/use-cases/sno-ai-sno-station-skills/delegate-work-with-proof/","b":false,"f":false,"sc":0.7},{"id":"sno-ai-sno-station-skills--nightly-lessons-you-approve","t":"Review nightly lessons from your own sessions before they stick","s":"Let the nightly loop propose lessons and skill changes, and accept only the ones you want.","w":"A developer who repeats the same corrections to agents across days and wants those corrections recorded as rules.","o":"Each morning you see proposed lessons drawn from that day's Claude Code and Codex sessions, and only the ones you accept become live rules.","c":"Software and DevOps","r":"sno-ai/sno-station-skills","rt":"Sno Station Skills","rs":"sno-ai-sno-station-skills","u":"/use-cases/sno-ai-sno-station-skills/nightly-lessons-you-approve/","b":false,"f":false,"sc":0.6},{"id":"sno-ai-sno-station--hand-off-work-when-an-agent-runs-out","t":"Hand off a half-finished task when one agent hits its limit","s":"Another agent picks up the same task from shared memory with context intact.","w":"A developer mid-task in one agent who hits a rate limit or cap and does not want to re-explain the work to a second agent.","o":"The second agent continues the task from the same memory and mailbox, with no pasting.","c":"Software and DevOps","r":"sno-ai/sno-station","rt":"Sno Station","rs":"sno-ai-sno-station","u":"/use-cases/sno-ai-sno-station/hand-off-work-when-an-agent-runs-out/","b":true,"f":false,"sc":1.0},{"id":"sno-ai-sno-station--get-a-second-opinion-from-another-agent","t":"Get a code review from a different agent","s":"Ask one agent to review another agent's work, so the reviewer does not share its habits.","w":"A developer who wants a check on code an agent just wrote, without relying on the same agent to grade itself.","o":"A review from a different agent that is likely to catch what the first one missed.","c":"Software and DevOps","r":"sno-ai/sno-station","rt":"Sno Station","rs":"sno-ai-sno-station","u":"/use-cases/sno-ai-sno-station/get-a-second-opinion-from-another-agent/","b":false,"f":false,"sc":0.9},{"id":"sno-ai-sno-station--review-overnight-skill-proposals","t":"Review the skill changes Self Learning proposes each morning","s":"Read the nightly proposals and accept only the ones you want applied to your agents' skills.","w":"A developer who wants agents to stop repeating the same mistakes but wants to approve every change to their skills.","o":"Recurring mistakes become proposed skill changes, and only the ones you accept take effect.","c":"Software and DevOps","r":"sno-ai/sno-station","rt":"Sno Station","rs":"sno-ai-sno-station","u":"/use-cases/sno-ai-sno-station/review-overnight-skill-proposals/","b":false,"f":false,"sc":0.8},{"id":"sno-ai-sno-station--add-cursor-to-the-shared-agent-memory","t":"Add Cursor to a shared memory with Codex and Claude Code","s":"Connect Cursor so its chats use the same memory, skills and review flow as your other agents.","w":"A developer on Linux or macOS who already uses Codex or Claude Code and also works in Cursor's agent chat or command line.","o":"Cursor reads the shared skills, its prompts are remembered, and it can take over or be reviewed like the other agents.","c":"Software and DevOps","r":"sno-ai/sno-station","rt":"Sno Station","rs":"sno-ai-sno-station","u":"/use-cases/sno-ai-sno-station/add-cursor-to-the-shared-agent-memory/","b":false,"f":false,"sc":0.7},{"id":"socai-io-jev-social--cited-social-research-report","t":"Build a source-cited social research report","s":"Run a read-only research goal across Instagram, TikTok, or LinkedIn and get a cited Markdown report.","w":"A market researcher or analyst who needs to understand what people are posting about a topic on one or more social platforms.","o":"A report.md where each accepted finding cites a captured source, plus a history of every operation Jev chose.","c":"Research","r":"socai-io/jev-social","rt":"Jev Social","rs":"socai-io-jev-social","u":"/use-cases/socai-io-jev-social/cited-social-research-report/","b":true,"f":false,"sc":1.0},{"id":"socai-io-jev-social--codex-social-research-skill","t":"Let Codex run browser-grounded social research","s":"Install the Jev Social skill into Codex so it can run cited social research for you.","w":"A developer already working in Codex who wants social research done inside that agent session.","o":"Codex returns source-linked evidence instead of raw run JSON, using the read-only Jev Social workflow.","c":"Research","r":"socai-io/jev-social","rt":"Jev Social","rs":"socai-io-jev-social","u":"/use-cases/socai-io-jev-social/codex-social-research-skill/","b":false,"f":false,"sc":0.9},{"id":"socai-io-jev-social--tiktok-video-evidence-with-media","t":"Capture a TikTok video with its media as evidence","s":"Read a selected TikTok video and save its media offline when your goal explicitly asks for it.","w":"A trust and safety or content analyst who needs a saved copy of a specific TikTok video with its metadata.","o":"Captured metadata, a downloaded MP4, and a poster image stored by socai, with the media intent kept in the operation history.","c":"Research","r":"socai-io/jev-social","rt":"Jev Social","rs":"socai-io-jev-social","u":"/use-cases/socai-io-jev-social/tiktok-video-evidence-with-media/","b":false,"f":false,"sc":0.8},{"id":"socai-io-jev-social--linkedin-profile-company-comparison","t":"Compare public LinkedIn profiles and companies","s":"Search LinkedIn for people or companies and read selected profiles, companies, and posts with citations.","w":"A sales or business development lead who needs a cited comparison of public LinkedIn profiles and companies for one market segment.","o":"A cited report covering the profiles, companies, and posts Jev selected, with the steps it took recorded.","c":"Research","r":"socai-io/jev-social","rt":"Jev Social","rs":"socai-io-jev-social","u":"/use-cases/socai-io-jev-social/linkedin-profile-company-comparison/","b":false,"f":false,"sc":0.7},{"id":"sodiumsun-agenttrail--watch-coding-agents-live-in-kitchen","t":"Watch coding agents work live in a 3D kitchen","s":"Run Agenttrail Kitchen in your repo to see agent tasks, roles and completed work update as you code.","w":"A developer running Codex or Claude Code on a local project who wants to see which tasks the agent has reported and what is still in progress.","o":"A browser view at localhost:4780 that shows chefs, order tickets and completed deliveries based on local agent activity and native todos.","c":"Software and DevOps","r":"sodiumsun/agenttrail","rt":"Agenttrail","rs":"sodiumsun-agenttrail","u":"/use-cases/sodiumsun-agenttrail/watch-coding-agents-live-in-kitchen/","b":true,"f":false,"sc":1.0},{"id":"sodiumsun-agenttrail--preview-kitchen-before-connecting-agents","t":"Preview the kitchen interface with scripted example steps","s":"Explore Agenttrail Kitchen with a labeled scripted example before connecting any real agent.","w":"A developer or team lead evaluating Agenttrail who wants to see the interface before installing hooks or running an agent session.","o":"A walkthrough of chefs, tickets and delivery steps using labeled example activity, followed by a switch back to Live mode.","c":"Software and DevOps","r":"sodiumsun/agenttrail","rt":"Agenttrail","rs":"sodiumsun-agenttrail","u":"/use-cases/sodiumsun-agenttrail/preview-kitchen-before-connecting-agents/","b":false,"f":false,"sc":0.9},{"id":"sodiumsun-agenttrail--map-project-structure-and-component-progress","t":"Map project structure and component progress from PLAN.md","s":"Use Agenttrail Map to see which components are changing, with progress from a PLAN.md file.","w":"A developer or tech lead who wants a project overview showing which parts of the codebase are being touched and how far each component has progressed.","o":"A local map with a live file tree, dependency links and component status drawn from PLAN.md and observed file changes.","c":"Software and DevOps","r":"sodiumsun/agenttrail","rt":"Agenttrail","rs":"sodiumsun-agenttrail","u":"/use-cases/sodiumsun-agenttrail/map-project-structure-and-component-progress/","b":false,"f":false,"sc":0.8},{"id":"sodiumsun-agenttrail--connect-claude-code-hooks-for-session-trails","t":"Add Claude Code hooks for session and tool activity","s":"Connect Claude Code through reviewed hooks so Agenttrail shows session trails and tool activity.","w":"A developer who runs Claude Code in a repo and wants session and tool activity visible in Agenttrail beyond plain file changes.","o":"Session and tool activity from Claude Code appears in the Map and Kitchen views, and the hook setup can be reversed.","c":"Software and DevOps","r":"sodiumsun/agenttrail","rt":"Agenttrail","rs":"sodiumsun-agenttrail","u":"/use-cases/sodiumsun-agenttrail/connect-claude-code-hooks-for-session-trails/","b":false,"f":false,"sc":0.7},{"id":"solongate-agent-security--block-agent-access-to-env-secrets","t":"Stop an AI coding agent from reading your .env secrets","s":"Install the local guard so an agent is refused when it reaches for a .env file and every decision is logged.","w":"A developer who lets Claude Code or Codex work in a repo that holds API keys in a .env file and wants the agent blocked from them.","o":"The agent's attempt to read .env is refused by the guard, the refusal is recorded in the local audit trail, and the agent reports the block instead of working around it.","c":"Security and science","r":"solongate/agent-security","rt":"Agent Security","rs":"solongate-agent-security","u":"/use-cases/solongate-agent-security/block-agent-access-to-env-secrets/","b":true,"f":false,"sc":1.0},{"id":"solongate-agent-security--lock-files-against-agent-edits","t":"Lock files so a coding agent cannot delete or edit them","s":"Put an OS-level lock on key files and start the agent inside that protection so it cannot remove them.","w":"A developer whose agent once deleted or overwrote a file they care about and who wants that file out of reach regardless of how the agent names it.","o":"The protected file stays intact while the agent runs under `solongate run`, and `protect list` shows what is actually holding each path.","c":"Security and science","r":"solongate/agent-security","rt":"Agent Security","rs":"solongate-agent-security","u":"/use-cases/solongate-agent-security/lock-files-against-agent-edits/","b":false,"f":false,"sc":0.9},{"id":"solongate-agent-security--confine-agent-to-one-project-on-linux","t":"Confine a coding agent to one project folder on Linux","s":"Start an agent in a closed box where only one project directory exists and nothing else on the machine is visible.","w":"A developer on Linux who runs an agent across several client repositories and wants one agent session to see only one of them.","o":"The agent works inside a box where the project is at /workspace and other paths are absent, with the box's network setting chosen per box.","c":"Security and science","r":"solongate/agent-security","rt":"Agent Security","rs":"solongate-agent-security","u":"/use-cases/solongate-agent-security/confine-agent-to-one-project-on-linux/","b":false,"f":false,"sc":0.8},{"id":"solongate-agent-security--review-agent-tool-call-audit-trail","t":"Review every tool call an AI coding agent made","s":"Read the local audit trail and watch live tool calls to see what an agent tried and what the guard decided.","w":"A developer or team lead who wants a record of what an AI coding agent did in a session before merging its work.","o":"A list of allowed and denied tool calls from the session, read from the local audit file and the live tail.","c":"Security and science","r":"solongate/agent-security","rt":"Agent Security","rs":"solongate-agent-security","u":"/use-cases/solongate-agent-security/review-agent-tool-call-audit-trail/","b":false,"f":false,"sc":0.7},{"id":"solsynth-maidkit--manage-servers-over-ssh-from-desktop","t":"Run Maid Kit locally to manage servers over SSH","s":"Build and launch the desktop app to view server status, open terminals, and edit files over SSH.","w":"A solo developer who runs a few Linux servers and wants one calm desktop tool for daily maintenance without installing agents on each host.","o":"A running Maid Kit window showing your servers on the Dashboard, with live terminal, file, service, and firewall views reached over SSH.","c":"Software and DevOps","r":"Solsynth/MaidKit","rt":"Maid 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metrics.","w":"A small team or indie operator with several VPS hosts who wants live load, memory, and disk views without opening inbound ports.","o":"A Fleet view listing each daemon with live load, swap, disk, and network metrics, plus alarm notifications.","c":"Software and DevOps","r":"Solsynth/MaidKit","rt":"Maid Kit","rs":"solsynth-maidkit","u":"/use-cases/solsynth-maidkit/monitor-server-fleet-with-maidcafe-daemon/","b":false,"f":false,"sc":0.8},{"id":"solsynth-maidkit--let-ai-agent-query-servers-through-local-mcp","t":"Let an AI agent read your servers through local MCP","s":"Expose Maid Kit's servers, snippets, and skills to an MCP client on the same machine, with approval for actions.","w":"A developer who already uses an AI assistant and wants it to inspect servers on this machine without copying credentials into the chat.","o":"An MCP client that can list your Maid Kit servers and snippets, and propose server actions that wait for your approval.","c":"Software and DevOps","r":"Solsynth/MaidKit","rt":"Maid Kit","rs":"solsynth-maidkit","u":"/use-cases/solsynth-maidkit/let-ai-agent-query-servers-through-local-mcp/","b":false,"f":false,"sc":0.7},{"id":"songshikang0111-awesome-rea-cases--find-re-case-for-old-device","t":"Find a reverse-engineering case for an old device","s":"Match a legacy printer, scanner, or appliance to a documented case and check its evidence status.","w":"A hobbyist or repair-minded owner whose older device no longer gets vendor support or drivers.","o":"A short list of relevant cases, each with its source date, evidence boundary, and project status noted.","c":"Research","r":"songshikang0111/awesome-REA-cases","rt":"Awesome REA Cases","rs":"songshikang0111-awesome-rea-cases","u":"/use-cases/songshikang0111-awesome-rea-cases/find-re-case-for-old-device/","b":true,"f":false,"sc":1.0},{"id":"songshikang0111-awesome-rea-cases--compare-rea-agent-setups-before-project","t":"Compare REA agent setups before a reverse-engineering project","s":"Use the LeanREA benchmark and related cases to choose between CLI and MCP for a coding agent.","w":"A developer about to point a coding agent at local reverse-engineering tools and unsure which interface to use.","o":"A reasoned choice of interface, with the trade-offs in time, cost, and accuracy written down.","c":"Research","r":"songshikang0111/awesome-REA-cases","rt":"Awesome REA Cases","rs":"songshikang0111-awesome-rea-cases","u":"/use-cases/songshikang0111-awesome-rea-cases/compare-rea-agent-setups-before-project/","b":false,"f":false,"sc":0.9},{"id":"songshikang0111-awesome-rea-cases--scope-firmware-fix-from-documented-case","t":"Scope a firmware or driver fix from a documented case","s":"Adapt a published exact-build patch or driver fix to your own device after checking its limits.","w":"An owner or developer with a device whose vendor updater or driver is broken and a documented case that targets a similar problem.","o":"A go or no-go decision on the fix, with the exact build and test conditions confirmed before anything is flashed.","c":"Research","r":"songshikang0111/awesome-REA-cases","rt":"Awesome REA Cases","rs":"songshikang0111-awesome-rea-cases","u":"/use-cases/songshikang0111-awesome-rea-cases/scope-firmware-fix-from-documented-case/","b":false,"f":false,"sc":0.8},{"id":"sosoj92-jarvis-assistant-vocal--voice-control-lights-obs-pc","t":"Control lights, OBS and PC apps by voice on Windows","s":"Install Jarvis on a Windows 11 PC and use the wake word to run lights, OBS and app commands.","w":"A streamer or home user on Windows 11 who wants hands-free control of Hue lights, OBS and PC apps while working at the desk.","o":"Jarvis answers to 'Hey Jarvis', switches Hue lights and OBS scenes, and opens apps, with spoken replies.","c":"Personal productivity","r":"sosoj92/jarvis-assistant-vocal","rt":"Jarvis Assistant Vocal","rs":"sosoj92-jarvis-assistant-vocal","u":"/use-cases/sosoj92-jarvis-assistant-vocal/voice-control-lights-obs-pc/","b":true,"f":false,"sc":1.0},{"id":"sosoj92-jarvis-assistant-vocal--run-jarvis-fully-offline-local","t":"Run the voice assistant fully offline with Ollama","s":"Use the local mode with Ollama and a local voice so no API or usage cost is needed.","w":"A privacy-minded user or a person with no cloud budget who wants a voice assistant that works without internet after setup.","o":"Jarvis runs in local mode with Ollama (qwen3.5:4b) and Piper or Kokoro voice, with no API calls or usage fees.","c":"Personal productivity","r":"sosoj92/jarvis-assistant-vocal","rt":"Jarvis Assistant Vocal","rs":"sosoj92-jarvis-assistant-vocal","u":"/use-cases/sosoj92-jarvis-assistant-vocal/run-jarvis-fully-offline-local/","b":false,"f":false,"sc":0.9},{"id":"sosoj92-jarvis-assistant-vocal--expose-home-pc-tools-via-mcp","t":"Expose Jarvis home and PC tools to an MCP client","s":"Start the MCP server so an MCP client such as Claude Desktop can use Jarvis home and PC tools.","w":"A developer or power user who already uses an MCP client and wants it to control Jarvis lights and PC tools.","o":"An MCP client lists and calls the Jarvis domotique and PC tools through the local MCP server.","c":"Personal productivity","r":"sosoj92/jarvis-assistant-vocal","rt":"Jarvis Assistant Vocal","rs":"sosoj92-jarvis-assistant-vocal","u":"/use-cases/sosoj92-jarvis-assistant-vocal/expose-home-pc-tools-via-mcp/","b":false,"f":false,"sc":0.8},{"id":"sosoj92-jarvis-assistant-vocal--daily-personal-briefing-pdf","t":"Generate a daily A4 personal briefing PDF","s":"Build a monochrome A4 daily briefing from a validated JSON file and print it on a schedule.","w":"A person who wants a printed morning briefing with news, agenda and priorities, produced automatically from their own data.","o":"A preview HTML and an A4 PDF briefing, printed at a fixed time or at the first PC start of the day.","c":"Personal productivity","r":"sosoj92/jarvis-assistant-vocal","rt":"Jarvis Assistant Vocal","rs":"sosoj92-jarvis-assistant-vocal","u":"/use-cases/sosoj92-jarvis-assistant-vocal/daily-personal-briefing-pdf/","b":false,"f":false,"sc":0.7},{"id":"soumatheusgomes-vibe-coding-toolkit--start-nextjs-project-from-idea","t":"Start a Next.js project from a product idea","s":"Turn a short product description into a configured Next.js foundation with product docs and checks.","w":"A founder or developer with a new product idea who wants a coherent starting point before writing features.","o":"A Next.js project with PRODUCT.md, the official foundation, documentation, agent instructions, and validation, with the next MVP task identified.","c":"Software and DevOps","r":"soumatheusgomes/vibe-coding-toolkit","rt":"Vibe Coding Toolkit","rs":"soumatheusgomes-vibe-coding-toolkit","u":"/use-cases/soumatheusgomes-vibe-coding-toolkit/start-nextjs-project-from-idea/","b":true,"f":false,"sc":1.0},{"id":"soumatheusgomes-vibe-coding-toolkit--upgrade-existing-project-with-toolkit","t":"Bring an existing project up to the toolkit setup","s":"Diagnose a current codebase and add applicable agent configuration without breaking its stack.","w":"A developer maintaining a project that already has code, dependencies, and some agent instructions, who wants consistent setup and checks.","o":"A diagnosis, a short list of improvements with completion criteria, applied configuration, and a before and after verification record with pending work noted.","c":"Software and DevOps","r":"soumatheusgomes/vibe-coding-toolkit","rt":"Vibe Coding Toolkit","rs":"soumatheusgomes-vibe-coding-toolkit","u":"/use-cases/soumatheusgomes-vibe-coding-toolkit/upgrade-existing-project-with-toolkit/","b":false,"f":false,"sc":0.9},{"id":"soumatheusgomes-vibe-coding-toolkit--prepare-development-machine","t":"Prepare a development machine for agent-driven work","s":"Install and record the tools, agents, and integrations needed before starting projects.","w":"A developer setting up a new computer or refreshing an older one for AI-assisted coding.","o":"A machine with the runtime and agent tools in place, plus a record of versions, scopes, backups, and validations.","c":"Software and DevOps","r":"soumatheusgomes/vibe-coding-toolkit","rt":"Vibe Coding Toolkit","rs":"soumatheusgomes-vibe-coding-toolkit","u":"/use-cases/soumatheusgomes-vibe-coding-toolkit/prepare-development-machine/","b":false,"f":false,"sc":0.8},{"id":"soumatheusgomes-vibe-coding-toolkit--run-scoped-agent-task-with-workflow","t":"Delegate a feature to an agent with checks at each stage","s":"Use the toolkit's workflow to move a request from design to verified, reviewed code.","w":"A developer who wants an agent to build a bounded feature in an existing project and needs clear checkpoints before accepting the change.","o":"A change that went through understand, design, implement, verify, and review stages, with evidence rather than a claim that it looks ready.","c":"Software and DevOps","r":"soumatheusgomes/vibe-coding-toolkit","rt":"Vibe Coding Toolkit","rs":"soumatheusgomes-vibe-coding-toolkit","u":"/use-cases/soumatheusgomes-vibe-coding-toolkit/run-scoped-agent-task-with-workflow/","b":false,"f":false,"sc":0.7},{"id":"souravberaakaspeed-xiryn--background-research-with-cited-summary","t":"Run a background research agent with a cited summary","s":"Set up Xiryn once, then have an agent research a topic in its own desktop while you keep working.","w":"A student, analyst or writer who needs a sourced summary of a topic and does not want to babysit a browser.","o":"A summary with cited sources, produced on an agent's own desktop while the laptop stays free.","c":"Personal productivity","r":"SouravBeraAkaSpeed/xiryn","rt":"Xiryn","rs":"souravberaakaspeed-xiryn","u":"/use-cases/souravberaakaspeed-xiryn/background-research-with-cited-summary/","b":true,"f":false,"sc":1.0},{"id":"souravberaakaspeed-xiryn--clone-test-and-fix-a-repo-on-an-agent-desktop","t":"Clone, test and fix a repo on an agent's desktop","s":"Have an agent clone a project, run its tests and fix failures in an isolated desktop, then review the diff.","w":"A developer with a repo that has failing tests who wants a second pair of hands without touching their own working copy.","o":"A fixed branch on the agent's workstation and a diff to review before you accept it.","c":"Personal productivity","r":"SouravBeraAkaSpeed/xiryn","rt":"Xiryn","rs":"souravberaakaspeed-xiryn","u":"/use-cases/souravberaakaspeed-xiryn/clone-test-and-fix-a-repo-on-an-agent-desktop/","b":false,"f":false,"sc":0.9},{"id":"souravberaakaspeed-xiryn--control-agents-from-your-phone-via-telegram","t":"Control your agents from your phone with Telegram","s":"Pair Telegram by QR code, message your agents from anywhere and open a live desktop link on your phone.","w":"A person who wants to check on or unblock an agent while away from the computer.","o":"Your agents answer from your phone with progress updates, and you can take over their desktop from the phone.","c":"Personal productivity","r":"SouravBeraAkaSpeed/xiryn","rt":"Xiryn","rs":"souravberaakaspeed-xiryn","u":"/use-cases/souravberaakaspeed-xiryn/control-agents-from-your-phone-via-telegram/","b":false,"f":false,"sc":0.8},{"id":"souravberaakaspeed-xiryn--scheduled-daily-briefing-routine","t":"Set up a daily briefing that runs on its own","s":"Create a routine that has an agent brief you every morning, even with the browser closed.","w":"A busy professional who wants a recurring summary of news or tasks delivered without asking each day.","o":"A briefing produced on schedule and a notice when it is done.","c":"Personal productivity","r":"SouravBeraAkaSpeed/xiryn","rt":"Xiryn","rs":"souravberaakaspeed-xiryn","u":"/use-cases/souravberaakaspeed-xiryn/scheduled-daily-briefing-routine/","b":false,"f":false,"sc":0.7},{"id":"souravberaakaspeed-xiryn--book-or-order-with-human-handoff-at-checkout","t":"Prepare a booking or order and approve payment yourself","s":"Have an agent fill in a site, stop at login or checkout, and let you approve each payment.","w":"A traveller or shopper who wants an agent to do the tedious form-filling but keeps final say over money and logins.","o":"A prepared booking or order with a payment you approved or made yourself.","c":"Personal productivity","r":"SouravBeraAkaSpeed/xiryn","rt":"Xiryn","rs":"souravberaakaspeed-xiryn","u":"/use-cases/souravberaakaspeed-xiryn/book-or-order-with-human-handoff-at-checkout/","b":false,"f":false,"sc":0.6},{"id":"spielewoy-autoprompt-skill--fix-bug-with-regression-test-claude-code","t":"Fix a bug and add a regression test with Claude Code","s":"Send a bug fix goal to Claude Code through Autoprompt and get a fix plus a regression test.","w":"A developer with a reproducible bug in a project that uses Claude Code, who wants the fix checked and a test added before merging.","o":"Autoprompt runs its review, fix, and recheck loop on the bug and returns a change with a regression test.","c":"Software and DevOps","r":"Spielewoy/autoprompt-skill","rt":"Autoprompt Skill","rs":"spielewoy-autoprompt-skill","u":"/use-cases/spielewoy-autoprompt-skill/fix-bug-with-regression-test-claude-code/","b":true,"f":false,"sc":1.0},{"id":"spielewoy-autoprompt-skill--build-multi-part-feature-parallel-codex","t":"Build a multi-part feature with parallel Codex work","s":"Run a larger feature build in Codex with Autoprompt starting ready, independent work in parallel.","w":"A developer or small team starting a feature that spans several layers, such as API and checkout, and using Codex.","o":"Autoprompt scopes the feature, runs independent parts in parallel up to the host limit, and checks the result.","c":"Software and DevOps","r":"Spielewoy/autoprompt-skill","rt":"Autoprompt Skill","rs":"spielewoy-autoprompt-skill","u":"/use-cases/spielewoy-autoprompt-skill/build-multi-part-feature-parallel-codex/","b":false,"f":false,"sc":0.9},{"id":"spielewoy-autoprompt-skill--compare-options-against-codebase-hermes","t":"Compare options against a codebase before deciding","s":"Ask Hermes Agent to compare candidate approaches against your code and recommend one.","w":"A developer or tech lead choosing between tools or designs who wants a recommendation grounded in the existing codebase.","o":"Hermes Agent reviews the codebase against the options and returns a comparison with one recommendation.","c":"Software and DevOps","r":"Spielewoy/autoprompt-skill","rt":"Autoprompt Skill","rs":"spielewoy-autoprompt-skill","u":"/use-cases/spielewoy-autoprompt-skill/compare-options-against-codebase-hermes/","b":false,"f":false,"sc":0.8},{"id":"spielewoy-autoprompt-skill--migrate-many-files-capped-parallel-grok","t":"Migrate many files with a capped parallel run","s":"Run a broad migration in Grok Build with a fixed limit on parallel subagents.","w":"A developer or maintainer with a repo-wide change, such as moving every model to a new pattern, who wants to limit parallel work and cost.","o":"Autoprompt runs the migration with at most the chosen number of subagents at once and checks the results.","c":"Software and DevOps","r":"Spielewoy/autoprompt-skill","rt":"Autoprompt Skill","rs":"spielewoy-autoprompt-skill","u":"/use-cases/spielewoy-autoprompt-skill/migrate-many-files-capped-parallel-grok/","b":false,"f":false,"sc":0.7},{"id":"squall01337-mixamo-llm-mocap--video-to-mixamo-fk-animation","t":"Turn a locked-camera video into a Mixamo animation","s":"Retarget a single-performer video onto your Mixamo rig as a headless FK clip in Blender.","w":"A 3D animator or indie game developer with a Mixamo character who needs a motion clip from a video and has no mocap suit.","o":"A saved .blend with the action keyed on your Mixamo rig, plus a motion file, produced without opening the Blender UI.","c":"Content","r":"squall01337/mixamo-llm-mocap","rt":"Mixamo LLM Mocap","rs":"squall01337-mixamo-llm-mocap","u":"/use-cases/squall01337-mixamo-llm-mocap/video-to-mixamo-fk-animation/","b":true,"f":false,"sc":1.0},{"id":"squall01337-mixamo-llm-mocap--check-retarget-against-source-video","t":"Check a retargeted clip against its source video","s":"Render a side-by-side review and measure limb, head and foot errors against the plate.","w":"An animator or QA reviewer who has a retargeted clip and must decide whether it matches the source video before shipping it.","o":"A 2x2 review video and a numeric fidelity report that points to the mismatches.","c":"Content","r":"squall01337/mixamo-llm-mocap","rt":"Mixamo LLM Mocap","rs":"squall01337-mixamo-llm-mocap","u":"/use-cases/squall01337-mixamo-llm-mocap/check-retarget-against-source-video/","b":false,"f":false,"sc":0.9},{"id":"squall01337-mixamo-llm-mocap--two-character-fight-from-one-video","t":"Build a two-character fight scene from one video","s":"Split a two-performer plate into two Mixamo characters and check reach and collisions.","w":"A choreographer or game cinematic artist with one video of two performers who wants both fighters on separate Mixamo characters in one scene.","o":"One Blender scene with both characters, plus a pair comparison of separation, strike reach and limb intrusion against the video.","c":"Content","r":"squall01337/mixamo-llm-mocap","rt":"Mixamo LLM Mocap","rs":"squall01337-mixamo-llm-mocap","u":"/use-cases/squall01337-mixamo-llm-mocap/two-character-fight-from-one-video/","b":false,"f":false,"sc":0.8},{"id":"squall01337-mixamo-llm-mocap--agent-run-landmark-pipeline-via-blender-mcp","t":"Have an AI agent run the landmark pipeline in Blender","s":"Drive the landmark path and live Blender apply through the Blender MCP socket.","w":"An operator who wants an AI agent to run the full landmark-to-preview loop with Blender open and handle the beat decisions from numbers.","o":"A preview.mp4 and a showcase.mp4 from one video, with beat decisions taken from analyze_landmarks.py output.","c":"Content","r":"squall01337/mixamo-llm-mocap","rt":"Mixamo LLM Mocap","rs":"squall01337-mixamo-llm-mocap","u":"/use-cases/squall01337-mixamo-llm-mocap/agent-run-landmark-pipeline-via-blender-mcp/","b":false,"f":false,"sc":0.7},{"id":"sreehari05055-thesys-core--ask-cited-questions-about-your-papers","t":"Ask cited questions across your own PDF library","s":"Run Thesys locally, upload papers, and get chat answers that jump to the exact passage in each PDF.","w":"A graduate student or researcher with a folder of PDFs who needs quick, sourced answers to questions about their reading list.","o":"A running local workspace where each answer cites a passage, and clicking the citation opens the highlighted spot in the PDF.","c":"Research","r":"Sreehari05055/thesys-core","rt":"Thesys Core","rs":"sreehari05055-thesys-core","u":"/use-cases/sreehari05055-thesys-core/ask-cited-questions-about-your-papers/","b":true,"f":false,"sc":1.0},{"id":"sreehari05055-thesys-core--find-and-add-open-access-papers-to-library","t":"Find open-access papers and add them to your library","s":"Search OpenAlex and arXiv in one pool, preview records, and add the useful ones to your Thesys library.","w":"A literature reviewer starting a new topic who needs a quick list of open-access papers without checking several sites.","o":"A library of relevant open-access papers, each previewed and ready for chat and citation export.","c":"Research","r":"Sreehari05055/thesys-core","rt":"Thesys Core","rs":"sreehari05055-thesys-core","u":"/use-cases/sreehari05055-thesys-core/find-and-add-open-access-papers-to-library/","b":false,"f":false,"sc":0.9},{"id":"sreehari05055-thesys-core--compare-two-papers-on-one-claim","t":"Check whether two papers agree on a specific claim","s":"Select two library PDFs, turn on Compare, and see which retrieved passage pairs support or contradict a claim.","w":"A researcher writing a related-work section who needs to see where two papers agree or disagree on one result.","o":"A side panel listing passage pairs from both papers, each labeled corroboratory, contradictory, or neutral, with a confidence value.","c":"Research","r":"Sreehari05055/thesys-core","rt":"Thesys Core","rs":"sreehari05055-thesys-core","u":"/use-cases/sreehari05055-thesys-core/compare-two-papers-on-one-claim/","b":false,"f":false,"sc":0.8},{"id":"sreehari05055-thesys-core--export-bibliography-for-your-writing-tool","t":"Export your library as a bibliography file","s":"Turn your Thesys library into BibTeX, RIS, EndNote, or CSV for your writing or reference manager.","w":"A writer preparing a thesis or paper who needs the reference list in the format their editor or manager expects.","o":"A bibliography file in the format you choose, ready to import into your writing tool.","c":"Research","r":"Sreehari05055/thesys-core","rt":"Thesys Core","rs":"sreehari05055-thesys-core","u":"/use-cases/sreehari05055-thesys-core/export-bibliography-for-your-writing-tool/","b":false,"f":false,"sc":0.7},{"id":"ssssssanjiu-clawd-conduit--approve-claude-code-permissions-from-desktop","t":"Approve Claude Code permission prompts from the desktop","s":"Answer Claude Code allow or deny prompts from a desktop card instead of returning to the terminal.","w":"A developer who starts long Claude Code runs, leaves the terminal for docs or messages, and loses minutes when a session waits for a permission click.","o":"Permission requests appear as a desktop card that can be allowed or denied with keyboard shortcuts, without switching windows.","c":"Software and DevOps","r":"ssssssanjiu/clawd-conduit","rt":"Clawd Conduit","rs":"ssssssanjiu-clawd-conduit","u":"/use-cases/ssssssanjiu-clawd-conduit/approve-claude-code-permissions-from-desktop/","b":true,"f":false,"sc":1.0},{"id":"ssssssanjiu-clawd-conduit--get-banner-when-claude-code-needs-input","t":"Get a system banner when Claude Code needs input","s":"Receive a macOS notification banner with sound when a session needs you, even in fullscreen apps.","w":"A developer working in another app or fullscreen window who needs to know the moment Claude Code asks a question or raises a notification.","o":"A system banner with the Glass sound lands in Notification Center whenever Claude Code fires a Notification event.","c":"Software and DevOps","r":"ssssssanjiu/clawd-conduit","rt":"Clawd Conduit","rs":"ssssssanjiu-clawd-conduit","u":"/use-cases/ssssssanjiu-clawd-conduit/get-banner-when-claude-code-needs-input/","b":false,"f":false,"sc":0.9},{"id":"ssssssanjiu-clawd-conduit--watch-claude-code-session-state-on-desktop-pet","t":"Watch Claude Code session state on a desktop pet","s":"See on the desktop when Claude Code is thinking, running tools, failing, compacting, or finished.","w":"A developer who runs several tool-heavy Claude Code sessions and wants a glance at progress without reading the terminal.","o":"The pet changes state for each lifecycle event, such as juggling for subagents, sweeping during compaction, and error after a tool failure.","c":"Software and DevOps","r":"ssssssanjiu/clawd-conduit","rt":"Clawd Conduit","rs":"ssssssanjiu-clawd-conduit","u":"/use-cases/ssssssanjiu-clawd-conduit/watch-claude-code-session-state-on-desktop-pet/","b":false,"f":false,"sc":0.8},{"id":"ssssssanjiu-clawd-conduit--roll-back-claude-code-hook-changes","t":"Roll back the Claude Code hook changes safely","s":"Remove the wiring and keep your other Claude Code hooks, with a backup to restore from.","w":"A developer who wants to stop using the pet integration, or who sees missing hooks after installing and needs to recover the earlier settings.","o":"The repo's entries are removed and other hooks stay in place, or the most recent backup is restored.","c":"Software and DevOps","r":"ssssssanjiu/clawd-conduit","rt":"Clawd Conduit","rs":"ssssssanjiu-clawd-conduit","u":"/use-cases/ssssssanjiu-clawd-conduit/roll-back-claude-code-hook-changes/","b":false,"f":false,"sc":0.7},{"id":"starling-build-starling--build-and-run-starling-desktop","t":"Build and run the Starling desktop from source","s":"Compile the Swift shell and run the Starling desktop from a staged tree on Linux.","w":"A Linux developer who wants to test changes to the Starling shell or compositor before they ship.","o":"The shell is built and the desktop starts from a self-contained staged tree that matches the installed layout.","c":"Software and DevOps","r":"starling-build/starling","rt":"Starling","rs":"starling-build-starling","u":"/use-cases/starling-build-starling/build-and-run-starling-desktop/","b":true,"f":false,"sc":1.0},{"id":"starling-build-starling--package-starling-desktop-deb","t":"Package the Starling desktop as a Debian package","s":"Stage the desktop and build a .deb that adds a Starling session to the login screen.","w":"A Debian or Ubuntu packager who needs an installable build of the Starling desktop for testing on other machines.","o":"A starling-desktop .deb is produced that installs the desktop under /usr/lib/starling and /usr/share/starling and adds a Starling login session.","c":"Software and DevOps","r":"starling-build/starling","rt":"Starling","rs":"starling-build-starling","u":"/use-cases/starling-build-starling/package-starling-desktop-deb/","b":false,"f":false,"sc":0.9},{"id":"starling-build-starling--build-starling-terminal-from-source","t":"Build the Starling Terminal from source","s":"Compile the Starling Terminal app with Swift for local use or to modify it.","w":"A developer who wants a terminal with tabs and split panes, or who wants to change its code.","o":"The Terminal app builds as a release binary from its own package directory.","c":"Software and DevOps","r":"starling-build/starling","rt":"Starling","rs":"starling-build-starling","u":"/use-cases/starling-build-starling/build-starling-terminal-from-source/","b":false,"f":false,"sc":0.8},{"id":"starling-build-starling--try-starling-office-in-browser","t":"Try Starling Office in a browser to draft documents","s":"Open the Writer, Slides, and Sheets apps in a browser with no install.","w":"A non-developer who wants to write a document, make slides, or use a spreadsheet and is curious about the Starling Office apps.","o":"The user has opened Writer, Slides, or Sheets in a browser and made a first draft.","c":"Software and DevOps","r":"starling-build/starling","rt":"Starling","rs":"starling-build-starling","u":"/use-cases/starling-build-starling/try-starling-office-in-browser/","b":false,"f":false,"sc":0.7},{"id":"startluxlabs-startlux-decision--triage-support-tickets-locally","t":"Route support tickets to teams with typed decision questions","s":"Run a local decision server and get a team, urgency and severity answer for each ticket.","w":"Support or operations lead with a queue of incoming tickets and GPUs they can dedicate to a decision server.","o":"Each ticket gets a probability for every team option, a yes or no urgency probability and an expected severity level, returned from one local endpoint.","c":"Work and operations","r":"StartLuxLabs/StartLux-Decision","rt":"Start Lux Decision","rs":"startluxlabs-startlux-decision","u":"/use-cases/startluxlabs-startlux-decision/triage-support-tickets-locally/","b":true,"f":false,"sc":1.0},{"id":"startluxlabs-startlux-decision--try-decisions-without-a-gpu","t":"Test decision requests on the hosted 27B model without a GPU","s":"Send decision requests to the hosted 27B AutoThink model with a Bamboo API key.","w":"Developer or analyst who wants to evaluate the decision format before setting up local GPUs.","o":"A working decision request and response from the hosted 27B AutoThink model, using the same request format as the local server.","c":"Work and operations","r":"StartLuxLabs/StartLux-Decision","rt":"Start Lux Decision","rs":"startluxlabs-startlux-decision","u":"/use-cases/startluxlabs-startlux-decision/try-decisions-without-a-gpu/","b":false,"f":false,"sc":0.9},{"id":"startluxlabs-startlux-decision--flag-unsure-decisions-for-review","t":"Send decisions with no fitting option to a person","s":"Use none_probability to route questions where no listed option seems right.","w":"Operations reviewer who handles decisions with fixed option lists and needs to catch cases where none of the options fit.","o":"Questions whose none_probability is 0.2 or higher go to a human reviewer, and the rest are handled automatically.","c":"Work and operations","r":"StartLuxLabs/StartLux-Decision","rt":"Start Lux Decision","rs":"startluxlabs-startlux-decision","u":"/use-cases/startluxlabs-startlux-decision/flag-unsure-decisions-for-review/","b":false,"f":false,"sc":0.8},{"id":"steventsvik-tellurion--watch-several-agents-from-one-screen","t":"Watch every coding agent from one screen","s":"See each agent's status across all tabs and answer permission prompts without switching windows.","w":"A developer running Claude Code, Codex or Gemini CLI in several tabs and projects who loses track of which agent is waiting on them.","o":"One Mission Control view shows every agent's status, task and last action, with waiting agents at the top, and you can answer them from the card.","c":"Software and DevOps","r":"steventsvik/Tellurion","rt":"Tellurion","rs":"steventsvik-tellurion","u":"/use-cases/steventsvik-tellurion/watch-several-agents-from-one-screen/","b":true,"f":false,"sc":1.0},{"id":"steventsvik-tellurion--undo-a-bad-agent-turn","t":"Undo an agent turn that broke your files","s":"Restore project files to the snapshot taken before an agent's last turn, in one click.","w":"A developer whose coding agent made a wrong or unwanted set of edits in a repository and needs the files back as they were.","o":"Your files return to the state from before the turn, with a list of the files that will change shown first and the current state saved so the undo can be undone.","c":"Software and DevOps","r":"steventsvik/Tellurion","rt":"Tellurion","rs":"steventsvik-tellurion","u":"/use-cases/steventsvik-tellurion/undo-a-bad-agent-turn/","b":false,"f":false,"sc":0.9},{"id":"steventsvik-tellurion--hand-off-stuck-work-to-another-agent","t":"Hand off a stuck task to another agent","s":"Pass a session's task, diff and failed commands to a new Claude Code or Codex session.","w":"A developer whose Claude Code or Codex session has stalled or gone in the wrong direction and who wants a second agent to continue or check the work.","o":"A new session starts with the task, the recent conversation, the diff since the first prompt and any failed commands, so the next agent can continue or review right away.","c":"Software and DevOps","r":"steventsvik/Tellurion","rt":"Tellurion","rs":"steventsvik-tellurion","u":"/use-cases/steventsvik-tellurion/hand-off-stuck-work-to-another-agent/","b":false,"f":false,"sc":0.8},{"id":"steventsvik-tellurion--run-a-writer-and-reviewer-loop","t":"Pair one agent with a reviewer that checks each turn","s":"Have one agent write changes while another approves them or returns findings, round by round.","w":"A developer who wants a second agent to check every change a writing agent makes before accepting the work.","o":"Each finished writer turn goes to the reviewer, which answers APPROVED or CHANGES NEEDED, and its findings go back to the writer until approval or a round limit.","c":"Software and DevOps","r":"steventsvik/Tellurion","rt":"Tellurion","rs":"steventsvik-tellurion","u":"/use-cases/steventsvik-tellurion/run-a-writer-and-reviewer-loop/","b":false,"f":false,"sc":0.7},{"id":"stloendays-superpower--summarize-page-in-ai-chat","t":"Summarize a web page inside your AI chat","s":"Send a page or selection to Copilot and get a structured summary in the same AI chat.","w":"A researcher or analyst reading long articles who wants the summary inside the AI chat they already use.","o":"A summary of the selected text or page appears in the active AI conversation, with any MCP tool results returned to the same chat.","c":"Work and operations","r":"stloendays/Superpower","rt":"Superpower","rs":"stloendays-superpower","u":"/use-cases/stloendays-superpower/summarize-page-in-ai-chat/","b":true,"f":false,"sc":1.0},{"id":"stloendays-superpower--build-research-projects-from-saved-sources","t":"Build research Projects from saved web and YouTube sources","s":"Save selected text and video summaries to Knowledge, group them into Projects, and synthesize them.","w":"A student or research analyst collecting sources across several topics who needs them grouped and reusable.","o":"A Knowledge Project holds the sources for one topic, can be attached to Ask, and can be synthesized or exported as Markdown.","c":"Work and operations","r":"stloendays/Superpower","rt":"Superpower","rs":"stloendays-superpower","u":"/use-cases/stloendays-superpower/build-research-projects-from-saved-sources/","b":false,"f":false,"sc":0.9},{"id":"stloendays-superpower--hand-research-to-notes-mcp-tool","t":"Send a research set to a notes or file MCP tool","s":"Hand a Knowledge Project to a compatible notes or file tool through the review-first path.","w":"A team member who keeps shared notes in a file or notes service and wants research sent there without copy and paste.","o":"A compatible notes or file tool receives the Project content after you review the action, with the result returned to the chat.","c":"Work and operations","r":"stloendays/Superpower","rt":"Superpower","rs":"stloendays-superpower","u":"/use-cases/stloendays-superpower/hand-research-to-notes-mcp-tool/","b":false,"f":false,"sc":0.8},{"id":"stloendays-superpower--run-mcp-actions-from-desktop-workspace","t":"Run MCP actions from a native Windows workspace","s":"Manage MCP connections, apps, actions and runs from the Qt desktop app.","w":"A Windows user who wants a dedicated control surface for MCP tools instead of working inside a browser chat.","o":"Connections, apps, actions and runs are visible in one desktop workspace, with guarded execution of each action.","c":"Work and operations","r":"stloendays/Superpower","rt":"Superpower","rs":"stloendays-superpower","u":"/use-cases/stloendays-superpower/run-mcp-actions-from-desktop-workspace/","b":false,"f":false,"sc":0.7},{"id":"strands-agents-box--run-coding-agent-in-sandbox","t":"Run a coding agent inside a restricted Box sandbox","s":"Start an agent in a Box sandbox whose file, program, and network access you set in config.","w":"A developer on a Mac with Apple silicon who wants an AI coding agent to work on local files without open access to the machine or network.","o":"The agent runs in an OS sandbox with direct grants set in Box.toml and checked operations decided by policy.dw.","c":"Security and science","r":"strands-agents/box","rt":"Box","rs":"strands-agents-box","u":"/use-cases/strands-agents-box/run-coding-agent-in-sandbox/","b":true,"f":false,"sc":1.0},{"id":"strands-agents-box--keep-api-keys-out-of-agent","t":"Keep API keys away from an agent with credential injection","s":"Let the egress gateway add API credentials to permitted requests so the agent never sees them.","w":"A team lead who wants an AI agent to call paid or private APIs without handing the agent the raw secret.","o":"Permitted requests are authenticated by the gateway with configured API credentials or AWS SigV4 signing, and the agent does not receive the underlying secrets.","c":"Security and science","r":"strands-agents/box","rt":"Box","rs":"strands-agents-box","u":"/use-cases/strands-agents-box/keep-api-keys-out-of-agent/","b":false,"f":false,"sc":0.9},{"id":"strands-agents-box--audit-agent-policy-decisions","t":"Audit every policy decision an agent made","s":"Read the OTLP JSON decision records to see what Box allowed and denied during a run.","w":"A security reviewer who needs proof of what an AI agent tried to read, run, or reach.","o":"A file of decision records that shows each checked operation, its allow or deny result, and the rule behind it.","c":"Security and science","r":"strands-agents/box","rt":"Box","rs":"strands-agents-box","u":"/use-cases/strands-agents-box/audit-agent-policy-decisions/","b":false,"f":false,"sc":0.8},{"id":"strands-agents-box--embed-box-in-rust-app","t":"Embed Box in a Rust application as a library","s":"Call strands_box::run from your own Rust host process to start a sandboxed workload.","w":"A Rust developer building a host application that must launch an AI agent inside a Box sandbox.","o":"Your application runs one Box workload in its own process and receives the exit code when the run finishes.","c":"Security and science","r":"strands-agents/box","rt":"Box","rs":"strands-agents-box","u":"/use-cases/strands-agents-box/embed-box-in-rust-app/","b":false,"f":false,"sc":0.7},{"id":"strands-labs-strands-decider--route-tickets-to-a-team","t":"Route support messages to the right team","s":"Pick the owning team for an incoming message, with a confidence score on the choice.","w":"A support or operations lead, or an agent that triages inbound messages, when each message needs an owner and nobody has time to read every one.","o":"Each message gets one of the listed teams plus a confidence value, so confident routes can go straight through and low-confidence ones go to a person.","c":"Work and operations","r":"strands-labs/strands-decider","rt":"Strands Decider","rs":"strands-labs-strands-decider","u":"/use-cases/strands-labs-strands-decider/route-tickets-to-a-team/","b":true,"f":false,"sc":1.0},{"id":"strands-labs-strands-decider--flag-urgent-messages-yes-no","t":"Flag messages that convey urgency","s":"Get a yes or no urgency check on each message from a single command.","w":"An agent or developer building a queue that should surface urgent messages first.","o":"Each message gets a noul score between 0 and 1, where values closer to 1 lean more toward Yes.","c":"Work and operations","r":"strands-labs/strands-decider","rt":"Strands Decider","rs":"strands-labs-strands-decider","u":"/use-cases/strands-labs-strands-decider/flag-urgent-messages-yes-no/","b":false,"f":false,"sc":0.9},{"id":"strands-labs-strands-decider--score-tone-over-http","t":"Serve a scorer that other services can call","s":"Run the decision model as a local HTTP server and send it questions with curl.","w":"A developer whose agent or other service needs to call a decision model over HTTP for tone or sentiment scores on each request.","o":"A local server on port 8000 returns JSON with a score and token usage for each question, ready for another service to use.","c":"Work and operations","r":"strands-labs/strands-decider","rt":"Strands Decider","rs":"strands-labs-strands-decider","u":"/use-cases/strands-labs-strands-decider/score-tone-over-http/","b":false,"f":false,"sc":0.8},{"id":"strands-labs-strands-decider--check-form-images","t":"Check a form image for a filled-in field","s":"Ask a yes or no question about an image, such as whether a signature block is filled in.","w":"An operations or document-review person who needs to confirm that scanned pages have a specific field completed.","o":"Each page gets a noul score for the question, so pages that fail the check can be sent back for review.","c":"Work and operations","r":"strands-labs/strands-decider","rt":"Strands Decider","rs":"strands-labs-strands-decider","u":"/use-cases/strands-labs-strands-decider/check-form-images/","b":false,"f":false,"sc":0.7},{"id":"sunwood-ai-labs-hyperframes-motion-reel-skill--beat-synced-theme-reel","t":"Render a 15-second beat-synced reel from one line","s":"Turn a one-line theme into a 60 FPS HyperFrames MP4 locked to a 120 BPM grid.","w":"A motion designer or indie creator who needs a short animated opener for a video, a channel or a pitch and has no time to build the timeline by hand.","o":"A rendered MP4 at 60 FPS with cuts and impacts on the beat grid, plus a generated score, with lint and check passing.","c":"Content","r":"Sunwood-ai-labs/hyperframes-motion-reel-skill","rt":"Hyperframes Motion Reel Skill","rs":"sunwood-ai-labs-hyperframes-motion-reel-skill","u":"/use-cases/sunwood-ai-labs-hyperframes-motion-reel-skill/beat-synced-theme-reel/","b":true,"f":false,"sc":1.0},{"id":"sunwood-ai-labs-hyperframes-motion-reel-skill--vertical-product-teaser","t":"Make a vertical 9:16 product teaser for social","s":"Generate a 1080 x 1920 HyperFrames teaser for a product launch from a short brief.","w":"A marketer or founder preparing a short launch clip for vertical feeds who needs a fast first draft in the right format.","o":"A vertical MP4 teaser sized 1080 x 1920, timed to the beat grid and rendered at delivery quality.","c":"Content","r":"Sunwood-ai-labs/hyperframes-motion-reel-skill","rt":"Hyperframes Motion Reel Skill","rs":"sunwood-ai-labs-hyperframes-motion-reel-skill","u":"/use-cases/sunwood-ai-labs-hyperframes-motion-reel-skill/vertical-product-teaser/","b":false,"f":false,"sc":0.9},{"id":"sunwood-ai-labs-hyperframes-motion-reel-skill--character-intro-with-own-assets","t":"Build a character intro reel from your own assets","s":"Combine your image and voice file into a beat-synced HyperFrames intro with a generated score.","w":"A creator with an existing character image and a voice recording who wants an animated intro built around those files.","o":"An MP4 intro that uses your image and voice file, with the duration following the voice length and the score generated from the beat table.","c":"Content","r":"Sunwood-ai-labs/hyperframes-motion-reel-skill","rt":"Hyperframes Motion Reel Skill","rs":"sunwood-ai-labs-hyperframes-motion-reel-skill","u":"/use-cases/sunwood-ai-labs-hyperframes-motion-reel-skill/character-intro-with-own-assets/","b":false,"f":false,"sc":0.8},{"id":"surya-koritala-glyd--run-qwen35-9b-on-24gb-gpu","t":"Run Qwen3.5-9B on a 24 GB GPU with long context","s":"Fit Qwen3.5-9B on an RTX 4090 and chat in the terminal with more KV cache room.","w":"A developer with a single 24 GB NVIDIA GPU who cannot load bf16 Qwen3.5-9B or get long context from it.","o":"A working terminal chat with Qwen3.5-9B, using Glyd's GPU-specific settings and the freed memory for KV cache.","c":"Software and DevOps","r":"surya-koritala/Glyd","rt":"Glyd","rs":"surya-koritala-glyd","u":"/use-cases/surya-koritala-glyd/run-qwen35-9b-on-24gb-gpu/","b":true,"f":false,"sc":1.0},{"id":"surya-koritala-glyd--serve-qwen35-9b-with-vllm","t":"Serve Qwen3.5-9B through vLLM with Glyd quantization","s":"Start a vLLM server for Qwen3.5-9B using the glyd quantization option.","w":"A platform engineer who already serves models with vLLM and wants to fit more memory into the same GPU.","o":"A running vLLM server for Qwen3.5-9B with weights stored in Glyd's format and the freed memory available for KV cache.","c":"Software and DevOps","r":"surya-koritala/Glyd","rt":"Glyd","rs":"surya-koritala-glyd","u":"/use-cases/surya-koritala-glyd/serve-qwen35-9b-with-vllm/","b":false,"f":false,"sc":0.9},{"id":"surya-koritala-glyd--load-bf16-model-in-python-with-glyd","t":"Load a bf16 model in Python with Glyd","s":"Use glyd.from_pretrained to load Qwen3.5-9B from a Python script.","w":"A machine learning engineer who writes Python inference code and wants smaller GPU memory use without changing the model.","o":"A Python object holding Qwen3.5-9B loaded through Glyd, ready for the engineer's own inference code.","c":"Software and DevOps","r":"surya-koritala/Glyd","rt":"Glyd","rs":"surya-koritala-glyd","u":"/use-cases/surya-koritala-glyd/load-bf16-model-in-python-with-glyd/","b":false,"f":false,"sc":0.8},{"id":"surya-koritala-glyd--compress-json-event-files-with-glyd","t":"Compress JSON event files smaller than zstd -3","s":"Use the Glyd CLI to shrink a large JSON file and restore it exactly.","w":"A data engineer who stores large JSON event dumps and wants smaller files that still decompress to the original.","o":"A .glyd file that is smaller than a zstd -3 copy and restores to the original JSON.","c":"Software and DevOps","r":"surya-koritala/Glyd","rt":"Glyd","rs":"surya-koritala-glyd","u":"/use-cases/surya-koritala-glyd/compress-json-event-files-with-glyd/","b":false,"f":false,"sc":0.7},{"id":"suvamneog-jobradar--daily-alerts-for-shortlisted-companies","t":"Get daily alerts when shortlisted companies post a match","s":"Set a shortlist of companies and receive email plus desktop alerts when a scored opening clears your threshold.","w":"A job seeker with a few target employers in mind who is tired of refreshing career pages each morning.","o":"You receive a daily alert, by email and desktop notification, only when a shortlisted company opens a role that scores at or above your minimum.","c":"Personal productivity","r":"suvamneog/jobradar","rt":"Jobradar","rs":"suvamneog-jobradar","u":"/use-cases/suvamneog-jobradar/daily-alerts-for-shortlisted-companies/","b":true,"f":false,"sc":1.0},{"id":"suvamneog-jobradar--weekly-ranked-digest-of-new-openings","t":"Receive a ranked weekly digest of new job openings","s":"Get one Monday email listing the week's new postings across all tracked companies, sorted by resume fit.","w":"A job seeker who wants a single weekly review of everything new across many companies instead of daily interruptions.","o":"A Monday email ranked by score, covering the new postings found across the 56 tracked companies, with closed jobs hidden.","c":"Personal productivity","r":"suvamneog/jobradar","rt":"Jobradar","rs":"suvamneog-jobradar","u":"/use-cases/suvamneog-jobradar/weekly-ranked-digest-of-new-openings/","b":false,"f":false,"sc":0.9},{"id":"suvamneog-jobradar--browse-and-filter-scored-jobs-in-web-ui","t":"Search and filter every scored job in a local web page","s":"Open a local web UI at localhost:8765 to search and filter all tracked openings and their scores.","w":"A job seeker who wants to explore the full list of openings by keyword, company, or score instead of reading emails.","o":"A browser view at http://localhost:8765 where you search and filter the complete set of tracked and scored jobs.","c":"Personal productivity","r":"suvamneog/jobradar","rt":"Jobradar","rs":"suvamneog-jobradar","u":"/use-cases/suvamneog-jobradar/browse-and-filter-scored-jobs-in-web-ui/","b":false,"f":false,"sc":0.8},{"id":"suvamneog-jobradar--add-a-company-board-to-the-tracker","t":"Track a new employer by copying its careers URL details","s":"Add a company to config.yaml using the board and slug taken from its careers URL, then scan it.","w":"A job seeker who wants to follow an employer that is not in the default list of 56 companies.","o":"The new company appears in your scans and listings, and you can see its scored openings with `./run.sh list`.","c":"Personal productivity","r":"suvamneog/jobradar","rt":"Jobradar","rs":"suvamneog-jobradar","u":"/use-cases/suvamneog-jobradar/add-a-company-board-to-the-tracker/","b":false,"f":false,"sc":0.7},{"id":"sv-number-mcp-server--get-sms-code-for-agent-signup","t":"Get an SMS verification code for an agent signup","s":"Let an agent order a number, read the SMS code and close the activation in one run.","w":"A developer building an agent workflow that must pass phone verification on a service the developer is permitted to use, in a country that service expects.","o":"The agent returns the parsed verification code and the activation is closed with finish_activation.","c":"Software and DevOps","r":"sv-number/mcp-server","rt":"MCP Server","rs":"sv-number-mcp-server","u":"/use-cases/sv-number-mcp-server/get-sms-code-for-agent-signup/","b":true,"f":false,"sc":1.0},{"id":"sv-number-mcp-server--compare-countries-and-delivery-before-ordering","t":"Compare country coverage and delivery rates before ordering","s":"Check how many countries and how many live numbers exist before spending balance.","w":"An operations analyst or agent builder who must choose a country and service for a verification workflow and wants evidence first.","o":"A short comparison showing the country list size, the matched service, its price, its online pool and its deliveredPercent where available.","c":"Software and DevOps","r":"sv-number/mcp-server","rt":"MCP Server","rs":"sv-number-mcp-server","u":"/use-cases/sv-number-mcp-server/compare-countries-and-delivery-before-ordering/","b":false,"f":false,"sc":0.9},{"id":"sv-number-mcp-server--recover-when-sms-code-does-not-arrive","t":"Recover when an SMS code does not arrive","s":"Ask for another SMS or cancel for a refund when a code never lands.","w":"An agent operator whose verification run stalled because the code did not arrive on the ordered number.","o":"Either a second code is delivered on the same number, or the activation is cancelled and the money returned.","c":"Software and DevOps","r":"sv-number/mcp-server","rt":"MCP Server","rs":"sv-number-mcp-server","u":"/use-cases/sv-number-mcp-server/recover-when-sms-code-does-not-arrive/","b":false,"f":false,"sc":0.8},{"id":"sv-number-mcp-server--generate-authenticator-code-locally","t":"Generate an authenticator code locally for your own account","s":"Compute a time-based one-time code on your machine using the totp_code tool.","w":"A developer whose agent must log into an account the developer owns and that asks for an authenticator code.","o":"The agent receives an authenticator code computed locally by RFC 6238.","c":"Software and DevOps","r":"sv-number/mcp-server","rt":"MCP Server","rs":"sv-number-mcp-server","u":"/use-cases/sv-number-mcp-server/generate-authenticator-code-locally/","b":false,"f":false,"sc":0.7},{"id":"syncso-inc-syncso--plan-new-york-outing-in-claude","t":"Plan a New York outing with Claude in minutes","s":"Add SyncSo as a Claude connector and ask for live New York events with prices and booking links.","w":"A person in New York or visiting it who wants a real, current answer to 'what should we do tonight or on Tuesday?' from Claude.","o":"Claude returns specific events in New York with times, prices, booking links and images, drawn from SyncSo.","c":"Life admin","r":"SyncSo-Inc/syncso","rt":"Syncso","rs":"syncso-inc-syncso","u":"/use-cases/syncso-inc-syncso/plan-new-york-outing-in-claude/","b":true,"f":false,"sc":1.0},{"id":"syncso-inc-syncso--connect-claude-code-to-syncso","t":"Give Claude Code live New York event search","s":"Register SyncSo as an HTTP MCP server in Claude Code with one command, then query it from the terminal.","w":"A developer who works in Claude Code and wants the agent to look up New York events while planning a trip, a demo or a team outing.","o":"Claude Code can call find_things_to_do and get_details against SyncSo and report real listings with booking links.","c":"Life admin","r":"SyncSo-Inc/syncso","rt":"Syncso","rs":"syncso-inc-syncso","u":"/use-cases/syncso-inc-syncso/connect-claude-code-to-syncso/","b":false,"f":false,"sc":0.9},{"id":"syncso-inc-syncso--add-syncso-skill-to-coding-agents","t":"Install the SyncSo skill into coding agents","s":"Use npx skills add to load the SyncSo skill into Claude Code, Codex or Cursor in one command.","w":"A developer whose team uses Codex or Cursor and wants those agents to answer New York event questions without manual setup.","o":"The agent has the SyncSo skill loaded and can answer New York event questions with its two tools.","c":"Life admin","r":"SyncSo-Inc/syncso","rt":"Syncso","rs":"syncso-inc-syncso","u":"/use-cases/syncso-inc-syncso/add-syncso-skill-to-coding-agents/","b":false,"f":false,"sc":0.8},{"id":"syncso-inc-syncso--budget-date-ideas-in-any-mcp-client","t":"Find affordable date ideas across MCP clients","s":"Connect SyncSo to Cursor, Windsurf, VS Code or any MCP client and ask for priced, bookable plans.","w":"A person using an MCP client who wants a New York date or family plan with a set budget and a booking link ready.","o":"The assistant proposes events with prices and booking links that fit the stated budget and date window.","c":"Life admin","r":"SyncSo-Inc/syncso","rt":"Syncso","rs":"syncso-inc-syncso","u":"/use-cases/syncso-inc-syncso/budget-date-ideas-in-any-mcp-client/","b":false,"f":false,"sc":0.7},{"id":"t-crypt-berth--stop-local-engines-crashing-on-one-gpu","t":"Stop local AI engines from crashing each other on one GPU","s":"Queue llama.cpp, ComfyUI and other engines on one card so none load into an out-of-memory crash.","w":"A developer or power user running chat, image and voice models on one NVIDIA workstation who gets out-of-memory errors when a second model starts.","o":"Each engine waits its turn through berthd, the holder finishes its reply or job, and `berth status` shows who holds the card and who is waiting.","c":"Software and DevOps","r":"T-Crypt/berth","rt":"Berth","rs":"t-crypt-berth","u":"/use-cases/t-crypt-berth/stop-local-engines-crashing-on-one-gpu/","b":true,"f":false,"sc":1.0},{"id":"t-crypt-berth--let-games-take-the-gpu-while-you-play","t":"Let games take the GPU while you play and resume AI after","s":"Berth drains AI engines when a supported game launches and returns the card when you quit.","w":"A gamer who also runs local AI models on the same NVIDIA card and wants the game to get the memory.","o":"AI engines drain while the game runs and the card is returned when the game exits, with the state visible in `berth status`.","c":"Software and DevOps","r":"T-Crypt/berth","rt":"Berth","rs":"t-crypt-berth","u":"/use-cases/t-crypt-berth/let-games-take-the-gpu-while-you-play/","b":false,"f":false,"sc":0.9},{"id":"t-crypt-berth--share-gpu-between-llama-swap-and-comfyui","t":"Share the GPU between llama-swap and ComfyUI without ping-pong","s":"Put llama-swap's models and ComfyUI under one lease so a model swap waits for the image job.","w":"A local AI user running llama-swap for chat models and ComfyUI for images on one card, who sees loads fail while the other tool holds memory.","o":"Each llama-swap model runs under a Berth lease, ComfyUI waits at a job boundary, and a crashed process's PID and memory appear in `berth status`.","c":"Software and DevOps","r":"T-Crypt/berth","rt":"Berth","rs":"t-crypt-berth","u":"/use-cases/t-crypt-berth/share-gpu-between-llama-swap-and-comfyui/","b":false,"f":false,"sc":0.8},{"id":"t-crypt-berth--give-coding-agents-a-gpu-queue","t":"Give coding agents a queue for the GPU instead of killing processes","s":"Install the Berth skill so Claude Code or Codex asks for the card rather than killing GPU jobs.","w":"A developer who uses Claude Code or Codex on a machine with a local model or image pipeline, and whose agent kills GPU processes to free memory.","o":"The agent asks Berth for the card, waits in line when another engine holds it, and reports the holder in `berth status`.","c":"Software and DevOps","r":"T-Crypt/berth","rt":"Berth","rs":"t-crypt-berth","u":"/use-cases/t-crypt-berth/give-coding-agents-a-gpu-queue/","b":false,"f":false,"sc":0.7},{"id":"tabtin-ai-tabtin--run-tabtin-from-source-with-an-agent","t":"Run Tab Tin from source on your own machine","s":"Clone the repo and start the quick or full local preview with a coding agent or by hand.","w":"A developer or power user who wants to try, debug, or modify Tab Tin locally instead of using the official service.","o":"A local Tab Tin preview running, with the backend health check passed and the Electron window ready.","c":"Work and operations","r":"tabtin-ai/TabTin","rt":"Tab Tin","rs":"tabtin-ai-tabtin","u":"/use-cases/tabtin-ai-tabtin/run-tabtin-from-source-with-an-agent/","b":true,"f":false,"sc":1.0},{"id":"tabtin-ai-tabtin--hand-off-a-task-with-its-context","t":"Hand off an AI task with its context to a colleague","s":"Freeze the needed context and files so a teammate can continue the work in their own task.","w":"A team member who has finished part of a research or delivery task with an agent and must pass it to someone else.","o":"The colleague opens a separate task that carries the frozen conversation context and the shared files, and can see how the conclusion was formed.","c":"Work and operations","r":"tabtin-ai/TabTin","rt":"Tab Tin","rs":"tabtin-ai-tabtin","u":"/use-cases/tabtin-ai-tabtin/hand-off-a-task-with-its-context/","b":false,"f":false,"sc":0.9},{"id":"tabtin-ai-tabtin--share-agent-output-as-online-documents","t":"Turn agent results into shared online documents and sheets","s":"Have agents write into Tab Tin documents, sheets, and slides so people edit the same result.","w":"A team lead or analyst who needs agent research to become a document, spreadsheet, or slide deck that colleagues can edit.","o":"A shared online document, multi-dimensional sheet, or presentation that both the agent and team members work on directly.","c":"Work and operations","r":"tabtin-ai/TabTin","rt":"Tab Tin","rs":"tabtin-ai-tabtin","u":"/use-cases/tabtin-ai-tabtin/share-agent-output-as-online-documents/","b":false,"f":false,"sc":0.8},{"id":"tabtin-ai-tabtin--reuse-verified-team-agent-methods","t":"Reuse verified research and review methods across agent roles","s":"Store research, review, test, and release rules in agent roles so later tasks reuse them.","w":"A team lead who wants proven agent workflows to survive staff changes instead of living in one person's prompt.","o":"Agent roles with their own rules, models, Skills, and memory that apply the team's verified methods to new tasks, with a human still signing off on results.","c":"Work and operations","r":"tabtin-ai/TabTin","rt":"Tab Tin","rs":"tabtin-ai-tabtin","u":"/use-cases/tabtin-ai-tabtin/reuse-verified-team-agent-methods/","b":false,"f":false,"sc":0.7},{"id":"tangency-labs-fieldcraft--solve-bracket-sample-no-setup","t":"Solve a ready-made bracket analysis in minutes","s":"Open a bundled sample, press Solve and read the von Mises stress on a hex-meshed bracket.","w":"A mechanical engineer or student who needs to see how FieldCraft meshes and solves a real part without writing any code.","o":"The user sees a solved stress contour on the hex-meshed bracket and can compare it with the sample's stated check against a reference solution.","c":"Software and DevOps","r":"tangency-labs/fieldcraft","rt":"Fieldcraft","rs":"tangency-labs-fieldcraft","u":"/use-cases/tangency-labs-fieldcraft/solve-bracket-sample-no-setup/","b":true,"f":false,"sc":1.0},{"id":"tangency-labs-fieldcraft--agent-mesh-and-solve-beam-via-mcp","t":"Have an AI agent mesh and solve a beam over MCP","s":"Connect Claude Code to FieldCraft so it opens a part, meshes, solves and checks tip deflection.","w":"An engineer who wants an AI agent to run repeatable structural checks on a part and report whether the result matches beam theory.","o":"The agent drives FieldCraft through its MCP server and returns a tip deflection that the user can compare with the beam theory value.","c":"Software and DevOps","r":"tangency-labs/fieldcraft","rt":"Fieldcraft","rs":"tangency-labs-fieldcraft","u":"/use-cases/tangency-labs-fieldcraft/agent-mesh-and-solve-beam-via-mcp/","b":false,"f":false,"sc":0.9},{"id":"tangency-labs-fieldcraft--check-heated-bracket-thermal-stress","t":"Check thermal stress in a heated steel bracket","s":"Run the heated-bracket sample to see steady heat flow and the stress it causes.","w":"A design engineer checking whether a clamped metal part can take heat at one end without overstressing.","o":"The user gets a steady temperature field and the thermal stress in the bracket from one coupled run.","c":"Software and DevOps","r":"tangency-labs/fieldcraft","rt":"Fieldcraft","rs":"tangency-labs-fieldcraft","u":"/use-cases/tangency-labs-fieldcraft/check-heated-bracket-thermal-stress/","b":false,"f":false,"sc":0.8},{"id":"taoliveaigc-tlive-omni--transcribe-live-stream-speech-by-speaker","t":"Transcribe live-stream speech and separate speakers","s":"Turn a live-commerce audio track into a transcript that labels who said what, using TLive Omni's ASR features.","w":"An operations analyst at a live-commerce team who needs written transcripts of host and guest speech after each broadcast.","o":"A transcript of the stream audio with speaker-attributed text that the team can search, quote, and review.","c":"Sales and marketing","r":"TaoLiveAIGC/TLive-Omni","rt":"TLive Omni","rs":"taoliveaigc-tlive-omni","u":"/use-cases/taoliveaigc-tlive-omni/transcribe-live-stream-speech-by-speaker/","b":true,"f":false,"sc":1.0},{"id":"taoliveaigc-tlive-omni--locate-products-and-read-on-screen-text","t":"Locate products and read on-screen text in frames","s":"Find products in live-stream frames and read the text shown on screen, using the image tasks TLive Omni covers.","w":"A catalog or merchandising specialist at an e-commerce company who needs to match products shown on a live stream to listed items.","o":"A list of product locations in each frame and the text read from the screen, ready to compare with the product catalog.","c":"Sales and marketing","r":"TaoLiveAIGC/TLive-Omni","rt":"TLive Omni","rs":"taoliveaigc-tlive-omni","u":"/use-cases/taoliveaigc-tlive-omni/locate-products-and-read-on-screen-text/","b":false,"f":false,"sc":0.9},{"id":"taoliveaigc-tlive-omni--summarize-long-stream-video-by-timestamp","t":"Summarize a long live-stream video by timestamp","s":"Produce a timestamped summary of a long stream video, using TLive Omni's grid layout and 256K context.","w":"A content lead at a live-commerce brand who needs a quick timeline of a multi-hour broadcast to pick highlights for clips.","o":"A timestamped list of what happens in the stream, including video dense captions and topic changes, to guide clip selection.","c":"Sales and marketing","r":"TaoLiveAIGC/TLive-Omni","rt":"TLive Omni","rs":"taoliveaigc-tlive-omni","u":"/use-cases/taoliveaigc-tlive-omni/summarize-long-stream-video-by-timestamp/","b":false,"f":false,"sc":0.8},{"id":"tashfeenahmed-freellmapi--one-endpoint-for-openai-sdk-apps","t":"Point an OpenAI SDK app at one free-tier endpoint","s":"Route any OpenAI client library across many free providers through a single local /v1 URL.","w":"A developer building a prototype or side project who already uses the OpenAI SDK and wants to avoid paying for tokens while experimenting.","o":"The app sends normal OpenAI-style requests to one local endpoint, and the router picks a model and falls over to another provider when one is rate-limited.","c":"Software and DevOps","r":"tashfeenahmed/freellmapi","rt":"Freellmapi","rs":"tashfeenahmed-freellmapi","u":"/use-cases/tashfeenahmed-freellmapi/one-endpoint-for-openai-sdk-apps/","b":true,"f":false,"sc":1.0},{"id":"tashfeenahmed-freellmapi--run-claude-code-on-free-model-pool","t":"Run Claude Code against the free model pool","s":"Configure Claude Code to send its requests to the local router instead of a paid Anthropic account.","w":"A developer who wants to try Claude Code's workflow for coding tasks while keeping token costs at zero during experiments.","o":"Claude Code runs its coding sessions through the router's Anthropic Messages surface, backed by free models that the router selects.","c":"Software and DevOps","r":"tashfeenahmed/freellmapi","rt":"Freellmapi","rs":"tashfeenahmed-freellmapi","u":"/use-cases/tashfeenahmed-freellmapi/run-claude-code-on-free-model-pool/","b":false,"f":false,"sc":0.9},{"id":"tashfeenahmed-freellmapi--add-local-model-beside-free-tiers","t":"Add a local model server beside the free tiers","s":"Register llama.cpp, LM Studio, vLLM, or Ollama as a custom provider in the same router.","w":"A developer who runs a local model on their own hardware and wants it to share the same endpoint and fallback chain as cloud free tiers.","o":"Local and cloud models sit behind one /v1 endpoint, and the router can fall over between them under the same chain rules.","c":"Software and DevOps","r":"tashfeenahmed/freellmapi","rt":"Freellmapi","rs":"tashfeenahmed-freellmapi","u":"/use-cases/tashfeenahmed-freellmapi/add-local-model-beside-free-tiers/","b":false,"f":false,"sc":0.8},{"id":"tashfeenahmed-freellmapi--use-codex-cli-through-responses-endpoint","t":"Use Codex CLI through the router's responses endpoint","s":"Point Codex CLI at the /v1/responses surface so it runs on free-tier models.","w":"A developer who uses Codex CLI for terminal coding help and wants to test it without a paid model subscription.","o":"Codex CLI sends its requests to the router's /v1/responses endpoint and gets answers from the free pool.","c":"Software and DevOps","r":"tashfeenahmed/freellmapi","rt":"Freellmapi","rs":"tashfeenahmed-freellmapi","u":"/use-cases/tashfeenahmed-freellmapi/use-codex-cli-through-responses-endpoint/","b":false,"f":false,"sc":0.7},{"id":"tashfeenahmed-freellmapi--desktop-menu-bar-router-no-account","t":"Run the router from a menu-bar app with no setup","s":"Install the desktop app and use the tray popover key with any OpenAI-compatible client.","w":"A non-developer or casual user on macOS or Windows who wants a local free AI endpoint without Docker or a terminal.","o":"The router runs from the tray, and the unified key from the popover works in any OpenAI-compatible app.","c":"Software and DevOps","r":"tashfeenahmed/freellmapi","rt":"Freellmapi","rs":"tashfeenahmed-freellmapi","u":"/use-cases/tashfeenahmed-freellmapi/desktop-menu-bar-router-no-account/","b":false,"f":false,"sc":0.6},{"id":"techflag-workdsh--build-personal-project-workbench","t":"Build a personal workbench for a recurring project","s":"Describe a long-term goal and let the native AI set up a project workspace you keep using.","w":"A person with a recurring goal, such as planning several trips, who wants one place for plans, budgets and checklists.","o":"A project workspace with its own instructions, plans, tasks and material that you can keep returning to.","c":"Personal productivity","r":"techflag/workdsh","rt":"Workdsh","rs":"techflag-workdsh","u":"/use-cases/techflag-workdsh/build-personal-project-workbench/","b":true,"f":false,"sc":1.0},{"id":"techflag-workdsh--reference-local-files-in-project-tasks","t":"Attach local files to project tasks for AI work","s":"Put your existing documents in the library and reference them from project tasks.","w":"A person with existing documents on their computer who wants the AI to work from those files inside a project.","o":"Local files indexed in the library, searchable and previewable, and referenced by project tasks with their revision.","c":"Personal productivity","r":"techflag/workdsh","rt":"Workdsh","rs":"techflag-workdsh","u":"/use-cases/techflag-workdsh/reference-local-files-in-project-tasks/","b":false,"f":false,"sc":0.9},{"id":"techflag-workdsh--share-ai-analysis-with-colleagues","t":"Share AI analysis with company colleagues","s":"Install Enterprise Connection to send analysis text and files to colleagues with @ mentions.","w":"An employee at a company using WorkDSH Enterprise Desktop who needs to pass AI analysis to teammates.","o":"Colleagues receive shared analysis text and files, visible in Collaboration on both sides.","c":"Personal productivity","r":"techflag/workdsh","rt":"Workdsh","rs":"techflag-workdsh","u":"/use-cases/techflag-workdsh/share-ai-analysis-with-colleagues/","b":false,"f":false,"sc":0.8},{"id":"techflag-workdsh--build-company-business-plugin-with-reused-login","t":"Build a company plugin that calls internal APIs with member login","s":"Write a Host plugin that uses workdshEnterprise to call your company backend without handling tokens.","w":"A developer at a company running WorkDSH Enterprise Desktop who needs an internal plugin that reads business data for signed-in employees.","o":"A Host plugin that reads the current member identity and calls a business endpoint on the company backend under that member's login.","c":"Personal productivity","r":"techflag/workdsh","rt":"Workdsh","rs":"techflag-workdsh","u":"/use-cases/techflag-workdsh/build-company-business-plugin-with-reused-login/","b":false,"f":false,"sc":0.7},{"id":"techjarves-mobile-harness--build-android-app-on-phone","t":"Build and install an Android app entirely on your phone","s":"Write, build, and install a debug APK on Android with no PC and no USB debugging.","w":"An Android hobbyist or student with only a phone who wants to make and test a small app without a laptop.","o":"A debug APK built on the phone is handed to Android's package installer and launches after you confirm the install.","c":"Software and DevOps","r":"techjarves/Mobile-Harness","rt":"Mobile Harness","rs":"techjarves-mobile-harness","u":"/use-cases/techjarves-mobile-harness/build-android-app-on-phone/","b":true,"f":false,"sc":1.0},{"id":"techjarves-mobile-harness--vibe-code-web-app-with-claude-code","t":"Have Claude Code build a web app from your phone","s":"Describe a web app in chat and let Claude Code write it inside the Linux subsystem.","w":"A developer away from their desk who wants to start or change a web project using only a phone.","o":"A project in the phone's Ubuntu workspace with code written by Claude Code, ready to preview.","c":"Software and DevOps","r":"techjarves/Mobile-Harness","rt":"Mobile Harness","rs":"techjarves-mobile-harness","u":"/use-cases/techjarves-mobile-harness/vibe-code-web-app-with-claude-code/","b":false,"f":false,"sc":0.9},{"id":"techjarves-mobile-harness--preview-web-server-on-phone","t":"Preview a local Vite or Express server on your phone","s":"Run a Vite, Next.js, or Express server on the phone and test it in a sandboxed WebView.","w":"A web developer who wants to check a running server's interface on mobile without deploying it.","o":"A live local web server shown in an in-app preview with console output for debugging.","c":"Software and DevOps","r":"techjarves/Mobile-Harness","rt":"Mobile Harness","rs":"techjarves-mobile-harness","u":"/use-cases/techjarves-mobile-harness/preview-web-server-on-phone/","b":false,"f":false,"sc":0.8},{"id":"techjarves-mobile-harness--route-claude-code-to-alternate-model","t":"Point Claude Code at DeepSeek or OpenRouter models","s":"Use an Anthropic-compatible provider such as DeepSeek or OpenRouter with the Claude Code agent.","w":"A developer who wants a different model behind Claude Code, or a gateway that serves several models with one key.","o":"Claude Code in Mobile Harness sends its requests to the provider you chose, with the key kept in Android Keystore.","c":"Software and DevOps","r":"techjarves/Mobile-Harness","rt":"Mobile Harness","rs":"techjarves-mobile-harness","u":"/use-cases/techjarves-mobile-harness/route-claude-code-to-alternate-model/","b":false,"f":false,"sc":0.7},{"id":"techjarves-mobile-harness--run-linux-commands-on-phone","t":"Run Linux commands and scripts on your phone","s":"Use the in-app terminal to run shell commands in a private Ubuntu 20.04 environment.","w":"A developer or sysadmin who needs a Linux shell with Git and Node.js while away from a computer.","o":"Command output from a real Ubuntu 20.04 ARM64 userspace running on the phone.","c":"Software and DevOps","r":"techjarves/Mobile-Harness","rt":"Mobile Harness","rs":"techjarves-mobile-harness","u":"/use-cases/techjarves-mobile-harness/run-linux-commands-on-phone/","b":false,"f":false,"sc":0.6},{"id":"tejashmakwana-motionmaxxing--brand-launch-film-from-website","t":"Make a launch film from a brand website","s":"Capture a brand from its site, pick one idea it could own, and render a checked motion film in plain HTML.","w":"A marketer or founder who needs a product launch or promo film and has the brand website but no motion designer on hand.","o":"A rendered film with a storyboard, a final MP4, an index.html source, and a NOTE.md that quotes the gate numbers.","c":"Content","r":"Tejashmakwana/motionmaxxing","rt":"Motionmaxxing","rs":"tejashmakwana-motionmaxxing","u":"/use-cases/tejashmakwana-motionmaxxing/brand-launch-film-from-website/","b":true,"f":false,"sc":1.0},{"id":"tejashmakwana-motionmaxxing--audit-ai-motion-video-against-gates","t":"Check an AI motion video against the mog gates","s":"Run the render checks and page-chrome lint on an AI-made video to see which tells it fails.","w":"A video editor or reviewer who has an AI-generated motion graphics clip and needs to know why it looks mid before reworking it.","o":"A list of gate results (G0 to G5) with the numbers behind each, plus the lint hits, so you know what to fix first.","c":"Content","r":"Tejashmakwana/motionmaxxing","rt":"Motionmaxxing","rs":"tejashmakwana-motionmaxxing","u":"/use-cases/tejashmakwana-motionmaxxing/audit-ai-motion-video-against-gates/","b":false,"f":false,"sc":0.9},{"id":"tejashmakwana-motionmaxxing--kinetic-type-brand-sting","t":"Build a typography-only brand sting","s":"Turn a logo and one idea into a short kinetic-type sting with measured motion and no photos.","w":"A designer or small studio that needs a short brand intro or sting with no stock footage or photos of people.","o":"A typography and vector sting with one carried idea, a logo fetched from the brand site, and a rendered MP4.","c":"Content","r":"Tejashmakwana/motionmaxxing","rt":"Motionmaxxing","rs":"tejashmakwana-motionmaxxing","u":"/use-cases/tejashmakwana-motionmaxxing/kinetic-type-brand-sting/","b":false,"f":false,"sc":0.8},{"id":"tencent-hunyuan-auk--clone-voice-from-reference-clip","t":"Generate speech in a reference speaker's voice","s":"Turn a script into spoken audio that keeps the voice of a short reference recording using zero-shot TTS.","w":"A content creator or narrator who has a short clip of a voice they are allowed to use and needs a new line read in that voice.","o":"A WAV file with the target text spoken in the reference voice at the chosen length.","c":"Content","r":"Tencent-Hunyuan/AuK","rt":"AuK","rs":"tencent-hunyuan-auk","u":"/use-cases/tencent-hunyuan-auk/clone-voice-from-reference-clip/","b":true,"f":false,"sc":1.0},{"id":"tencent-hunyuan-auk--create-speech-from-voice-description","t":"Create speech from a voice description alone","s":"Generate a spoken line from a text description of the voice, with no reference audio needed.","w":"A game or app developer who needs a placeholder narrator voice and has no recording to start from.","o":"A WAV file with the requested text spoken in the described voice.","c":"Content","r":"Tencent-Hunyuan/AuK","rt":"AuK","rs":"tencent-hunyuan-auk","u":"/use-cases/tencent-hunyuan-auk/create-speech-from-voice-description/","b":false,"f":false,"sc":0.9},{"id":"tencent-hunyuan-auk--edit-words-in-existing-recording","t":"Replace or remove words in an existing recording","s":"Change what is said in a recording by describing the edit in the instruction, keeping the voice and rest of the audio.","w":"A podcast editor or voice-over producer who needs to fix one phrase in a finished take without re-recording it.","o":"An edited WAV file where the named words are replaced, inserted, or removed.","c":"Content","r":"Tencent-Hunyuan/AuK","rt":"AuK","rs":"tencent-hunyuan-auk","u":"/use-cases/tencent-hunyuan-auk/edit-words-in-existing-recording/","b":false,"f":false,"sc":0.8},{"id":"tencent-hunyuan-auk--clean-noisy-speech-recording","t":"Remove noise and reverb from a voice recording","s":"Restore a noisy or reverberant speech clip to clearer audio with one instruction and no separate tools.","w":"A researcher or creator with field recordings or home-studio takes that have background noise or echo.","o":"A cleaned WAV file of the speech, with the same length as the input.","c":"Content","r":"Tencent-Hunyuan/AuK","rt":"AuK","rs":"tencent-hunyuan-auk","u":"/use-cases/tencent-hunyuan-auk/clean-noisy-speech-recording/","b":false,"f":false,"sc":0.7},{"id":"tencent-hunyuan-auk--turn-free-form-request-into-auk-command","t":"Turn a plain-language request into a ready-to-run command","s":"Use Prompt Enhancer to convert a free-form audio request into a complete auk-infer command and manifest.","w":"A team member who is not comfortable with the CLI flags and wants AuK to choose the task, duration, and preprocessing.","o":"A printed auk-infer command, a detected task and target duration, and a JSON manifest under assets/after_pe/.","c":"Content","r":"Tencent-Hunyuan/AuK","rt":"AuK","rs":"tencent-hunyuan-auk","u":"/use-cases/tencent-hunyuan-auk/turn-free-form-request-into-auk-command/","b":false,"f":false,"sc":0.6},{"id":"tencentcloud-octop-harness--run-production-agent-with-model-routing","t":"Run a production agent with swappable model providers","s":"Build one deepagents-based agent that can switch between OpenAI, Anthropic, Bedrock, and preset providers.","w":"A Python developer who needs an agent in production and wants to change model providers without rewriting the agent.","o":"A working HarnessAgent that answers prompts through a model chosen by configuration, with failures raised as exceptions for the host to handle.","c":"Software and DevOps","r":"TencentCloud/octop-harness","rt":"Octop Harness","rs":"tencentcloud-octop-harness","u":"/use-cases/tencentcloud-octop-harness/run-production-agent-with-model-routing/","b":true,"f":false,"sc":1.0},{"id":"tencentcloud-octop-harness--build-assistant-with-persistent-memory","t":"Build an assistant that remembers users across sessions","s":"Keep strong memory and a user profile that persist across sessions and can be saved on request.","w":"A team building a support or personal assistant that must recall user preferences and facts from earlier conversations.","o":"An agent that loads MEMORY.md and USER.md at session start, saves explicit remember requests with memory_save, and retrieves past history with memory_search.","c":"Software and DevOps","r":"TencentCloud/octop-harness","rt":"Octop Harness","rs":"tencentcloud-octop-harness","u":"/use-cases/tencentcloud-octop-harness/build-assistant-with-persistent-memory/","b":false,"f":false,"sc":0.9},{"id":"tencentcloud-octop-harness--let-ide-ai-drive-your-agent-via-acp","t":"Let an IDE or terminal AI drive your agent over ACP","s":"Expose your agent through the stdio ACP server so an external coding AI can invoke it.","w":"A developer who wants an IDE or terminal AI tool to call a custom agent built on Octop Harness.","o":"An external IDE or terminal AI sends requests to your agent through the ACP stdio server and receives replies.","c":"Software and DevOps","r":"TencentCloud/octop-harness","rt":"Octop Harness","rs":"tencentcloud-octop-harness","u":"/use-cases/tencentcloud-octop-harness/let-ide-ai-drive-your-agent-via-acp/","b":false,"f":false,"sc":0.8},{"id":"tencentcloud-octop-harness--run-unattended-agent-team-with-peer-messaging","t":"Run an unattended team of agents that message each other","s":"Host several isolated agents in one process that call each other through the Teams peer inbox.","w":"A platform engineer running background agents that must hand work to each other without a human answering questions.","o":"Multiple isolated agents run in one process, exchange messages through the peer inbox, and never block on ask_user_question.","c":"Software and DevOps","r":"TencentCloud/octop-harness","rt":"Octop Harness","rs":"tencentcloud-octop-harness","u":"/use-cases/tencentcloud-octop-harness/run-unattended-agent-team-with-peer-messaging/","b":false,"f":false,"sc":0.7},{"id":"tencentcloud-octop-harness--generate-images-and-videos-with-volcengine-ark","t":"Add image and video generation to an agent with Volcengine Ark","s":"Enable generate_image and generate_video tools that save output into the agent workspace.","w":"A content developer who wants an agent to produce images or short videos as part of a workflow.","o":"An agent that calls generate_image or generate_video and saves files under generated/images/ or generated/videos/ in its workspace.","c":"Software and DevOps","r":"TencentCloud/octop-harness","rt":"Octop Harness","rs":"tencentcloud-octop-harness","u":"/use-cases/tencentcloud-octop-harness/generate-images-and-videos-with-volcengine-ark/","b":false,"f":false,"sc":0.6},{"id":"tettethu-vibegame--build-playable-2d-game-from-prompt","t":"Build a playable 2D web game from one prompt","s":"Install Vibe Game, describe a game in plain language, and get a playable 2D browser game.","w":"A hobbyist or indie developer with no game engine experience who wants a playable 2D browser game from a text idea.","o":"A new Vibe Game project in my-game that the agent team builds from your prompt, which you can run in the browser with vibegame run.","c":"Games and hobbies","r":"tettethu/VibeGame","rt":"Vibe Game","rs":"tettethu-vibegame","u":"/use-cases/tettethu-vibegame/build-playable-2d-game-from-prompt/","b":true,"f":false,"sc":1.0},{"id":"tettethu-vibegame--continue-editing-existing-game-project","t":"Continue polishing an existing Vibe Game project","s":"Point the agent team at a game you already built and direct its next round of edits.","w":"A developer who already has a Vibe Game game folder and wants to keep improving one part of it, such as a boss fight.","o":"The agent team continues work on the named part of your existing project, and you can run or close the game from the CLI.","c":"Games and hobbies","r":"tettethu/VibeGame","rt":"Vibe Game","rs":"tettethu-vibegame","u":"/use-cases/tettethu-vibegame/continue-editing-existing-game-project/","b":false,"f":false,"sc":0.9},{"id":"tettethu-vibegame--tune-sprites-and-objects-in-dashboard","t":"Adjust sprite bounds and object properties by hand","s":"Use the web Dashboard to preview animations and tweak character settings without writing code.","w":"A non-programmer or designer who has a generated game and wants to fix how sprites and characters look and behave.","o":"You adjust sprite bounds and character animation and properties in the Dashboard, then play the result in the Play tab.","c":"Games and hobbies","r":"tettethu/VibeGame","rt":"Vibe Game","rs":"tettethu-vibegame","u":"/use-cases/tettethu-vibegame/tune-sprites-and-objects-in-dashboard/","b":false,"f":false,"sc":0.8},{"id":"tettethu-vibegame--run-end-to-end-build-workflow","t":"Run the standard build workflow for a full game goal","s":"Give an agent one end-to-end game development goal using Vibe Game's standard build workflow.","w":"A developer who wants the agent to plan and build a complete small game from a single goal statement.","o":"Your agent runs the standard /vibegame-build workflow and produces a game matching your goal, which you can then run locally.","c":"Games and hobbies","r":"tettethu/VibeGame","rt":"Vibe Game","rs":"tettethu-vibegame","u":"/use-cases/tettethu-vibegame/run-end-to-end-build-workflow/","b":false,"f":false,"sc":0.7},{"id":"thedotmack-claude-mem--resume-claude-code-project-context","t":"Carry Claude Code project context into new sessions","s":"Install the Claude Code plugin so earlier session context appears automatically when you start a new session.","w":"A developer working on the same codebase with Claude Code across many days, who keeps re-explaining past decisions at the start of each session.","o":"New Claude Code sessions open with summaries of prior work on the project, so the agent continues where the last session stopped.","c":"Software and DevOps","r":"thedotmack/claude-mem","rt":"Claude Mem","rs":"thedotmack-claude-mem","u":"/use-cases/thedotmack-claude-mem/resume-claude-code-project-context/","b":true,"f":false,"sc":1.0},{"id":"thedotmack-claude-mem--search-past-decisions-in-claude-code","t":"Find past decisions and bug fixes before you repeat them","s":"Use the mem-search tools to look up earlier bugfixes and decisions, then fetch only the relevant details.","w":"A developer or agent who must recall why something was built a certain way or how a bug was fixed weeks earlier in the same project.","o":"The agent finds the matching observations by ID, reviews a timeline around them, and loads full details only for the IDs it needs.","c":"Software and DevOps","r":"thedotmack/claude-mem","rt":"Claude Mem","rs":"thedotmack-claude-mem","u":"/use-cases/thedotmack-claude-mem/search-past-decisions-in-claude-code/","b":false,"f":false,"sc":0.9},{"id":"thedotmack-claude-mem--add-shared-memory-to-t3-code-codex-threads","t":"Give Codex threads in T3 Code shared project memory","s":"Run the T3 Code installer so Codex and Claude Code providers in T3 Code get Claude Mem memory.","w":"A developer who runs Codex through T3 Code and wants new threads to start with context from earlier work.","o":"New T3 Code threads with Codex receive memory from prior sessions after the installer and hook trust steps are done.","c":"Software and DevOps","r":"thedotmack/claude-mem","rt":"Claude Mem","rs":"thedotmack-claude-mem","u":"/use-cases/thedotmack-claude-mem/add-shared-memory-to-t3-code-codex-threads/","b":false,"f":false,"sc":0.8},{"id":"thedotmack-claude-mem--feed-openclaw-gateway-memory-to-chat","t":"Run persistent memory on an OpenClaw gateway with chat feeds","s":"Install the Claude Mem plugin on an OpenClaw gateway and optionally send observation feeds to chat apps.","w":"An operator of an OpenClaw gateway who wants agent memory that persists and wants live observations sent to team chat.","o":"The gateway runs Claude Mem as a persistent memory plugin, and optional real-time observation feeds go to chat tools the installer supports.","c":"Software and DevOps","r":"thedotmack/claude-mem","rt":"Claude Mem","rs":"thedotmack-claude-mem","u":"/use-cases/thedotmack-claude-mem/feed-openclaw-gateway-memory-to-chat/","b":false,"f":false,"sc":0.7},{"id":"thenetworkchuck-paperclip-guide--build-ai-it-department","t":"Build an AI IT department with Paperclip","s":"Install Paperclip, hire a CEO agent, and bring in specialist agents for IT work.","w":"An IT lead or developer who wants a team of AI agents handling network, storage, security and help desk tasks, and who has at least one AI account already.","o":"A Paperclip company with a Claude Code CEO that proposes and hires specialist agents on Codex and a local model, with you approving each hire.","c":"Software and DevOps","r":"theNetworkChuck/paperclip-guide","rt":"Paperclip Guide","rs":"thenetworkchuck-paperclip-guide","u":"/use-cases/thenetworkchuck-paperclip-guide/build-ai-it-department/","b":true,"f":false,"sc":1.0},{"id":"thenetworkchuck-paperclip-guide--run-agents-with-approvals-and-watchdogs","t":"Assign agent work with approvals and watchdog checks","s":"Create projects and tasks for agents, with human approvals and a watchdog that verifies done work.","w":"A team lead who has agents ready and needs to keep humans in charge of what they produce and what counts as finished.","o":"Agents working through projects, tasks, Cases, Decisions and Artifacts, with approvals gating key steps and a watchdog double-checking completion.","c":"Software and DevOps","r":"theNetworkChuck/paperclip-guide","rt":"Paperclip Guide","rs":"thenetworkchuck-paperclip-guide","u":"/use-cases/thenetworkchuck-paperclip-guide/run-agents-with-approvals-and-watchdogs/","b":false,"f":false,"sc":0.9},{"id":"thenetworkchuck-paperclip-guide--schedule-daily-storage-check-and-standup","t":"Schedule a daily storage check and agent standup","s":"Set up recurring routines so agents run a storage check and hold a daily standup.","w":"An operator who wants agents to report on storage health each day without asking them by hand.","o":"Scheduled routines that run the daily storage check and daily agent standup, where agents ask each other questions.","c":"Software and DevOps","r":"theNetworkChuck/paperclip-guide","rt":"Paperclip Guide","rs":"thenetworkchuck-paperclip-guide","u":"/use-cases/thenetworkchuck-paperclip-guide/schedule-daily-storage-check-and-standup/","b":false,"f":false,"sc":0.8},{"id":"thenetworkchuck-paperclip-guide--watch-leaked-credentials-with-flare-agent","t":"Watch for leaked credentials with a Flare agent","s":"Hire an exposure analyst that checks your Flare feed for leaked credentials and sessions.","w":"A security-minded admin at a small team who wants an agent to monitor leaked logins tied to the company.","o":"An Exposure Analyst agent that reads your Flare feed through the Flare skill and reports exposures without printing any credential.","c":"Software and DevOps","r":"theNetworkChuck/paperclip-guide","rt":"Paperclip Guide","rs":"thenetworkchuck-paperclip-guide","u":"/use-cases/thenetworkchuck-paperclip-guide/watch-leaked-credentials-with-flare-agent/","b":false,"f":false,"sc":0.7},{"id":"thenetworkchuck-paperclip-guide--export-company-and-import-elsewhere","t":"Export a Paperclip company and import it on another machine","s":"Package a whole agent department and move it to a different Paperclip install.","w":"An operator moving an AI department from a test laptop to a server, or copying it for a second site.","o":"The full company packaged as an export and imported into a new Paperclip install, with agents and tasks in place.","c":"Software and DevOps","r":"theNetworkChuck/paperclip-guide","rt":"Paperclip Guide","rs":"thenetworkchuck-paperclip-guide","u":"/use-cases/thenetworkchuck-paperclip-guide/export-company-and-import-elsewhere/","b":false,"f":false,"sc":0.6},{"id":"thesnarkitecht-rembrandt--self-host-photo-editor-for-home-network","t":"Self-host a photo editor for your home network","s":"Serve your photo folder from one computer and edit it in any browser on your network.","w":"A person with a Linux or macOS computer holding a large photo archive who wants to edit it from a laptop, tablet or other device at home.","o":"Your photos are edited in a browser through a private link served from the computer that holds them, with edits saved as XMP next to each photo.","c":"Content","r":"thesnarkitecht/rembrandt","rt":"Rembrandt","rs":"thesnarkitecht-rembrandt","u":"/use-cases/thesnarkitecht-rembrandt/self-host-photo-editor-for-home-network/","b":true,"f":false,"sc":1.0},{"id":"thesnarkitecht-rembrandt--edit-raw-photos-free-desktop-app","t":"Edit RAW photos in a free desktop app","s":"Install a free RAW editor with masks and AI tools and skip the subscription.","w":"A photographer who wants a capable RAW editor on a desktop or laptop and does not want a monthly fee or an account.","o":"You develop RAW files from over 1,000 cameras, adjust them with masks and AI-based looks, and export JPEG, PNG, WebP or TIFF files.","c":"Content","r":"thesnarkitecht/rembrandt","rt":"Rembrandt","rs":"thesnarkitecht-rembrandt","u":"/use-cases/thesnarkitecht-rembrandt/edit-raw-photos-free-desktop-app/","b":false,"f":false,"sc":0.9},{"id":"thesnarkitecht-rembrandt--move-lightroom-catalog-to-rembrandt","t":"Move a Lightroom Classic catalog into Rembrandt","s":"Bring edits, keywords and collections from Lightroom Classic into a free editor.","w":"A Lightroom Classic user who wants to leave the subscription but keep years of edits, keywords and presets.","o":"Your Lightroom Classic catalog's edits, keywords, labels, virtual copies and collections appear in Rembrandt, with a report of anything that could not come over.","c":"Content","r":"thesnarkitecht/rembrandt","rt":"Rembrandt","rs":"thesnarkitecht-rembrandt","u":"/use-cases/thesnarkitecht-rembrandt/move-lightroom-catalog-to-rembrandt/","b":false,"f":false,"sc":0.8},{"id":"thesnarkitecht-rembrandt--clean-up-and-match-a-photo-shoot","t":"Pick the best frames and match exposure across a shoot","s":"Keep the sharpest frames and make the rest of the shoot look consistent in one pass.","w":"A wedding, event or product photographer with hundreds of burst frames who needs a clean, consistent set quickly.","o":"Each burst has one sharpest frame with open eyes selected, the other frames are flagged as rejected, and the rest of the shoot is matched to a hero frame.","c":"Content","r":"thesnarkitecht/rembrandt","rt":"Rembrandt","rs":"thesnarkitecht-rembrandt","u":"/use-cases/thesnarkitecht-rembrandt/clean-up-and-match-a-photo-shoot/","b":false,"f":false,"sc":0.7},{"id":"thesnarkitecht-rembrandt--find-photos-by-description-on-device","t":"Find photos by describing them, on your own computer","s":"Search a photo library in plain words without tagging or uploading anything.","w":"A hobbyist with a large unorganised library who wants to find a photo by what is in it, such as a dog on the beach.","o":"You type a description such as dog on the beach or red car and Rembrandt returns matching photos from your library, with nothing sent off your computer.","c":"Content","r":"thesnarkitecht/rembrandt","rt":"Rembrandt","rs":"thesnarkitecht-rembrandt","u":"/use-cases/thesnarkitecht-rembrandt/find-photos-by-description-on-device/","b":false,"f":false,"sc":0.6},{"id":"thesysdev-open-intelligent-ui--build-interactive-trip-planner-chat","t":"Run a chat app that answers trip questions with maps and itineraries","s":"Run the demo locally and get a map, photos and an editable plan back for a travel request.","w":"A developer building a travel or city-guide feature who needs answers to look like an interactive page, not plain text.","o":"A local chat at localhost:3000 that answers a travel request with an interactive map, photographs and an editable plan.","c":"Software and DevOps","r":"thesysdev/open-intelligent-ui","rt":"Open Intelligent UI","rs":"thesysdev-open-intelligent-ui","u":"/use-cases/thesysdev-open-intelligent-ui/build-interactive-trip-planner-chat/","b":true,"f":false,"sc":1.0},{"id":"thesysdev-open-intelligent-ui--prototype-dashboard-answers-with-charts","t":"Prototype data dashboards that answer questions with charts and tables","s":"Open the dev-only gallery to see two dashboards over demo data, then adapt them to your own data.","w":"An analyst or developer who wants a chat answer that shows a chart and table over business data instead of a text summary.","o":"A working set of dashboard programs in the gallery, plus a clear path to swap the demo data tools for your own source.","c":"Software and DevOps","r":"thesysdev/open-intelligent-ui","rt":"Open Intelligent UI","rs":"thesysdev-open-intelligent-ui","u":"/use-cases/thesysdev-open-intelligent-ui/prototype-dashboard-answers-with-charts/","b":false,"f":false,"sc":0.9},{"id":"thesysdev-open-intelligent-ui--run-interactive-calculator-tools-locally","t":"Build interactive money tools, such as a loan or bill-split calculator","s":"Use the working-tool pattern with sliders, @Payment and @Allocate to build a calculator answer.","w":"A personal finance or product developer who wants a chat answer that is a calculator the user can adjust, not a static table.","o":"A chat answer with sliders that recalculate a payment schedule or a split that adds up to the cent, plus a copy button.","c":"Software and DevOps","r":"thesysdev/open-intelligent-ui","rt":"Open Intelligent UI","rs":"thesysdev-open-intelligent-ui","u":"/use-cases/thesysdev-open-intelligent-ui/run-interactive-calculator-tools-locally/","b":false,"f":false,"sc":0.8},{"id":"thesysdev-open-intelligent-ui--run-chat-app-on-local-ollama-model","t":"Run the chat app on a local model with Ollama and no API key","s":"Point the app at a local Ollama model so answers run on your own machine.","w":"A developer who wants to try or build the interactive chat without sending prompts to a hosted service.","o":"A chat at localhost:3000 that answers using a local Ollama model, with the context window set large enough for the prompt.","c":"Software and DevOps","r":"thesysdev/open-intelligent-ui","rt":"Open Intelligent UI","rs":"thesysdev-open-intelligent-ui","u":"/use-cases/thesysdev-open-intelligent-ui/run-chat-app-on-local-ollama-model/","b":false,"f":false,"sc":0.7},{"id":"thesysdev-openui--scaffold-genui-chat-app","t":"Scaffold a streaming generative UI chat app","s":"Create a ready-to-run app that streams OpenUI Lang output and renders it as live UI.","w":"A developer who wants a working generative UI chat app to start from, without wiring streaming and rendering by hand.","o":"A scaffolded app with OpenUI Lang support, library-driven prompts, and streaming UI updates that you can run and then extend.","c":"Software and DevOps","r":"thesysdev/openui","rt":"Openui","rs":"thesysdev-openui","u":"/use-cases/thesysdev-openui/scaffold-genui-chat-app/","b":true,"f":false,"sc":1.0},{"id":"thesysdev-openui--add-openui-rendering-to-react-app","t":"Add streamed OpenUI rendering to a React app","s":"Install the React runtime and prebuilt chat UI to render model output in an existing app.","w":"A React developer with an existing app who wants an assistant or copilot panel that shows structured UI from a model.","o":"Your React app renders OpenUI Lang output progressively using prebuilt chat layouts and component libraries.","c":"Software and DevOps","r":"thesysdev/openui","rt":"Openui","rs":"thesysdev-openui","u":"/use-cases/thesysdev-openui/add-openui-rendering-to-react-app/","b":false,"f":false,"sc":0.9},{"id":"thesysdev-openui--generate-prompts-on-backend-lang-core","t":"Generate model prompts from a component list on the server","s":"Use the framework-agnostic core to build system prompts on a backend or Edge function.","w":"A backend or platform engineer whose model calls run on a server or Edge runtime and who needs prompts that match an allowed component set.","o":"A server-side step that produces a system prompt from your component library, so model output stays within the components you register.","c":"Software and DevOps","r":"thesysdev/openui","rt":"Openui","rs":"thesysdev-openui","u":"/use-cases/thesysdev-openui/generate-prompts-on-backend-lang-core/","b":false,"f":false,"sc":0.8},{"id":"thesysdev-openui--stream-langchain-agent-into-openui","t":"Stream a LangChain agent's output as live UI","s":"Connect a LangChain or LangGraph agent to OpenUI through AG-UI for streamed UI responses.","w":"An AI engineer who already runs a LangChain or LangGraph agent and wants its answers shown as interactive UI in a chat app.","o":"An agent whose output streams through AG-UI as OpenUI Lang and renders as components in the client.","c":"Software and DevOps","r":"thesysdev/openui","rt":"Openui","rs":"thesysdev-openui","u":"/use-cases/thesysdev-openui/stream-langchain-agent-into-openui/","b":false,"f":false,"sc":0.7},{"id":"thesysdev-openui--render-openui-in-vue-svelte-or-angular","t":"Render streamed OpenUI in a Vue, Svelte, or Angular app","s":"Install the matching runtime to render OpenUI Lang output in a non-React front end.","w":"A front-end developer on Vue 3, Svelte 5, or Angular who wants model-driven UI without switching frameworks.","o":"A Vue, Svelte, or Angular app that defines model-renderable components and displays streamed OpenUI Lang as it arrives.","c":"Software and DevOps","r":"thesysdev/openui","rt":"Openui","rs":"thesysdev-openui","u":"/use-cases/thesysdev-openui/render-openui-in-vue-svelte-or-angular/","b":false,"f":false,"sc":0.6},{"id":"thinkflowlab-system1-agents--route-support-tickets-with-s1a","t":"Route support tickets to a queue in one call","s":"Send each ticket to one of five queues with a System 1 model and a probability.","w":"A support lead or ops engineer who gets a steady flow of tickets that must be sorted into logistics, payment, returns, account or human queues.","o":"Each ticket gets one queue choice with a probability and confidence, returned as a JSON object in about 400 ms.","c":"Software and DevOps","r":"ThinkFlowLab/system1-agents","rt":"System1 Agents","rs":"thinkflowlab-system1-agents","u":"/use-cases/thinkflowlab-system1-agents/route-support-tickets-with-s1a/","b":true,"f":false,"sc":1.0},{"id":"thinkflowlab-system1-agents--delegate-page-and-game-decisions-from-claude-code","t":"Hand single decisions to a System 1 agent from Claude Code","s":"Install the s1a skill so Claude Code or Codex sends one-off choices to a fast model.","w":"A developer who uses Claude Code or Codex daily and wants routine page, game or selection decisions to run faster and cheaper.","o":"The host agent decides when to delegate, runs the right `s1a` command, and reports the chosen option with its probability.","c":"Software and DevOps","r":"ThinkFlowLab/system1-agents","rt":"System1 Agents","rs":"thinkflowlab-system1-agents","u":"/use-cases/thinkflowlab-system1-agents/delegate-page-and-game-decisions-from-claude-code/","b":false,"f":false,"sc":0.9},{"id":"thinkflowlab-system1-agents--compare-jev-with-a-chat-model-on-blackjack","t":"Compare Jev and a chat model on the same agent","s":"Run one Blackjack agent with Jev and with the chat model, then compare score and time.","w":"A researcher or developer who wants to check the speed and cost claims for System 1 models on their own machine.","o":"Two job folders with scores per episode, one for each model, that can be compared side by side.","c":"Software and DevOps","r":"ThinkFlowLab/system1-agents","rt":"System1 Agents","rs":"thinkflowlab-system1-agents","u":"/use-cases/thinkflowlab-system1-agents/compare-jev-with-a-chat-model-on-blackjack/","b":false,"f":false,"sc":0.8},{"id":"thinkflowlab-system1-agents--build-a-system1-agent-for-a-new-task","t":"Build a new System 1 agent for your own task","s":"Use the builder skill to probe a task and write a System 1 agent module.","w":"An engineer with a repeated decision task in a browser, desktop, game or robot setting that no prebuilt agent covers.","o":"A new module under s1a/agents/ ending in a frozen SPEC, after the builder has probed the task with hand-written decisions.","c":"Software and DevOps","r":"ThinkFlowLab/system1-agents","rt":"System1 Agents","rs":"thinkflowlab-system1-agents","u":"/use-cases/thinkflowlab-system1-agents/build-a-system1-agent-for-a-new-task/","b":false,"f":false,"sc":0.7},{"id":"thinkoffapp-carwatch--ask-car-warning-light-offline","t":"Ask the car about a warning light with no internet","s":"Ask the car by voice what a warning light means; it answers from its own owner's manual.","w":"A driver with a Car Watch Pi in the car who sees the yellow tyre light while driving and has no phone signal.","o":"A spoken answer with a manual page citation and live tyre pressures, produced with the internet switched off.","c":"Personal productivity","r":"ThinkOffApp/CarWatch","rt":"Car Watch","rs":"thinkoffapp-carwatch","u":"/use-cases/thinkoffapp-carwatch/ask-car-warning-light-offline/","b":true,"f":false,"sc":1.0},{"id":"thinkoffapp-carwatch--car-posts-events-to-family-room","t":"Get engine and fault events posted to the family room","s":"The car posts engine reads and stored fault codes into a chat room when real events happen.","w":"A household that shares a chat room and wants to know about a car fault without someone checking the dashboard.","o":"Room messages with the event, the time and a plain-language explanation from the manual, posted only on real events.","c":"Personal productivity","r":"ThinkOffApp/CarWatch","rt":"Car Watch","rs":"thinkoffapp-carwatch","u":"/use-cases/thinkoffapp-carwatch/car-posts-events-to-family-room/","b":false,"f":false,"sc":0.9},{"id":"thinkoffapp-carwatch--pick-car-brain-by-measured-speed","t":"Pick the car's model by its measured speed on the Pi","s":"Compare each model's measured speed on the Pi, then swap the running model from your phone.","w":"An owner who wants quick answers to simple questions and the larger model for manual questions.","o":"The running model is chosen from the Model zone, based on speeds the Pi itself measured.","c":"Personal productivity","r":"ThinkOffApp/CarWatch","rt":"Car Watch","rs":"thinkoffapp-carwatch","u":"/use-cases/thinkoffapp-carwatch/pick-car-brain-by-measured-speed/","b":false,"f":false,"sc":0.8},{"id":"thinkoffapp-carwatch--lock-car-from-phone-after-alert","t":"Lock the car from your phone after an alert","s":"After the car reports an open window or unlocked door, lock it from your phone or watch.","w":"A car owner away from the car who gets a room alert about an open window or a door left unlocked.","o":"The car is locked from the phone or watch, and the room records the action.","c":"Personal productivity","r":"ThinkOffApp/CarWatch","rt":"Car Watch","rs":"thinkoffapp-carwatch","u":"/use-cases/thinkoffapp-carwatch/lock-car-from-phone-after-alert/","b":false,"f":false,"sc":0.7},{"id":"thinkwatchproject-thinkwatch-lite--connect-claude-code-once-switch-upstreams","t":"Connect Claude Code once, then switch upstreams in the gateway","s":"Point Claude Code or Codex at a local gateway once, then change providers without editing the client again.","w":"A developer who uses Claude Code or Codex and wants to change API keys, relays or models without reconfiguring each client every time.","o":"The client is connected to the local gateway a single time, and later upstream and model changes happen only inside the gateway.","c":"Software and DevOps","r":"ThinkWatchProject/ThinkWatch-Lite","rt":"Think Watch Lite","rs":"thinkwatchproject-thinkwatch-lite","u":"/use-cases/thinkwatchproject-thinkwatch-lite/connect-claude-code-once-switch-upstreams/","b":true,"f":false,"sc":1.0},{"id":"thinkwatchproject-thinkwatch-lite--hide-api-keys-from-relay-before-sending","t":"Hide API keys from a relay before requests leave your machine","s":"Replace secrets in requests with placeholders so a relay never receives the real key or private data.","w":"A user who sends AI requests through a third-party relay and does not want that relay to see API keys, private keys or personal identifiers.","o":"API keys, private keys, JWTs, connection-string passwords and similar values are swapped for placeholders before the request leaves the machine.","c":"Software and DevOps","r":"ThinkWatchProject/ThinkWatch-Lite","rt":"Think Watch Lite","rs":"thinkwatchproject-thinkwatch-lite","u":"/use-cases/thinkwatchproject-thinkwatch-lite/hide-api-keys-from-relay-before-sending/","b":false,"f":false,"sc":0.9},{"id":"thinkwatchproject-thinkwatch-lite--block-dangerous-tool-calls-from-relay-answers","t":"Cut off dangerous tool calls from a relay before the client runs them","s":"Stop answers that download code, read credentials or add startup items before Claude Code or Codex executes them.","w":"A developer who uses a relay or third-party model and wants a safety net against malicious tool calls inside its answers.","o":"Answers carrying the listed dangerous tool calls are cut off before the client can run them, and each rule can be set to its own action.","c":"Software and DevOps","r":"ThinkWatchProject/ThinkWatch-Lite","rt":"Think Watch Lite","rs":"thinkwatchproject-thinkwatch-lite","u":"/use-cases/thinkwatchproject-thinkwatch-lite/block-dangerous-tool-calls-from-relay-answers/","b":false,"f":false,"sc":0.8},{"id":"thinkwatchproject-thinkwatch-lite--compare-request-cost-and-route-across-upstreams","t":"Trace each request's cost and route, then replay it on another upstream","s":"See which upstream served a request, what it cost, and compare the answer with a replay on a different upstream.","w":"A user who runs the same model through several upstreams and wants to know which one is cheaper or more reliable.","o":"Each request shows the rule it matched, the upstreams it tried, format conversions and its cost, and a finished request can be replayed side by side on another upstream.","c":"Software and DevOps","r":"ThinkWatchProject/ThinkWatch-Lite","rt":"Think Watch Lite","rs":"thinkwatchproject-thinkwatch-lite","u":"/use-cases/thinkwatchproject-thinkwatch-lite/compare-request-cost-and-route-across-upstreams/","b":false,"f":false,"sc":0.7},{"id":"thuroi0787-absent-author--author-pre-submission-pass","t":"Check an AI-assisted paper before you sign it","s":"Run paper-author-pass to get questions only you can answer, a claim-evidence map, and verified references.","w":"An author finishing an AI-assisted paper who must own every claim before submission.","o":"A list of decision questions for you, a claim-evidence map, a change log, and three questions to answer before you sign.","c":"Research","r":"THUROI0787/absent-author","rt":"Absent Author","rs":"thuroi0787-absent-author","u":"/use-cases/thuroi0787-absent-author/author-pre-submission-pass/","b":true,"f":false,"sc":1.0},{"id":"thuroi0787-absent-author--reviewer-triage-suspicious-submission","t":"Grade a suspicious submission with evidence, not guesses","s":"Run paper-slop-screen to get W/R/Q grades, a quadrant, located findings, and a note to the AC.","w":"A reviewer or area chair facing a submission that looks like it was produced end to end by an agent with no human owner.","o":"W/R/Q grades, a quadrant placement, every finding with a location and quote, a substance-only review paragraph, and a note to the AC.","c":"Research","r":"THUROI0787/absent-author","rt":"Absent Author","rs":"thuroi0787-absent-author","u":"/use-cases/thuroi0787-absent-author/reviewer-triage-suspicious-submission/","b":false,"f":false,"sc":0.9},{"id":"thuroi0787-absent-author--lint-paper-for-surface-traces","t":"Scan a paper folder for AI-style surface traces","s":"Run slop_lint.py for counts of 28 surface traces, each with a file, line, and snippet.","w":"Anyone who wants a quick first pass over a draft or preprint before a deeper read.","o":"A markdown report of calibrated counts per check, with a band against human percentiles and a snippet for each hit.","c":"Research","r":"THUROI0787/absent-author","rt":"Absent Author","rs":"thuroi0787-absent-author","u":"/use-cases/thuroi0787-absent-author/lint-paper-for-surface-traces/","b":false,"f":false,"sc":0.8},{"id":"thuroi0787-absent-author--verify-references-numbers-and-pdf","t":"Check references, repeated numbers, and hidden PDF text","s":"Run three helper scripts that report candidates for references, numbers, and hidden text.","w":"An author or reviewer with a bibliography, a LaTeX source, and a PDF who needs the slow verification work done.","o":"Candidate lists for reference author checks, numbers stated with different values, and hidden or remapped text, each to be checked by a person.","c":"Research","r":"THUROI0787/absent-author","rt":"Absent Author","rs":"thuroi0787-absent-author","u":"/use-cases/thuroi0787-absent-author/verify-references-numbers-and-pdf/","b":false,"f":false,"sc":0.7},{"id":"tianyucodings-jevharness--draft-task-harness-in-claude-code","t":"Draft a task-specific harness in Claude Code","s":"Install the Jev Harness plugin and have Claude Code draft a Jev decision harness for your task.","w":"A developer on a support or operations team who needs incoming items routed to the right team and uses Claude Code.","o":"A clarified plan for your inputs, legal actions, examples, success criteria, and budget, ready for the authoring LLM to turn into a harness.","c":"Software and DevOps","r":"TianyuCodings/JevHarness","rt":"Jev Harness","rs":"tianyucodings-jevharness","u":"/use-cases/tianyucodings-jevharness/draft-task-harness-in-claude-code/","b":true,"f":false,"sc":1.0},{"id":"tianyucodings-jevharness--inspect-pokemon-archive-locally","t":"Inspect the Pokémon harness archive locally","s":"Run the bundled Pokémon example viewer to review decisions without making any model requests.","w":"A developer or researcher who wants to see how an evolved harness changed decisions before building one.","o":"A local viewer showing the archived run, the evolution tree, and complete decision records with synchronized Jev answers.","c":"Software and DevOps","r":"TianyuCodings/JevHarness","rt":"Jev Harness","rs":"tianyucodings-jevharness","u":"/use-cases/tianyucodings-jevharness/inspect-pokemon-archive-locally/","b":false,"f":false,"sc":0.9},{"id":"tianyucodings-jevharness--install-jev-harness-skill-in-codex","t":"Install the Jev Harness skill in Codex","s":"Add the jev-harness skill to Codex and use it to plan a harness for your task.","w":"An engineer who works in Codex and wants help designing a Jev decision harness.","o":"A working jev-harness skill in Codex that asks for task inputs, actions, examples, and success criteria before drafting the harness.","c":"Software and DevOps","r":"TianyuCodings/JevHarness","rt":"Jev Harness","rs":"tianyucodings-jevharness","u":"/use-cases/tianyucodings-jevharness/install-jev-harness-skill-in-codex/","b":false,"f":false,"sc":0.8},{"id":"tianyucodings-jevharness--optimize-harness-with-reliable-rewards","t":"Improve a harness with reliable rewards and reflection","s":"Use reward-based evaluation and GEPA reflection to evolve a harness from full execution traces.","w":"An engineer with a task that has a trusted reward signal and a training and evaluation split, who wants a harness improved from evidence.","o":"A selected harness chosen on the Eval set, with the run's ancestry, rejected proposals, and full decision traces kept for review.","c":"Software and DevOps","r":"TianyuCodings/JevHarness","rt":"Jev Harness","rs":"tianyucodings-jevharness","u":"/use-cases/tianyucodings-jevharness/optimize-harness-with-reliable-rewards/","b":false,"f":false,"sc":0.7},{"id":"tigerless-labs-agent-memory--share-decisions-between-claude-code-and-codex","t":"Share one memory of decisions across Claude Code and Codex","s":"Let Claude Code and Codex read and write the same store so past decisions carry into new sessions.","w":"A developer who runs both Claude Code and Codex on the same project and keeps re-explaining past choices to each one.","o":"Both agents answer from one store of decision memories, and each answer points to the file it came from.","c":"Software and DevOps","r":"tigerless-labs/agent-memory","rt":"Agent Memory","rs":"tigerless-labs-agent-memory","u":"/use-cases/tigerless-labs-agent-memory/share-decisions-between-claude-code-and-codex/","b":true,"f":false,"sc":1.0},{"id":"tigerless-labs-agent-memory--recover-why-a-past-decision-was-made","t":"Recover why a past decision was made and what it said then","s":"Pull the reasoning behind an old choice and check what the memory said on a given date.","w":"An engineer picking up a project after weeks away who needs the reason behind a design choice and whether it changed.","o":"The engineer gets the current memory, the outline of its file, and the version that was valid on the chosen date.","c":"Software and DevOps","r":"tigerless-labs/agent-memory","rt":"Agent Memory","rs":"tigerless-labs-agent-memory","u":"/use-cases/tigerless-labs-agent-memory/recover-why-a-past-decision-was-made/","b":false,"f":false,"sc":0.9},{"id":"tigerless-labs-agent-memory--correct-a-stale-memory-without-losing-history","t":"Correct a stale memory without losing its history","s":"Update or replace a wrong memory while keeping the old version for lookup.","w":"A developer who finds a memory that no longer matches the codebase and wants a clean fix that keeps an audit trail.","o":"The stale memory is replaced by a successor, the old file stays in the store, and recall returns the current version.","c":"Software and DevOps","r":"tigerless-labs/agent-memory","rt":"Agent Memory","rs":"tigerless-labs-agent-memory","u":"/use-cases/tigerless-labs-agent-memory/correct-a-stale-memory-without-losing-history/","b":false,"f":false,"sc":0.8},{"id":"tigerless-labs-agent-memory--rebuild-memory-index-from-plain-files","t":"Rebuild a broken memory index from the Markdown files","s":"Delete the rebuildable index cache and regenerate it without losing any memory.","w":"An engineer whose search results look wrong or stale after a crash or a copy of the store.","o":"The index is regenerated from the files, and recall works again with no memory lost.","c":"Software and DevOps","r":"tigerless-labs/agent-memory","rt":"Agent Memory","rs":"tigerless-labs-agent-memory","u":"/use-cases/tigerless-labs-agent-memory/rebuild-memory-index-from-plain-files/","b":false,"f":false,"sc":0.7},{"id":"tigerless-labs-agent-memory--review-overnight-consolidation-runs","t":"Review what the sleep-time pass changed and proposed","s":"Check the dream report and dream status to see what consolidation added, updated, or proposed to delete.","w":"A developer who lets Agent Memory consolidate in the background and wants to approve any deletions before they happen.","o":"The developer knows which memories moved, which deletions are waiting for confirmation, and what evidence supports each change.","c":"Software and DevOps","r":"tigerless-labs/agent-memory","rt":"Agent Memory","rs":"tigerless-labs-agent-memory","u":"/use-cases/tigerless-labs-agent-memory/review-overnight-consolidation-runs/","b":false,"f":false,"sc":0.6},{"id":"tigerless-labs-seo-ops--check-live-site-seo-foundation","t":"Check a live site's SEO foundation in one run","s":"Give the agent a URL and get a crawler's-eye pass/fail report on 26 structural SEO checks.","w":"A marketing or web lead who wants to know whether search engines and AI retrieval can fetch, read, and index a site, without access to its code.","o":"A pass/fail report with evidence for each of the 26 checks, based only on the live HTTP and HTML output of the site.","c":"Sales and marketing","r":"tigerless-labs/seo-ops","rt":"SEO Ops","rs":"tigerless-labs-seo-ops","u":"/use-cases/tigerless-labs-seo-ops/check-live-site-seo-foundation/","b":true,"f":false,"sc":1.0},{"id":"tigerless-labs-seo-ops--prioritize-seo-fixes-by-p0-p1-p2","t":"Turn red SEO items into a P0, P1, P2 fix list","s":"Have the agent explain each failed check and rank the fixes so the team knows what to do first.","w":"An SEO or web developer who received a failing report and needs a prioritized list for the next sprint.","o":"A ranked fix list grouped as P0, P1, and P2, with an explanation for each red item.","c":"Sales and marketing","r":"tigerless-labs/seo-ops","rt":"SEO Ops","rs":"tigerless-labs-seo-ops","u":"/use-cases/tigerless-labs-seo-ops/prioritize-seo-fixes-by-p0-p1-p2/","b":false,"f":false,"sc":0.9},{"id":"tigerless-labs-seo-ops--audit-framework-agnostic-site-before-launch","t":"Audit a site before launch, regardless of its framework","s":"Test a React, Vue, Next, WordPress, or static site with the same checks before it goes live.","w":"A developer or agency lead about to launch or migrate a site who wants an SEO check that does not depend on the framework.","o":"A framework-neutral pass/fail report on the staging or live URL, so the same checks run before and after a migration.","c":"Sales and marketing","r":"tigerless-labs/seo-ops","rt":"SEO Ops","rs":"tigerless-labs-seo-ops","u":"/use-cases/tigerless-labs-seo-ops/audit-framework-agnostic-site-before-launch/","b":false,"f":false,"sc":0.8},{"id":"tigerless-labs-seo-ops--brief-content-team-on-seo-inputs","t":"Brief the content team on the inputs SEO needs","s":"Use the T checklist to tell writers and designers which titles, descriptions, and alt text SEO depends on.","w":"A content or SEO manager who needs to hand off SEO requirements to a writing or design team before a new page set is produced.","o":"A short content brief that lists each input SEO needs, with the downstream checks each one feeds.","c":"Sales and marketing","r":"tigerless-labs/seo-ops","rt":"SEO Ops","rs":"tigerless-labs-seo-ops","u":"/use-cases/tigerless-labs-seo-ops/brief-content-team-on-seo-inputs/","b":false,"f":false,"sc":0.7},{"id":"timelovercc-mojito--self-host-daily-planner","t":"Host a private daily planner you own","s":"Run Mojito on your own server to get Today, plans, notes, feed and chat in one place.","w":"A solo professional who wants a planner on machines they control and is willing to self-host.","o":"A running hub with a Today page, two-week plans, notes, a feed and a chat, all on your own machines.","c":"Personal productivity","r":"TimeLovercc/mojito","rt":"Mojito","rs":"timelovercc-mojito","u":"/use-cases/timelovercc-mojito/self-host-daily-planner/","b":true,"f":false,"sc":1.0},{"id":"timelovercc-mojito--ship-app-change-from-chat","t":"Ask for an app change in chat and get it shipped","s":"Describe a small fix or feature in chat and let the Claude Code loop ship it to your devices.","w":"A self-hoster who finds a small annoyance in the planner and wants it fixed without writing code.","o":"A chat request becomes a triaged change that ships to the web app, phone or Mac with a summary of what changed.","c":"Personal productivity","r":"TimeLovercc/mojito","rt":"Mojito","rs":"timelovercc-mojito","u":"/use-cases/timelovercc-mojito/ship-app-change-from-chat/","b":false,"f":false,"sc":0.9},{"id":"timelovercc-mojito--daily-gmail-worth-reading-card","t":"Get a daily card of the mail worth reading","s":"Turn your Gmail inbox into one read-only card in your feed every morning.","w":"A busy person who wants the important email surfaced in the feed without opening the inbox.","o":"A daily feed card that lists the mail worth reading, built from a read-only Gmail connection.","c":"Personal productivity","r":"TimeLovercc/mojito","rt":"Mojito","rs":"timelovercc-mojito","u":"/use-cases/timelovercc-mojito/daily-gmail-worth-reading-card/","b":false,"f":false,"sc":0.8},{"id":"timelovercc-mojito--skip-one-calendar-occurrence","t":"Skip one Google Calendar event with Undo","s":"Ask in chat to remove a single recurring meeting from your Google Calendar.","w":"A professional with a recurring meeting that is off this week and who wants it removed without editing the whole series.","o":"Only the chosen occurrence is removed from Google Calendar, and you can undo the change in the app.","c":"Personal productivity","r":"TimeLovercc/mojito","rt":"Mojito","rs":"timelovercc-mojito","u":"/use-cases/timelovercc-mojito/skip-one-calendar-occurrence/","b":false,"f":false,"sc":0.7},{"id":"tokenrhythm-neohorse--serve-neohorse-1-as-local-agent-model","t":"Serve NeoHorse-1 locally for agent tool calls","s":"Host NeoHorse-1-4B on your own GPU with vLLM and send it chat requests from a local script.","w":"A developer building a text-based agent harness who needs a self-hosted model that supports tool use and coding tasks.","o":"A running local endpoint at http://127.0.0.1:8000 that answers chat requests under the served name neohorse-1-4B.","c":"Software and DevOps","r":"TokenRhythm/NeoHorse","rt":"Neo Horse","rs":"tokenrhythm-neohorse","u":"/use-cases/tokenrhythm-neohorse/serve-neohorse-1-as-local-agent-model/","b":true,"f":false,"sc":1.0},{"id":"tokenrhythm-neohorse--route-requests-with-neohorse-jev-decisions","t":"Route requests with NeoHorse-Jev structured decisions","s":"Use NeoHorse-Jev-4B to pick an action, check a condition, or assign a rating from app state.","w":"An application engineer whose workflow must choose between tools, branches, or request routes based on current state.","o":"Your app gets a structured decision with probabilities from Choice, Noul, or Score and uses it to route requests or select tools.","c":"Software and DevOps","r":"TokenRhythm/NeoHorse","rt":"Neo Horse","rs":"tokenrhythm-neohorse","u":"/use-cases/tokenrhythm-neohorse/route-requests-with-neohorse-jev-decisions/","b":false,"f":false,"sc":0.9},{"id":"tokenrhythm-neohorse--run-quantized-neohorse-1-on-small-hardware","t":"Run a quantized NeoHorse-1 on your own hardware","s":"Download a GGUF or MLX build of NeoHorse-1 that uses less memory than BF16 weights.","w":"A developer or hobbyist with a laptop or modest GPU who wants to try NeoHorse-1 without a large server.","o":"A smaller NeoHorse-1 checkpoint running on local hardware, with the quantization level chosen to fit memory limits.","c":"Software and DevOps","r":"TokenRhythm/NeoHorse","rt":"Neo Horse","rs":"tokenrhythm-neohorse","u":"/use-cases/tokenrhythm-neohorse/run-quantized-neohorse-1-on-small-hardware/","b":false,"f":false,"sc":0.8},{"id":"tokenrhythm-neohorse--rerun-neohorse-1-eval-sampling-protocol","t":"Rerun NeoHorse-1 with the reported sampling settings","s":"Serve a NeoHorse-1 checkpoint with the exact SGLang settings listed for the technical report.","w":"A researcher or evaluator who wants to check NeoHorse-1 numbers against the reported protocol before comparing it with other models.","o":"A local SGLang server that matches the reported protocol settings, ready for your own benchmark runs.","c":"Software and DevOps","r":"TokenRhythm/NeoHorse","rt":"Neo Horse","rs":"tokenrhythm-neohorse","u":"/use-cases/tokenrhythm-neohorse/rerun-neohorse-1-eval-sampling-protocol/","b":false,"f":false,"sc":0.7},{"id":"tony3liu-eido--investigate-bug-and-review-fix","t":"Investigate a bug and review a proposed fix","s":"Have Eido's agent explain a bug, propose a small fix, and suggest a check before you accept it.","w":"A developer on an Apple Silicon Mac who hits a bug in code they did not write and needs a reviewed fix.","o":"A stated cause, a small set of proposed changes reviewed file by file, and a verification step before anything is kept.","c":"Software and DevOps","r":"tony3liu/eido","rt":"Eido","rs":"tony3liu-eido","u":"/use-cases/tony3liu-eido/investigate-bug-and-review-fix/","b":true,"f":false,"sc":1.0},{"id":"tony3liu-eido--resume-interrupted-task-with-context","t":"Resume an interrupted coding task with its context","s":"Return to an earlier Eido task with its conversation and review context intact.","w":"A developer who paused a multi-step change and needs to pick it up again without re-explaining the work.","o":"The earlier conversation and review context are back on screen, and the work continues from where it stopped.","c":"Software and DevOps","r":"tony3liu/eido","rt":"Eido","rs":"tony3liu-eido","u":"/use-cases/tony3liu-eido/resume-interrupted-task-with-context/","b":false,"f":false,"sc":0.9},{"id":"tony3liu-eido--inspect-web-page-while-coding","t":"Ask the agent to inspect a web page beside your code","s":"Have Eido's agent check how a page behaves while you work on the code behind it.","w":"A web developer who needs to see how a page renders or behaves while editing the project that serves it.","o":"A written report from the agent on the page you named, with the related code open in the same workspace.","c":"Software and DevOps","r":"tony3liu/eido","rt":"Eido","rs":"tony3liu-eido","u":"/use-cases/tony3liu-eido/inspect-web-page-while-coding/","b":false,"f":false,"sc":0.8},{"id":"toolclub-dsh-agent-team-gui--run-full-stack-delivery-team","t":"Run a planner, engineer, and reviewer team on a small task","s":"Import the example recipe and have three team members build and test a small app in a scratch project.","w":"A developer who wants to see a planner, implementer, and reviewer work together on a real coding task before building their own team.","o":"A tested small project, plus a Run Center record of the plan, each member's output, the review, and actual Token coverage.","c":"Software and DevOps","r":"toolclub/dsh-agent-team-gui","rt":"DSH Agent Team Gui","rs":"toolclub-dsh-agent-team-gui","u":"/use-cases/toolclub-dsh-agent-team-gui/run-full-stack-delivery-team/","b":true,"f":false,"sc":1.0},{"id":"toolclub-dsh-agent-team-gui--reuse-team-across-projects","t":"Save a team once and reuse it across projects","s":"Define a planner, implementer, and reviewer with their own models, then select the team per conversation or per project.","w":"A developer who repeats the same multi-step workflow across several repos and wants one saved team instead of a new dispatch each time.","o":"A named team in Settings → Teams that you can attach to any project or conversation with the Team, Solo, or Inherited modes.","c":"Software and DevOps","r":"toolclub/dsh-agent-team-gui","rt":"DSH Agent Team Gui","rs":"toolclub-dsh-agent-team-gui","u":"/use-cases/toolclub-dsh-agent-team-gui/reuse-team-across-projects/","b":false,"f":false,"sc":0.9},{"id":"toolclub-dsh-agent-team-gui--audit-team-token-usage","t":"Check how many Tokens a multi-agent run used","s":"Read per-run Token buckets and coverage status in Run Center for planner, member, review, and repair usage.","w":"A developer or team lead who needs to know how much model usage a multi-agent task consumed before running similar work again.","o":"A per-run and per-attempt breakdown of uncached input, cache read, cache write, and output Tokens, with coverage marked full, partial, or unavailable.","c":"Software and DevOps","r":"toolclub/dsh-agent-team-gui","rt":"DSH Agent Team Gui","rs":"toolclub-dsh-agent-team-gui","u":"/use-cases/toolclub-dsh-agent-team-gui/audit-team-token-usage/","b":false,"f":false,"sc":0.8},{"id":"toolclub-dsh-agent-team-gui--run-long-task-in-background-with-review","t":"Run a long task in the background with a review gate","s":"Start a long team task that keeps running in the Run Center, with a reviewer and up to two repair rounds.","w":"A developer starting a large refactor or documentation pass who does not want to keep the chat open while it runs.","o":"A background run that stays visible in Run Center, passes through a named reviewer, and can be cancelled or retried if it stops.","c":"Software and DevOps","r":"toolclub/dsh-agent-team-gui","rt":"DSH Agent Team Gui","rs":"toolclub-dsh-agent-team-gui","u":"/use-cases/toolclub-dsh-agent-team-gui/run-long-task-in-background-with-review/","b":false,"f":false,"sc":0.7},{"id":"tornikegomareli-talkify--dictate-into-any-mac-app-with-fn","t":"Dictate text into any Mac app by holding fn","s":"Install Talkify and dictate on-device by holding fn, speaking, and releasing.","w":"A writer or office worker on a Mac who types a lot and wants to get words onto the page faster without sending audio to a service.","o":"Words spoken while holding fn appear as text in the app you are using, with recognition done on the Mac.","c":"Personal productivity","r":"tornikegomareli/Talkify","rt":"Talkify","rs":"tornikegomareli-talkify","u":"/use-cases/tornikegomareli-talkify/dictate-into-any-mac-app-with-fn/","b":true,"f":false,"sc":1.0},{"id":"tornikegomareli-talkify--transcribe-audio-or-video-file-by-dragging-to-notch","t":"Transcribe an audio or video file by dragging it to the notch","s":"Drop a recording on the notch to get a transcript saved next to the source file.","w":"A person with a meeting recording, interview or voice memo who needs the words as text without uploading it anywhere.","o":"A .txt transcript of the file, saved next to the source or in a chosen folder, produced on the Mac.","c":"Personal productivity","r":"tornikegomareli/Talkify","rt":"Talkify","rs":"tornikegomareli-talkify","u":"/use-cases/tornikegomareli-talkify/transcribe-audio-or-video-file-by-dragging-to-notch/","b":false,"f":false,"sc":0.9},{"id":"tornikegomareli-talkify--dictate-and-translate-into-a-second-language","t":"Dictate in English and insert Spanish text by holding right ⌘","s":"Speak in one language and insert the translation on-device with one shortcut.","w":"A bilingual professional who writes emails or documents in a second language and wants to speak their first language and get translated text.","o":"Speech in your language is translated and inserted in the target language, using Apple's Translation framework on the Mac.","c":"Personal productivity","r":"tornikegomareli/Talkify","rt":"Talkify","rs":"tornikegomareli-talkify","u":"/use-cases/tornikegomareli-talkify/dictate-and-translate-into-a-second-language/","b":false,"f":false,"sc":0.8},{"id":"tornikegomareli-talkify--build-and-test-talkify-from-source","t":"Build and test Talkify from source with xcodebuild","s":"Clone the repo, build the app headless, and run the test suite the way CI does.","w":"A developer or contributor who wants to change Talkify or check that a local build passes its tests before opening a pull request.","o":"A debug build of Talkify and a test run result, with the same commands CI uses.","c":"Personal productivity","r":"tornikegomareli/Talkify","rt":"Talkify","rs":"tornikegomareli-talkify","u":"/use-cases/tornikegomareli-talkify/build-and-test-talkify-from-source/","b":false,"f":false,"sc":0.7},{"id":"totec448-spec-chat-on-steroids--let-chatgpt-edit-and-test-a-local-project","t":"Let ChatGPT edit and test a local project","s":"Give ChatGPT approved folder access so it reads files, edits code and runs tests with real tool results.","w":"A developer with a local codebase who wants ChatGPT to make changes and check them without copy-pasting code into chat.","o":"ChatGPT edits files in a folder you chose and reports the actual test results it received from your machine.","c":"Software and DevOps","r":"totec448-spec/chat-on-steroids","rt":"Chat on Steroids","rs":"totec448-spec-chat-on-steroids","u":"/use-cases/totec448-spec-chat-on-steroids/let-chatgpt-edit-and-test-a-local-project/","b":true,"f":false,"sc":1.0},{"id":"totec448-spec-chat-on-steroids--split-independent-jobs-across-workers","t":"Split independent jobs across parallel workers","s":"Send separate jobs to CoS workers at once and bring their results back into one ChatGPT conversation.","w":"A developer or team lead with several independent tasks, such as reviewing modules or updating docs, who wants them handled in parallel.","o":"Independent jobs run across workers, each keeping its own context, and their results return to the main chat for review.","c":"Software and DevOps","r":"totec448-spec/chat-on-steroids","rt":"Chat on Steroids","rs":"totec448-spec-chat-on-steroids","u":"/use-cases/totec448-spec-chat-on-steroids/split-independent-jobs-across-workers/","b":false,"f":false,"sc":0.9},{"id":"totec448-spec-chat-on-steroids--keep-a-long-task-on-track-across-chats","t":"Keep a long task on track across fresh chats","s":"Use Goal, Loop and Compact & Resume to keep unfinished work moving and carry it into a new chat.","w":"A user running a multi-step task, such as a long refactor or research pass, that outgrows one chat session.","o":"Unfinished work stays tracked toward the goal, and the session and worker history continue in a fresh chat.","c":"Software and DevOps","r":"totec448-spec/chat-on-steroids","rt":"Chat on Steroids","rs":"totec448-spec-chat-on-steroids","u":"/use-cases/totec448-spec-chat-on-steroids/keep-a-long-task-on-track-across-chats/","b":false,"f":false,"sc":0.8},{"id":"transkatgirl-vibeclaude--feel-claude-code-events-on-device","t":"Feel Claude Code turn events through a vibration device","s":"Install the plugin, pick a device in Intiface Central, and feel Claude Code's activity as it runs.","w":"A Claude Code user with a vibration-capable Intiface device who wants physical feedback while a long coding session runs.","o":"Claude Code events play on the selected device, with intensity set to a level you choose.","c":"Games and hobbies","r":"transkatgirl/vibeclaude","rt":"Vibeclaude","rs":"transkatgirl-vibeclaude","u":"/use-cases/transkatgirl-vibeclaude/feel-claude-code-events-on-device/","b":true,"f":false,"sc":1.0},{"id":"transkatgirl-vibeclaude--signal-permission-prompts-by-feel","t":"Get a physical cue when Claude Code needs approval","s":"Feel a repeating pattern while a permission prompt waits, so you can step away from the screen.","w":"A developer who lets Claude Code work in the background and needs to know when it is waiting for a permission answer.","o":"A repeating three-pulse pattern plays on the device while a permission prompt waits, and stops when the tool finishes, fails, or you reject it.","c":"Games and hobbies","r":"transkatgirl/vibeclaude","rt":"Vibeclaude","rs":"transkatgirl-vibeclaude","u":"/use-cases/transkatgirl-vibeclaude/signal-permission-prompts-by-feel/","b":false,"f":false,"sc":0.9},{"id":"transkatgirl-vibeclaude--test-vibration-engine-without-hardware","t":"Test the vibration engine with a mock controller","s":"Run a fake Intiface Central server and the test suite to check the daemon without any device.","w":"A developer who wants to change or debug the plugin's daemon but has no vibration device on hand.","o":"A mock Intiface server prints the motor level it would have sent, and the test suite runs against it.","c":"Games and hobbies","r":"transkatgirl/vibeclaude","rt":"Vibeclaude","rs":"transkatgirl-vibeclaude","u":"/use-cases/transkatgirl-vibeclaude/test-vibration-engine-without-hardware/","b":false,"f":false,"sc":0.8},{"id":"trentorch-trentorch--build-ml-framework-from-numpy","t":"Build a working ML framework from raw NumPy modules","s":"Work through 20 CLI modules that rebuild tensors, autograd, optimizers, and transformers.","w":"A developer who uses PyTorch daily but wants to understand what loss.backward() actually does, and has a terminal and an afternoon.","o":"The learner has a local trentorch package built from their own solutions and has run the first module.","c":"Research","r":"TrenTorch/TrenTorch","rt":"Tren Torch","rs":"trentorch-trentorch","u":"/use-cases/trentorch-trentorch/build-ml-framework-from-numpy/","b":true,"f":false,"sc":1.0},{"id":"trentorch-trentorch--practice-ml-coding-questions-in-browser","t":"Solve ML coding questions in the browser with instant grading","s":"Answer topic-based ML questions in Pyodide with no local install and get graded instantly.","w":"A learner or interviewer prep candidate who wants to practice ML coding on any device without setting up Python.","o":"The user has submitted at least one question and seen it graded in the browser, with a Problem of the Day attempt if they choose.","c":"Research","r":"TrenTorch/TrenTorch","rt":"Tren Torch","rs":"trentorch-trentorch","u":"/use-cases/trentorch-trentorch/practice-ml-coding-questions-in-browser/","b":false,"f":false,"sc":0.9},{"id":"trentorch-trentorch--run-web-question-checks-before-contributing","t":"Run the web question checks locally before a pull request","s":"Install the web app and run the Pyodide check that tests every reference solution.","w":"A contributor who has been assigned an issue and needs to confirm their question changes pass CI before opening a pull request.","o":"The contributor has run the Pyodide check locally and knows whether all reference solutions still pass.","c":"Research","r":"TrenTorch/TrenTorch","rt":"Tren Torch","rs":"trentorch-trentorch","u":"/use-cases/trentorch-trentorch/run-web-question-checks-before-contributing/","b":false,"f":false,"sc":0.8},{"id":"truefoundry-trueforge--run-local-agent-chat","t":"Run a local agent chat with your own models and tools","s":"Start TrueForge on one machine and chat with an agent that uses MCP tools and skills.","w":"A developer who wants to try an agent on their own machine before deciding on a team setup.","o":"A working local agent chat connected to a chosen model, with MCP tools and skills available to the agent.","c":"Software and DevOps","r":"truefoundry/trueforge","rt":"Trueforge","rs":"truefoundry-trueforge","u":"/use-cases/truefoundry-trueforge/run-local-agent-chat/","b":true,"f":false,"sc":1.0},{"id":"truefoundry-trueforge--automate-agent-sessions-with-sdk","t":"Script agent sessions with the TrueForge TypeScript SDK","s":"Drive agent sessions and turns from your own TypeScript code using the HTTP API and SDK.","w":"A developer who wants to call an agent from a script, service, or pipeline instead of the chat UI.","o":"A script that creates a session, sends turns, reads events, and produces a result that can be inspected later in Sessions.","c":"Software and DevOps","r":"truefoundry/trueforge","rt":"Trueforge","rs":"truefoundry-trueforge","u":"/use-cases/truefoundry-trueforge/automate-agent-sessions-with-sdk/","b":false,"f":false,"sc":0.9},{"id":"truefoundry-trueforge--schedule-saved-agent-runs","t":"Run a saved agent on a schedule and review each session","s":"Save an agent once, run it on a recurring cadence without you present, and audit each run.","w":"An operations or support engineer who needs the same agent task to run repeatedly, such as a daily check.","o":"A saved agent that runs on a schedule, with each run's turns, tool calls, subagents, tokens, and timing available for review.","c":"Software and DevOps","r":"truefoundry/trueforge","rt":"Trueforge","rs":"truefoundry-trueforge","u":"/use-cases/truefoundry-trueforge/schedule-saved-agent-runs/","b":false,"f":false,"sc":0.8},{"id":"truefoundry-trueforge--deploy-hosted-team-harness","t":"Deploy a shared hosted harness for a team","s":"Run TrueForge in hosted mode with Postgres and Redis so a team shares one agent setup.","w":"A platform engineer who must give several teammates the same models, tools, and sandbox behind a login.","o":"A hosted TrueForge deployment with shared catalogs, optional OIDC login, and a sandbox available to agents.","c":"Software and DevOps","r":"truefoundry/trueforge","rt":"Trueforge","rs":"truefoundry-trueforge","u":"/use-cases/truefoundry-trueforge/deploy-hosted-team-harness/","b":false,"f":false,"sc":0.7},{"id":"truespar-sentio--give-agent-own-email-inbox","t":"Give an agent its own email inbox and webhook feed","s":"Run Sentio locally, confirm it is healthy, and follow the walkthrough to give one agent a real inbox.","w":"A developer building an AI agent that must receive customer email threads, act on them, and reply as itself.","o":"One Sentio instance runs, and the agent receives inbound mail as webhooks and replies in-thread over REST.","c":"Software and DevOps","r":"truespar/sentio","rt":"Sentio","rs":"truespar-sentio","u":"/use-cases/truespar-sentio/give-agent-own-email-inbox/","b":true,"f":false,"sc":1.0},{"id":"truespar-sentio--run-multi-tenant-email-for-customers","t":"Host isolated email for each customer on one deployment","s":"Stand up one Sentio deployment and mint separate tenants and API keys for each customer.","w":"A platform team running an agentic product or selling email as a feature, where each customer needs its own domains and inboxes.","o":"Each customer has its own tenant with isolated domains, mailboxes, API keys, rate limits and suppression lists on one deployment.","c":"Software and DevOps","r":"truespar/sentio","rt":"Sentio","rs":"truespar-sentio","u":"/use-cases/truespar-sentio/run-multi-tenant-email-for-customers/","b":false,"f":false,"sc":0.9},{"id":"truespar-sentio--let-coding-agent-use-email-via-mcp","t":"Let a coding agent send and read email through MCP tools","s":"Connect the sentio-mcp server so an agent can call email actions as native tools.","w":"A developer using an AI coding or assistant agent that needs to send status mail or read replies during a task.","o":"The agent sees email actions as native MCP tools and can send or read mail through a running Sentio instance.","c":"Software and DevOps","r":"truespar/sentio","rt":"Sentio","rs":"truespar-sentio","u":"/use-cases/truespar-sentio/let-coding-agent-use-email-via-mcp/","b":false,"f":false,"sc":0.8},{"id":"truespar-sentio--run-receiving-mx-for-own-domain","t":"Run a real mail server that receives mail for your domain","s":"Install Sentio without Docker and run it as a systemd service on port 25.","w":"A systems engineer who wants agents to receive mail on a domain they control and needs direct MX delivery.","o":"Sentio runs as a systemd service accepting SMTP on ports 25, 465 and 587 and the REST API on port 8080.","c":"Software and DevOps","r":"truespar/sentio","rt":"Sentio","rs":"truespar-sentio","u":"/use-cases/truespar-sentio/run-receiving-mx-for-own-domain/","b":false,"f":false,"sc":0.7},{"id":"trycompai-crm--run-comp-crm-locally-with-seed-data","t":"Run the CRM locally with a sample pipeline","s":"Clone the repo, start Postgres in Docker, and open a seeded CRM on your own machine.","w":"A developer or sales ops lead who wants to see how the CRM and its agent behave before deploying anything.","o":"The app runs on localhost:3000 with a believable pipeline loaded, and the API runs on localhost:3001.","c":"Sales and marketing","r":"trycompai/crm","rt":"CRM","rs":"trycompai-crm","u":"/use-cases/trycompai-crm/run-comp-crm-locally-with-seed-data/","b":true,"f":false,"sc":1.0},{"id":"trycompai-crm--let-agent-enrich-contacts-from-crm-history","t":"Have an agent fill contact gaps from your own email threads","s":"Run the research agent so it reads your CRM's threads, meetings and signature blocks and records strong facts.","w":"A sales rep or RevOps lead with many contacts that have missing job titles or companies after email and meetings have already happened.","o":"The agent records facts it can support from CRM history, and weak evidence appears as suggestions for a person to settle.","c":"Sales and marketing","r":"trycompai/crm","rt":"CRM","rs":"trycompai-crm","u":"/use-cases/trycompai-crm/let-agent-enrich-contacts-from-crm-history/","b":false,"f":false,"sc":0.9},{"id":"trycompai-crm--research-a-prospect-company-with-context-data","t":"Pull brand data and a LinkedIn profile into a prospect record","s":"Add a Context key in Settings → General so accounts show real logos, names and LinkedIn roles.","w":"An account executive preparing for a first call who wants a company and person to look right in the CRM before they meet.","o":"The company shows its real name, logo, colours and industry, and a contact with a LinkedIn URL on record gets a verified name, title and employer history.","c":"Sales and marketing","r":"trycompai/crm","rt":"CRM","rs":"trycompai-crm","u":"/use-cases/trycompai-crm/research-a-prospect-company-with-context-data/","b":false,"f":false,"sc":0.8},{"id":"trycompai-crm--review-agent-steps-and-decisions-on-a-deal","t":"Audit what the agent did on a deal before you trust it","s":"Open the Agent tab on a deal to see each step, discarded leads and open questions.","w":"A sales manager reviewing a pipeline that an agent has been updating on its own schedule.","o":"The manager can see each step, why leads were dropped, and answer any question the agent could not settle.","c":"Sales and marketing","r":"trycompai/crm","rt":"CRM","rs":"trycompai-crm","u":"/use-cases/trycompai-crm/review-agent-steps-and-decisions-on-a-deal/","b":false,"f":false,"sc":0.7},{"id":"tshemsedinov-reslop--review-agent-changes-and-run-repair-plan","t":"Review AI-written changes and run a repair plan in an agent","s":"Mark up uncommitted AI changes in Reslop, save the review as a plan, then let a local agent work through it.","w":"A developer whose AI coding agent just changed several files in a local repo and who needs to check the diff before accepting it.","o":"A saved review in .plan/ with checkboxes that an agent works through, plus a list of what was fixed and what remains.","c":"Software and DevOps","r":"tshemsedinov/reslop","rt":"Reslop","rs":"tshemsedinov-reslop","u":"/use-cases/tshemsedinov-reslop/review-agent-changes-and-run-repair-plan/","b":true,"f":false,"sc":1.0},{"id":"tshemsedinov-reslop--review-github-pr-or-gitlab-mr-locally","t":"Review a GitHub PR or GitLab MR in a local terminal view","s":"Open a pull or merge request in Reslop to read its changes and leave findings before you merge.","w":"A reviewer who has a PR or MR to check and prefers to read the diff and write findings in the terminal.","o":"The PR or MR diff open in Reslop, with your findings written to the local plan.","c":"Software and DevOps","r":"tshemsedinov/reslop","rt":"Reslop","rs":"tshemsedinov-reslop","u":"/use-cases/tshemsedinov-reslop/review-github-pr-or-gitlab-mr-locally/","b":false,"f":false,"sc":0.9},{"id":"tshemsedinov-reslop--import-github-issues-into-local-backlog","t":"Import all GitHub issues into a local task backlog","s":"Pull a repository's issues into Reslop tasks so they sit next to the review plan.","w":"A maintainer who wants open GitHub or GitLab issues visible in the same place as local review work.","o":"Issues imported as tasks and into the local plan, ready to be ordered and sent to an agent.","c":"Software and DevOps","r":"tshemsedinov/reslop","rt":"Reslop","rs":"tshemsedinov-reslop","u":"/use-cases/tshemsedinov-reslop/import-github-issues-into-local-backlog/","b":false,"f":false,"sc":0.8},{"id":"tshemsedinov-reslop--cut-test-and-lint-output-for-agents","t":"Shorten test and lint output so an agent reads only failures","s":"Wrap npm test and lint commands with Reslop so agents get failures and a short summary, not passing noise.","w":"A developer who runs tests and lint through an AI agent and finds long passing output wastes context and hides the real errors.","o":"A Markdown report of failures and diagnostics, with the raw log saved next to it for the agent to read when needed.","c":"Software and DevOps","r":"tshemsedinov/reslop","rt":"Reslop","rs":"tshemsedinov-reslop","u":"/use-cases/tshemsedinov-reslop/cut-test-and-lint-output-for-agents/","b":false,"f":false,"sc":0.7},{"id":"tshemsedinov-reslop--review-one-file-in-editor-mode","t":"Review one file's full history of changes in file-scope mode","s":"Open a single file in Reslop to review it outside the diff, with editor mode.","w":"A developer who wants to check one file an AI agent rewrote, not only the lines that changed.","o":"The whole file open for review with findings written to the local plan.","c":"Software and DevOps","r":"tshemsedinov/reslop","rt":"Reslop","rs":"tshemsedinov-reslop","u":"/use-cases/tshemsedinov-reslop/review-one-file-in-editor-mode/","b":false,"f":false,"sc":0.6},{"id":"tt-a1i-simplify-codebase--audit-repo-for-safe-simplifications","t":"Audit a whole repo for safe simplification candidates","s":"Get a ranked list of simplification candidates with proof records, counterexamples and blind spots, with no file changes.","w":"A maintainer of a large existing codebase who suspects duplicated state, orphaned abstractions or dead compatibility paths and wants a read-only review first.","o":"A read-only Survey report that covers the repo, lists ranked candidates with evidence for each, and names the open questions and the next evidence needed.","c":"Software and DevOps","r":"tt-a1i/simplify-codebase","rt":"Simplify Codebase","rs":"tt-a1i-simplify-codebase","u":"/use-cases/tt-a1i-simplify-codebase/audit-repo-for-safe-simplifications/","b":true,"f":false,"sc":1.0},{"id":"tt-a1i-simplify-codebase--investigate-readiness-flags-duplication","t":"Decide if readiness flags are duplicate state","s":"Check whether several readiness flags express distinct lifecycle guarantees or just repeat the same state.","w":"An engineer who finds several overlapping readiness or status flags in one subsystem and wants to know whether they can be merged.","o":"A focused Survey answer that says whether each flag guards a different guarantee, with the consumers and lifecycle owners that justify the answer.","c":"Software and DevOps","r":"tt-a1i/simplify-codebase","rt":"Simplify Codebase","rs":"tt-a1i-simplify-codebase","u":"/use-cases/tt-a1i-simplify-codebase/investigate-readiness-flags-duplication/","b":false,"f":false,"sc":0.9},{"id":"tt-a1i-simplify-codebase--review-simplification-pr-findings","t":"Review and merge simplification findings from a PR","s":"Check simplification suggestions from a pull request or another agent, keeping the evidence and dropping the rest.","w":"A reviewer who receives simplification suggestions from a pull request, another branch or another agent and needs to verify them before acting.","o":"A consolidated list of findings where each kept item has evidence, and weak items are rejected with a stated reason.","c":"Software and DevOps","r":"tt-a1i/simplify-codebase","rt":"Simplify Codebase","rs":"tt-a1i-simplify-codebase","u":"/use-cases/tt-a1i-simplify-codebase/review-simplification-pr-findings/","b":false,"f":false,"sc":0.8},{"id":"tt-a1i-simplify-codebase--render-cleanup-map-visual-report","t":"Generate an interactive Cleanup Map from an audit","s":"Turn a confirmed audit into a desktop HTML map with linked findings and evidence drawers.","w":"A team lead who wants to show a simplification audit visually, where the topology spans several components, states or consumers.","o":"A validated interactive HTML Cleanup Map with Finding deep links, placed alongside the text report, which stays the authoritative result.","c":"Software and DevOps","r":"tt-a1i/simplify-codebase","rt":"Simplify Codebase","rs":"tt-a1i-simplify-codebase","u":"/use-cases/tt-a1i-simplify-codebase/render-cleanup-map-visual-report/","b":false,"f":false,"sc":0.7},{"id":"tudoumashu-ai-memory-skillpack--set-up-bounded-repo-memory-codex","t":"Give Codex a durable, size-capped memory of your repo","s":"Install the memory pack so Codex keeps a one-page project card and handoff per repo.","w":"A developer who uses Codex CLI on a repo and is tired of re-explaining the project at the start of every session.","o":"Codex reads a small HOT snapshot (project card and handoff) and searches WARM sections with rg, while most of docs/ai/ stays unread.","c":"Software and DevOps","r":"tudoumashu/ai-memory-skillpack","rt":"AI Memory Skillpack","rs":"tudoumashu-ai-memory-skillpack","u":"/use-cases/tudoumashu-ai-memory-skillpack/set-up-bounded-repo-memory-codex/","b":true,"f":false,"sc":1.0},{"id":"tudoumashu-ai-memory-skillpack--resume-repo-in-fresh-session","t":"Resume a repo in a new session from one handoff page","s":"Start a new Codex or Claude Code session from the repo's handoff instead of old chat logs.","w":"An engineer picking up a repo after a few days away, or handing work to a new agent session that has no prior context.","o":"The new session loads the project card and handoff, then uses rg to pull only the WARM section it needs, such as the runbook or gotchas.","c":"Software and DevOps","r":"tudoumashu/ai-memory-skillpack","rt":"AI Memory Skillpack","rs":"tudoumashu-ai-memory-skillpack","u":"/use-cases/tudoumashu-ai-memory-skillpack/resume-repo-in-fresh-session/","b":false,"f":false,"sc":0.9},{"id":"tudoumashu-ai-memory-skillpack--verify-pack-before-installing","t":"Check pack integrity and tests before trusting an install","s":"Run the hash check and coach test suite to confirm the pack has not been altered.","w":"A maintainer or security-minded developer who wants proof a copied or updated memory pack matches its published hashes before it runs on a machine.","o":"A clear pass or fail from the hash check and regression tests, with failures stopping the install.","c":"Software and DevOps","r":"tudoumashu/ai-memory-skillpack","rt":"AI Memory Skillpack","rs":"tudoumashu-ai-memory-skillpack","u":"/use-cases/tudoumashu-ai-memory-skillpack/verify-pack-before-installing/","b":false,"f":false,"sc":0.8},{"id":"tudoumashu-ai-memory-skillpack--upgrade-memory-keep-your-edits","t":"Upgrade an older memory install and keep your own edits","s":"Move a machine to a newer pack while receipt hashes protect edited files.","w":"A developer or team lead with an older pack already installed on a machine who needs the newer version without losing local changes.","o":"Files the pack did not change are updated, edited files are kept and reported, and the old pack is archived rather than destroyed.","c":"Software and DevOps","r":"tudoumashu/ai-memory-skillpack","rt":"AI Memory Skillpack","rs":"tudoumashu-ai-memory-skillpack","u":"/use-cases/tudoumashu-ai-memory-skillpack/upgrade-memory-keep-your-edits/","b":false,"f":false,"sc":0.7},{"id":"tudoumashu-ai-memory-skillpack--share-skills-codex-claude-one-source","t":"Use one skill source for both Codex and Claude Code","s":"Keep one copy of the memory skills and point Claude Code at it with symlinks.","w":"A developer who runs both Codex CLI and Claude Code on the same machine and does not want two forked copies of the same memory rules.","o":"Codex holds the real files and Claude Code reads the same skills through symlinks, with per-harness rule sections kept separate.","c":"Software and DevOps","r":"tudoumashu/ai-memory-skillpack","rt":"AI Memory Skillpack","rs":"tudoumashu-ai-memory-skillpack","u":"/use-cases/tudoumashu-ai-memory-skillpack/share-skills-codex-claude-one-source/","b":false,"f":false,"sc":0.6},{"id":"tugrawork-creator-saas-motion-kit--audit-storyboard-for-repeats","t":"Catch repeated effects in a promo storyboard","s":"Run the variety audit on a storyboard to flag repeated transitions, entrances and eases before you build.","w":"A motion designer or marketer who has a draft storyboard for a software promo and wants to confirm it does not repeat effects.","o":"A list of repeated transitions, entrances, eases, directions and uniform shot lengths, plus any missing surprise, so you can fix or mark them as deliberate motifs before the build.","c":"Content","r":"tugrawork-creator/saas-motion-kit","rt":"Saas Motion Kit","rs":"tugrawork-creator-saas-motion-kit","u":"/use-cases/tugrawork-creator-saas-motion-kit/audit-storyboard-for-repeats/","b":true,"f":false,"sc":1.0},{"id":"tugrawork-creator-saas-motion-kit--shortlist-theme-for-tone","t":"Pick a visual theme for a tone and audience","s":"Get a shortlist of gallery themes that fit a tone and audience, skipping recent ones.","w":"A marketer or designer starting a new software promo who has a tone in mind and wants a distinct look.","o":"A shortlist of gallery themes that match your tone and audience, with themes from your last five films left out.","c":"Content","r":"tugrawork-creator/saas-motion-kit","rt":"Saas Motion Kit","rs":"tugrawork-creator-saas-motion-kit","u":"/use-cases/tugrawork-creator-saas-motion-kit/shortlist-theme-for-tone/","b":false,"f":false,"sc":0.9},{"id":"tugrawork-creator-saas-motion-kit--break-down-reference-film","t":"Break a reference film into shots and rhythm notes","s":"Turn a video you admire into a shot list, rhythm stats and a contact sheet to learn its grammar.","w":"A creative lead who wants to learn the pacing and cut structure of a launch film they admire before writing their own storyboard.","o":"Shot breakdown, cuts per 10 seconds, shot lengths, a contact sheet and a draft ledger, filed under the git-ignored .references/ folder with a credit header.","c":"Content","r":"tugrawork-creator/saas-motion-kit","rt":"Saas Motion Kit","rs":"tugrawork-creator-saas-motion-kit","u":"/use-cases/tugrawork-creator-saas-motion-kit/break-down-reference-film/","b":false,"f":false,"sc":0.8},{"id":"tugrawork-creator-saas-motion-kit--run-variety-audit-in-ci","t":"Fail pull requests that repeat storyboard effects","s":"Set up the variety audit GitHub Action so every storyboard is checked on push and pull request.","w":"A team that keeps promo storyboards in a shared repo and wants repeats caught before review.","o":"A check that runs on each push and pull request and fails when a storyboard repeats itself or a ref: has no credited row.","c":"Content","r":"tugrawork-creator/saas-motion-kit","rt":"Saas Motion Kit","rs":"tugrawork-creator-saas-motion-kit","u":"/use-cases/tugrawork-creator-saas-motion-kit/run-variety-audit-in-ci/","b":false,"f":false,"sc":0.7},{"id":"typellm-typellm--extract-receipt-fields-as-typed-data","t":"Extract typed fields from receipts into structured data","s":"Turn receipt text or images into merchant, total, expense type and reimbursable flags as typed values.","w":"An finance or operations analyst who must turn many receipts into rows for expense reports and needs every field in the right type.","o":"Each receipt returns a dict with a string merchant, a float total, one enum expense type, and a boolean reimbursable value, ready to load.","c":"Work and operations","r":"TypeLLM/TypeLLM","rt":"Type LLM","rs":"typellm-typellm","u":"/use-cases/typellm-typellm/extract-receipt-fields-as-typed-data/","b":true,"f":false,"sc":1.0},{"id":"typellm-typellm--route-support-tickets-to-a-team","t":"Route support tickets to the right team with fixed choices","s":"Assign each incoming ticket to one team from a fixed list, with a description for each choice.","w":"A support lead whose tickets arrive unsorted and who needs each one assigned to billing, technical, shipping or another queue without invented team names.","o":"Each ticket gets exactly one queue value from the list you define, so the routing step only sees valid teams.","c":"Work and operations","r":"TypeLLM/TypeLLM","rt":"Type LLM","rs":"typellm-typellm","u":"/use-cases/typellm-typellm/route-support-tickets-to-a-team/","b":false,"f":false,"sc":0.9},{"id":"typellm-typellm--extract-line-items-from-documents","t":"Pull every line item from a document into a typed list","s":"Return a variable-length array of typed objects, such as one object per invoice line.","w":"A data engineer who must load invoices or order forms where the number of line items changes from document to document.","o":"One call returns a list where each item is a dict with the fields you defined, one item per line in the document.","c":"Work and operations","r":"TypeLLM/TypeLLM","rt":"Type LLM","rs":"typellm-typellm","u":"/use-cases/typellm-typellm/extract-line-items-from-documents/","b":false,"f":false,"sc":0.8},{"id":"typellm-typellm--run-typed-extraction-on-your-own-gpu","t":"Run typed extraction on your own GPU to keep data in-house","s":"Serve Qwen3.8-27B with SGLang and point Type LLM at it so documents never leave your server.","w":"A team that cannot send internal documents to a hosted API and already has a GPU server.","o":"Type LLM sends the same typed requests to a local SGLang endpoint and returns typed results from your own model.","c":"Work and operations","r":"TypeLLM/TypeLLM","rt":"Type LLM","rs":"typellm-typellm","u":"/use-cases/typellm-typellm/run-typed-extraction-on-your-own-gpu/","b":false,"f":false,"sc":0.7},{"id":"uditakhourii-cdaf--stop-agents-rewatching-footage","t":"Stop coding agents from re-watching the same footage","s":"Install the CDAF skill and generate sidecars so Claude Code reads text instead of video.","w":"A developer using Claude Code on a video project who sees the agent re-analyze the same clips every session.","o":"Each clip gets one .cdaf sidecar, and later agent sessions check its hash and read the text description first.","c":"Software and DevOps","r":"UditAkhourii/cdaf","rt":"Cdaf","rs":"uditakhourii-cdaf","u":"/use-cases/uditakhourii-cdaf/stop-agents-rewatching-footage/","b":true,"f":false,"sc":1.0},{"id":"uditakhourii-cdaf--find-b-roll-clips-by-description","t":"Find b-roll clips in a library by plain-text search","s":"Generate sidecars once, then grep .cdaf files to pick cut candidates by description.","w":"A video editor or agentic editing tool team choosing clips from a large footage library for a new edit.","o":"A text search over sidecar files returns candidate clips, and their segment timestamps map to cut points.","c":"Software and DevOps","r":"UditAkhourii/cdaf","rt":"Cdaf","rs":"uditakhourii-cdaf","u":"/use-cases/uditakhourii-cdaf/find-b-roll-clips-by-description/","b":false,"f":false,"sc":0.9},{"id":"uditakhourii-cdaf--gate-video-pipelines-on-fresh-sidecars","t":"Gate a build or pipeline on fresh video sidecars","s":"Use Cdaf validate as an exit-code check so stale descriptions never reach downstream steps.","w":"A DevOps or CI engineer whose pipeline feeds video files to AI agents and needs to reject outdated descriptions.","o":"The pipeline stops on any video whose sidecar is missing or stale, and continues only when all sidecars are fresh.","c":"Software and DevOps","r":"UditAkhourii/cdaf","rt":"Cdaf","rs":"uditakhourii-cdaf","u":"/use-cases/uditakhourii-cdaf/gate-video-pipelines-on-fresh-sidecars/","b":false,"f":false,"sc":0.8},{"id":"uditakhourii-cdaf--reproduce-sidecar-vs-direct-benchmark","t":"Reproduce the sidecar vs direct video benchmark","s":"Run the repo's synthetic benchmark to check the token and accuracy numbers yourself.","w":"A researcher or engineer who wants to verify the accuracy and token claims before adopting the format.","o":"You get a RESULTS.md report comparing direct video answers with sidecar answers on the same questions.","c":"Software and DevOps","r":"UditAkhourii/cdaf","rt":"Cdaf","rs":"uditakhourii-cdaf","u":"/use-cases/uditakhourii-cdaf/reproduce-sidecar-vs-direct-benchmark/","b":false,"f":false,"sc":0.7},{"id":"uditakhourii-neuroarxiv--check-arxiv-before-new-architecture","t":"Check arXiv prior art before designing a new architecture","s":"Have Claude Code pull real arXiv papers and return one cited design path before any code is written.","w":"A software engineer in Claude Code about to design a new caching, queueing, or consensus component who wants to avoid rebuilding a known solution.","o":"A single recommended approach from real arXiv papers, with citations, a first step, a named risk, and pitfalls drawn from the limitations of every paper read.","c":"Software and DevOps","r":"UditAkhourii/neuroarxiv","rt":"Neuroarxiv","rs":"uditakhourii-neuroarxiv","u":"/use-cases/uditakhourii-neuroarxiv/check-arxiv-before-new-architecture/","b":true,"f":false,"sc":1.0},{"id":"uditakhourii-neuroarxiv--codex-design-review-with-prior-art","t":"Review a planned design in Codex against arXiv prior art","s":"Install NeuroArxiv for Codex CLI and have it check a planned system design before implementation.","w":"A developer using Codex CLI who is about to implement a new distributed or algorithmic component and wants a prior-art check first.","o":"Codex returns a grounded recommendation with a risk statement and a list of documented pitfalls to design around before coding starts.","c":"Software and DevOps","r":"UditAkhourii/neuroarxiv","rt":"Neuroarxiv","rs":"uditakhourii-neuroarxiv","u":"/use-cases/uditakhourii-neuroarxiv/codex-design-review-with-prior-art/","b":false,"f":false,"sc":0.9},{"id":"uditakhourii-neuroarxiv--terminal-prior-art-brief-for-a-hard-problem","t":"Get a cited algorithm brief from the terminal","s":"Run the Neuroarxiv CLI on a hard problem and read one recommended approach with citations.","w":"An engineer or researcher working in a terminal who needs a quick, cited starting point for a tricky algorithm or systems problem.","o":"A short brief with one committed recommendation, the reasons other paths lost, a first step, and a named risk, all tied to real papers.","c":"Software and DevOps","r":"UditAkhourii/neuroarxiv","rt":"Neuroarxiv","rs":"uditakhourii-neuroarxiv","u":"/use-cases/uditakhourii-neuroarxiv/terminal-prior-art-brief-for-a-hard-problem/","b":false,"f":false,"sc":0.8},{"id":"uditakhourii-quicksilver--shortlist-files-by-concern","t":"Shortlist the files that handle a concern before Claude reads them","s":"Ask Jev which files in a big repo match a condition, then give Claude only those paths.","w":"A developer or security reviewer working in a large repo who needs every file that touches auth, sessions, or another concern.","o":"Claude gets a short list of matching file paths with borderline items marked, and the benchmark's codebase discovery task reached 100% F1 with 91% fewer Claude tokens.","c":"Software and DevOps","r":"UditAkhourii/quicksilver","rt":"Quicksilver","rs":"uditakhourii-quicksilver","u":"/use-cases/uditakhourii-quicksilver/shortlist-files-by-concern/","b":true,"f":false,"sc":1.0},{"id":"uditakhourii-quicksilver--triage-long-log-for-failures","t":"Find the real failures in a long log without reading every line","s":"Have Jev mark which log lines report a failure, then pass Claude the collapsed result.","w":"An engineer or on-call agent facing a log file with thousands of lines who needs the real errors fast.","o":"Claude receives the failing lines with repeated patterns collapsed into line-number ranges; the benchmark's noisy service log task reached 100% F1 with 95% fewer Claude tokens.","c":"Software and DevOps","r":"UditAkhourii/quicksilver","rt":"Quicksilver","rs":"uditakhourii-quicksilver","u":"/use-cases/uditakhourii-quicksilver/triage-long-log-for-failures/","b":false,"f":false,"sc":0.9},{"id":"uditakhourii-quicksilver--route-bulk-items-by-label","t":"Sort a batch of tickets or issues into labels in one pass","s":"Send a JSONL file of items to Jev with a closed label set and get back id lists per label.","w":"A support lead or maintainer with a backlog of tickets or issues who needs each item assigned to one category.","o":"Items come back as id lists per label; on the Banking77 intent routing task the benchmark reached 99% accuracy against Claude's 100% with 82% fewer Claude tokens, in about 6 seconds instead of 60.","c":"Software and DevOps","r":"UditAkhourii/quicksilver","rt":"Quicksilver","rs":"uditakhourii-quicksilver","u":"/use-cases/uditakhourii-quicksilver/route-bulk-items-by-label/","b":false,"f":false,"sc":0.8},{"id":"uditakhourii-quicksilver--locate-where-feature-lives","t":"Find where a feature lives in a large codebase or file","s":"Rank files by relevance to a question, or find the lines in a huge file that match it.","w":"A developer joining an unfamiliar codebase or a large module who needs to find the code behind a feature.","o":"Claude gets the top ranked files or matching line numbers; the benchmark's where-is-X task hit the right answer in the top 3 for 10 of 10 questions with 91% fewer Claude tokens.","c":"Software and DevOps","r":"UditAkhourii/quicksilver","rt":"Quicksilver","rs":"uditakhourii-quicksilver","u":"/use-cases/uditakhourii-quicksilver/locate-where-feature-lives/","b":false,"f":false,"sc":0.7},{"id":"ueboxai-uebox--drive-unreal-editor-from-external-agent","t":"Let Codex or Claude Code edit an Unreal project via MCP","s":"Connect an external coding agent to a running Unreal Editor so it can call engine tools.","w":"An Unreal developer who already uses Codex, Claude Code, or Cursor and wants that agent to change levels, Blueprints, or C++ in the open project.","o":"The external agent reads and writes engine assets through UE Box tools, and UE Box lists every new, changed, or deleted item for the round.","c":"Software and DevOps","r":"ueboxai/uebox","rt":"Uebox","rs":"ueboxai-uebox","u":"/use-cases/ueboxai-uebox/drive-unreal-editor-from-external-agent/","b":true,"f":false,"sc":1.0},{"id":"ueboxai-uebox--ask-questions-about-unreal-level","t":"Ask an AI chat questions about an Unreal level","s":"Use the built-in chat to query a level, such as counting lights, without writing code.","w":"A level designer or artist who needs a quick count or check of what is in a level, and has an AI model key ready.","o":"The chat answers questions about the open level using engine tools, and the user sees each tool call that produced the answer.","c":"Software and DevOps","r":"ueboxai/uebox","rt":"Uebox","rs":"ueboxai-uebox","u":"/use-cases/ueboxai-uebox/ask-questions-about-unreal-level/","b":false,"f":false,"sc":0.9},{"id":"ueboxai-uebox--fix-blueprint-and-cpp-compile-errors","t":"Fix Blueprint and C++ compile errors with a goal checklist","s":"Run goal mode to repair compile errors and verify each requirement in the project.","w":"A gameplay programmer or Blueprint developer who has a list of requirements and a project that will not compile cleanly.","o":"UE Box repairs compile errors, runs the game to check logs and screenshots, and keeps working until each checklist item passes.","c":"Software and DevOps","r":"ueboxai/uebox","rt":"Uebox","rs":"ueboxai-uebox","u":"/use-cases/ueboxai-uebox/fix-blueprint-and-cpp-compile-errors/","b":false,"f":false,"sc":0.8},{"id":"ueboxai-uebox--run-uebox-checks-from-script-or-ci","t":"Call UE Box tools from a script or CI job","s":"Use the Uebox command line to ask a question or call one engine tool from automation.","w":"A build or tools engineer who wants a scripted, repeatable check on an Unreal project, such as a nightly report.","o":"A script gets an answer or a tool result from the open project, and the default read-only mode keeps the project unchanged.","c":"Software and DevOps","r":"ueboxai/uebox","rt":"Uebox","rs":"ueboxai-uebox","u":"/use-cases/ueboxai-uebox/run-uebox-checks-from-script-or-ci/","b":false,"f":false,"sc":0.7},{"id":"ufo-ai-ufo-core--self-host-team-agent-on-one-machine","t":"Run a shared team agent server on one machine","s":"Install UFO on SQLite and local files so a small team can chat with agents on its own hardware.","w":"A developer or IT admin at a small team who wants agents for the team without sending work through a hosted service.","o":"A running UFO server on localhost where the admin is the workspace owner and a terminal client can send work to an agent.","c":"Software and DevOps","r":"ufo-ai/ufo-core","rt":"Ufo Core","rs":"ufo-ai-ufo-core","u":"/use-cases/ufo-ai-ufo-core/self-host-team-agent-on-one-machine/","b":true,"f":false,"sc":1.0},{"id":"ufo-ai-ufo-core--hand-coding-task-to-hosted-sandbox","t":"Hand a task to an agent in a hosted sandbox","s":"Give an agent a task from the terminal that keeps running in a sandbox after the client exits.","w":"A developer who wants an agent to do a longer task, such as a repo change, without tying up a laptop.","o":"An agent working in the workspace sandbox, with the turn continuing after ufo exits and the result readable later with --resume.","c":"Software and DevOps","r":"ufo-ai/ufo-core","rt":"Ufo Core","rs":"ufo-ai-ufo-core","u":"/use-cases/ufo-ai-ufo-core/hand-coding-task-to-hosted-sandbox/","b":false,"f":false,"sc":0.9},{"id":"ufo-ai-ufo-core--run-team-server-on-postgres","t":"Move a team UFO server onto Postgres","s":"Point the server at a local Postgres database before creating the workspace.","w":"An ops engineer setting up a UFO server for several users who need a database that is not SQLite.","o":"A UFO server reading and writing a Postgres database named ufo, with the workspace created in that database.","c":"Software and DevOps","r":"ufo-ai/ufo-core","rt":"Ufo Core","rs":"ufo-ai-ufo-core","u":"/use-cases/ufo-ai-ufo-core/run-team-server-on-postgres/","b":false,"f":false,"sc":0.8},{"id":"ufo-ai-ufo-core--publish-agent-built-site-on-subdomain","t":"Serve an agent-built site on a local subdomain","s":"Run the ingress so sites that agents build are reachable on ufo.localhost subdomains.","w":"A developer who wants agents to build small web pages or internal tools and preview them in a browser.","o":"A site served on a subdomain of http://ufo.localhost:8100 that the developer can open in a browser.","c":"Software and DevOps","r":"ufo-ai/ufo-core","rt":"Ufo Core","rs":"ufo-ai-ufo-core","u":"/use-cases/ufo-ai-ufo-core/publish-agent-built-site-on-subdomain/","b":false,"f":false,"sc":0.7},{"id":"ufo-ai-ufo-core--inspect-agent-turns-in-debugger","t":"Read agent turns and memory in a browser debugger","s":"Open turns, steps, transcripts, and memory in a browser to see what an agent did.","w":"A developer or team lead who needs to check why an agent took an action before trusting its work.","o":"A browser view of a workspace's turns, steps, transcripts, and memory for review.","c":"Software and DevOps","r":"ufo-ai/ufo-core","rt":"Ufo Core","rs":"ufo-ai-ufo-core","u":"/use-cases/ufo-ai-ufo-core/inspect-agent-turns-in-debugger/","b":false,"f":false,"sc":0.6},{"id":"ukanwat-overtime--keep-ci-and-dependency-prs-green","t":"Keep CI and dependency PRs green while you work","s":"A repo-keeper agent watches CI and dependency PRs, fixes what breaks, and asks before anything ships.","w":"A developer or maintainer whose repo gets failing CI runs and dependency update PRs between their own work sessions.","o":"An agent that keeps its own schedule, fixes breakages it can handle, and leaves a question with options and a recommendation before merging anything that ships.","c":"Software and DevOps","r":"ukanwat/overtime","rt":"Overtime","rs":"ukanwat-overtime","u":"/use-cases/ukanwat-overtime/keep-ci-and-dependency-prs-green/","b":true,"f":false,"sc":1.0},{"id":"ukanwat-overtime--review-every-pr-as-it-opens","t":"Review each PR as it opens, worst findings first","s":"A reviewer agent reads each new PR, splits large ones across helpers, and lists findings worst first.","w":"A team lead or solo maintainer who wants a first-pass review on every new pull request without waiting for a human reviewer.","o":"A reviewer agent that wakes when a PR opens and leaves findings ordered from most to least serious, with large diffs split across helper agents.","c":"Software and DevOps","r":"ukanwat/overtime","rt":"Overtime","rs":"ukanwat-overtime","u":"/use-cases/ukanwat-overtime/review-every-pr-as-it-opens/","b":false,"f":false,"sc":0.9},{"id":"ukanwat-overtime--on-call-watch-that-wakes-on-alerts","t":"Wake an on-call agent the moment logs or metrics spike","s":"A watch on your logs or metrics wakes an agent within seconds to find the cause and fix or roll back.","w":"An engineer on call for a service who wants a first responder that is awake even when they are not.","o":"An agent that wakes on a watch, investigates the cause, rolls back or fixes it, and writes a postmortem for you to review.","c":"Software and DevOps","r":"ukanwat/overtime","rt":"Overtime","rs":"ukanwat-overtime","u":"/use-cases/ukanwat-overtime/on-call-watch-that-wakes-on-alerts/","b":false,"f":false,"sc":0.8},{"id":"ukanwat-overtime--scheduled-research-digest-with-sources","t":"Get a sourced research digest on a schedule","s":"A research agent reads papers, docs or competitors on a schedule and reports only when something matters.","w":"A product, research or strategy person who needs to track a field, docs or competitors without reading every update.","o":"A research agent that runs on its own schedule, reads what you point it at, and reports with sources only when something is worth knowing.","c":"Software and DevOps","r":"ukanwat/overtime","rt":"Overtime","rs":"ukanwat-overtime","u":"/use-cases/ukanwat-overtime/scheduled-research-digest-with-sources/","b":false,"f":false,"sc":0.7},{"id":"ukanwat-overtime--monthly-money-close-from-exports","t":"Close each month's spending from exported statements","s":"A money agent reads the statements you export, checks spending against budget, and flags unused subscriptions.","w":"A household or freelancer who exports statements each month and wants the spending review done without a spreadsheet session.","o":"A monthly close showing spending against your budget and a list of subscriptions you no longer use, based only on the files you export.","c":"Software and DevOps","r":"ukanwat/overtime","rt":"Overtime","rs":"ukanwat-overtime","u":"/use-cases/ukanwat-overtime/monthly-money-close-from-exports/","b":false,"f":false,"sc":0.6},{"id":"undefined-ui-second-brain-os--build-self-linking-wiki-from-saved-articles","t":"Turn saved articles into a self-linking wiki","s":"Copy the starter vault, clip an article, and let the agent file it into linked wiki pages.","w":"A researcher or engineer who saves articles and videos all week and never rereads them, and wants them filed and linked without manual work.","o":"A local vault of markdown files where each clipped source becomes linked wiki pages that update existing pages instead of piling up beside them.","c":"Research","r":"undefined-ui/second-brain-os","rt":"Second Brain OS","rs":"undefined-ui-second-brain-os","u":"/use-cases/undefined-ui-second-brain-os/build-self-linking-wiki-from-saved-articles/","b":true,"f":false,"sc":1.0},{"id":"undefined-ui-second-brain-os--run-one-project-through-inputs-process-outputs","t":"Run a project through an Inputs, Process, Outputs pipeline","s":"Give one project its own CLAUDE.md and a four-stage folder pipeline the agent follows.","w":"A writer, engineer or student who is about to ship one piece of work and wants the agent to use the vault's notes while doing it.","o":"A scoped project folder with its own CLAUDE.md and Inputs, Process, Outputs and Feedback stages that draws on the wiki and feeds results back into it.","c":"Research","r":"undefined-ui/second-brain-os","rt":"Second Brain OS","rs":"undefined-ui-second-brain-os","u":"/use-cases/undefined-ui-second-brain-os/run-one-project-through-inputs-process-outputs/","b":false,"f":false,"sc":0.9},{"id":"undefined-ui-second-brain-os--audit-agent-context-with-course-plugin","t":"Audit an agent setup with the agents course plugin","s":"Install the course's Claude Code plugin in two commands and run its context auditor.","w":"A developer building a Claude Code agent who suspects the context it loads is bloated or badly ordered and wants a checklist-based review.","o":"The course plugin installed in Claude Code, with its context auditor run against your repo to produce a review of what the agent sees.","c":"Research","r":"undefined-ui/second-brain-os","rt":"Second Brain OS","rs":"undefined-ui-second-brain-os","u":"/use-cases/undefined-ui-second-brain-os/audit-agent-context-with-course-plugin/","b":false,"f":false,"sc":0.8},{"id":"undefined-ui-second-brain-os--connect-live-calendar-email-chat-to-vault","t":"Feed live calendar, email and chat into the vault","s":"Follow the live-data guide to let the agent read your calendar, email and chat.","w":"A knowledge worker who wants the vault to know what is on their schedule and in their inbox, not only what they clipped.","o":"A vault that can read live calendar, email and chat sources through the setup described in the live-data guide.","c":"Research","r":"undefined-ui/second-brain-os","rt":"Second Brain OS","rs":"undefined-ui-second-brain-os","u":"/use-cases/undefined-ui-second-brain-os/connect-live-calendar-email-chat-to-vault/","b":false,"f":false,"sc":0.7},{"id":"unreallabsai-unreal-agent--run-async-agent-cloud-runner","t":"Run async agent tasks on the cloud runner","s":"Submit tasks to the cloud agent runner with unique input IDs so redelivered work is not repeated.","w":"A developer or platform engineer who needs an agent to process tasks in the background without a person watching each step.","o":"Tasks run through the cloud agent runner, and each input is recorded in the session history with a stable ID.","c":"Software and DevOps","r":"unreallabsai/unreal-agent","rt":"Unreal Agent","rs":"unreallabsai-unreal-agent","u":"/use-cases/unreallabsai-unreal-agent/run-async-agent-cloud-runner/","b":true,"f":false,"sc":1.0},{"id":"unreallabsai-unreal-agent--use-agent-in-terminal-tui","t":"Run a coding agent from the terminal TUI","s":"Start the cozy TUI and give the agent a local task that uses Bash or image viewing.","w":"A developer who wants to try the agent interactively in a terminal before wiring it into anything bigger.","o":"A working terminal session where the agent uses its built-in tools and the history can be reviewed.","c":"Software and DevOps","r":"unreallabsai/unreal-agent","rt":"Unreal Agent","rs":"unreallabsai-unreal-agent","u":"/use-cases/unreallabsai-unreal-agent/use-agent-in-terminal-tui/","b":false,"f":false,"sc":0.9},{"id":"unreallabsai-unreal-agent--build-custom-agent-on-harness","t":"Build a custom agent tool on the harness library","s":"Write a tool with a schema and translator that turns model tool calls into async operations.","w":"A Go engineer building an in-house agent that needs its own tools, such as a ticket lookup or a file workflow.","o":"A custom tool registered with the harness, where translators validate calls and produce operations that run asynchronously.","c":"Software and DevOps","r":"unreallabsai/unreal-agent","rt":"Unreal Agent","rs":"unreallabsai-unreal-agent","u":"/use-cases/unreallabsai-unreal-agent/build-custom-agent-on-harness/","b":false,"f":false,"sc":0.8},{"id":"unreallabsai-unreal-agent--run-agent-tools-in-remote-sandbox","t":"Run agent tools inside a remote sandbox","s":"Send serialized operations from a proxy operations manager to a local manager inside a remote sandbox.","w":"A platform engineer who wants agent tool execution isolated from the host machine and run in a remote sandbox.","o":"Tool operations execute in the remote sandbox and their results return to the agent as model results.","c":"Software and DevOps","r":"unreallabsai/unreal-agent","rt":"Unreal Agent","rs":"unreallabsai-unreal-agent","u":"/use-cases/unreallabsai-unreal-agent/run-agent-tools-in-remote-sandbox/","b":false,"f":false,"sc":0.7},{"id":"unstablebuild-rune--open-remote-projects-from-laptop","t":"Open projects from a home machine on your laptop","s":"Run a headless Rune node on a dev machine and open its mounted projects from any other Rune instance.","w":"A developer whose code lives on a workstation or dev pod at home or in the office, who wants to keep working from a laptop with the same workspace.","o":"Your projects open in Rune on your laptop through the Rune network, served by a headless node on the dev machine.","c":"Software and DevOps","r":"unstablebuild/rune","rt":"Rune","rs":"unstablebuild-rune","u":"/use-cases/unstablebuild-rune/open-remote-projects-from-laptop/","b":true,"f":false,"sc":1.0},{"id":"unstablebuild-rune--install-rune-on-mac-or-linux","t":"Install the Rune IDE on macOS or Linux","s":"Install the latest Rune release with one command, or with Homebrew, and let it update itself.","w":"A developer on macOS or Linux who wants to try Rune as a desktop IDE and terminal multiplexer without building it.","o":"Rune is installed and ready for your first steps from the getting started guide.","c":"Software and DevOps","r":"unstablebuild/rune","rt":"Rune","rs":"unstablebuild-rune","u":"/use-cases/unstablebuild-rune/install-rune-on-mac-or-linux/","b":false,"f":false,"sc":0.9},{"id":"unstablebuild-rune--add-community-extension-from-git","t":"Add a community extension from a Git repository","s":"Install a Rune extension straight from a GitHub repo to add themes or other features.","w":"A Rune user who wants a feature or theme that is not built in and found a community extension in a Git repository.","o":"The extension is installed into Rune from its Git repository and ready to use.","c":"Software and DevOps","r":"unstablebuild/rune","rt":"Rune","rs":"unstablebuild-rune","u":"/use-cases/unstablebuild-rune/add-community-extension-from-git/","b":false,"f":false,"sc":0.8},{"id":"unstablebuild-rune--build-rune-from-source-to-test-changes","t":"Build Rune from source to test code changes","s":"Clone the repo, run Rune from source, and compile all executables to test your own changes.","w":"A contributor or Go developer who wants to modify Rune or check a fix before it ships in a release.","o":"Rune runs from your local source tree and the executables compile into ./bin.","c":"Software and DevOps","r":"unstablebuild/rune","rt":"Rune","rs":"unstablebuild-rune","u":"/use-cases/unstablebuild-rune/build-rune-from-source-to-test-changes/","b":false,"f":false,"sc":0.7},{"id":"useagenthq-useagent--hand-off-code-change-get-pull-request","t":"Hand off a code fix and get a pull request back","s":"Send a bug or feature request from the web app and receive a pull request from an isolated agent workspace.","w":"A developer or tech lead with a backlog item in one of their GitHub repositories and no time to do the change themselves.","o":"An agent works in its own cloud workspace on the repository, and you review a pull request and the files it produced.","c":"Software and DevOps","r":"useagenthq/useagent","rt":"Useagent","rs":"useagenthq-useagent","u":"/use-cases/useagenthq-useagent/hand-off-code-change-get-pull-request/","b":true,"f":false,"sc":1.0},{"id":"useagenthq-useagent--self-host-agent-workspace-on-own-server","t":"Self-host the agent workspace on your own Linux server","s":"Run UseAgent on your own Linux host so code, prompts and files stay where you put them.","w":"A platform or compliance-minded team that must keep code, prompts and agent output on infrastructure it controls.","o":"A UseAgent instance on your own server, with Postgres holding the run log and sandboxes on hardware you choose.","c":"Software and DevOps","r":"useagenthq/useagent","rt":"Useagent","rs":"useagenthq-useagent","u":"/use-cases/useagenthq-useagent/self-host-agent-workspace-on-own-server/","b":false,"f":false,"sc":0.9},{"id":"useagenthq-useagent--run-research-or-spreadsheet-task-free-model","t":"Run a research report or spreadsheet with a free model","s":"Ask an agent for research, a website or a spreadsheet from the web app and keep the files it makes.","w":"An analyst, marketer or operations lead who needs a research summary or spreadsheet built from the web and needs no coding.","o":"A thread that browses the web, produces a report or spreadsheet, and lets you download the files it created.","c":"Software and DevOps","r":"useagenthq/useagent","rt":"Useagent","rs":"useagenthq-useagent","u":"/use-cases/useagenthq-useagent/run-research-or-spreadsheet-task-free-model/","b":false,"f":false,"sc":0.8},{"id":"useagenthq-useagent--schedule-recurring-agent-task","t":"Schedule a recurring agent task and review its history","s":"Set up a task that runs on a schedule and check each run's history without starting it by hand.","w":"A team lead who needs the same report or repository check run every week without anyone remembering to start it.","o":"A scheduled task that runs on its own, with a history you can inspect and an option to run it immediately.","c":"Software and DevOps","r":"useagenthq/useagent","rt":"Useagent","rs":"useagenthq-useagent","u":"/use-cases/useagenthq-useagent/schedule-recurring-agent-task/","b":false,"f":false,"sc":0.7},{"id":"useagenthq-useagent--contribute-fix-run-from-source","t":"Run UseAgent from source to contribute a fix","s":"Set up the full stack locally, run the backend and frontend, and open a pull request for a Hacktoberfest issue.","w":"A developer who wants to contribute to UseAgent and needs a local setup that matches the project's own instructions.","o":"A running backend and frontend on your machine, a passing typecheck, and a ready branch for a pull request.","c":"Software and DevOps","r":"useagenthq/useagent","rt":"Useagent","rs":"useagenthq-useagent","u":"/use-cases/useagenthq-useagent/contribute-fix-run-from-source/","b":false,"f":false,"sc":0.6},{"id":"uzairansaruzi-p3-stack--install-and-run-rigorous-task","t":"Run a rigorous coding task through the p3 mode router","s":"Install the skills, map models once, then let p3-mode pick a playbook for a request.","w":"A developer using T3 Code who wants agent work on a repo to follow a strict engineering process instead of ad hoc prompting.","o":"A working install, a models file in p3-models.md, and a task completed through a playbook chosen by p3-mode.","c":"Software and DevOps","r":"uzairansaruzi/p3-stack","rt":"P3 Stack","rs":"uzairansaruzi-p3-stack","u":"/use-cases/uzairansaruzi-p3-stack/install-and-run-rigorous-task/","b":true,"f":false,"sc":1.0},{"id":"uzairansaruzi-p3-stack--fan-out-work-to-worktree-workers","t":"Split a feature across child agents in separate worktrees","s":"Delegate parallel pieces to child agents, each bound to its own worktree and branch.","w":"A developer with a feature large enough to split into independent parts that can be built at the same time.","o":"Each piece lands on its own branch in its own worktree, with one writer per worktree enforced by the app.","c":"Software and DevOps","r":"uzairansaruzi/p3-stack","rt":"P3 Stack","rs":"uzairansaruzi-p3-stack","u":"/use-cases/uzairansaruzi-p3-stack/fan-out-work-to-worktree-workers/","b":false,"f":false,"sc":0.9},{"id":"uzairansaruzi-p3-stack--wake-thread-on-pr-activity","t":"Get a thread woken when a PR checks, comments, or conflicts","s":"Watch an open pull request so the agent reacts to CI results and review comments.","w":"A developer who opened a PR and wants the agent to act on checks and review feedback without polling.","o":"The thread wakes when checks finish, someone comments, or the branch conflicts, and the agent handles the event.","c":"Software and DevOps","r":"uzairansaruzi/p3-stack","rt":"P3 Stack","rs":"uzairansaruzi-p3-stack","u":"/use-cases/uzairansaruzi-p3-stack/wake-thread-on-pr-activity/","b":false,"f":false,"sc":0.8},{"id":"uzairansaruzi-p3-stack--schedule-recurring-repo-audits","t":"Run audits on a schedule when no turn is active","s":"Schedule repeated audit or overnight runs that fire without an open conversation.","w":"A maintainer who wants regular checks on a repo, such as a nightly audit, without starting each run by hand.","o":"An audit runs on the cadence you set, and its results are available in the thread.","c":"Software and DevOps","r":"uzairansaruzi/p3-stack","rt":"P3 Stack","rs":"uzairansaruzi-p3-stack","u":"/use-cases/uzairansaruzi-p3-stack/schedule-recurring-repo-audits/","b":false,"f":false,"sc":0.7},{"id":"uzairansaruzi-p3-stack--recall-prior-thread-context","t":"Pull context from earlier threads instead of re-explaining","s":"Search and read past T3 threads to recover decisions and code history.","w":"A developer returning to a repo after days away who needs to know what was decided earlier.","o":"The agent finds the relevant earlier thread and summarizes the decisions it needs.","c":"Software and DevOps","r":"uzairansaruzi/p3-stack","rt":"P3 Stack","rs":"uzairansaruzi-p3-stack","u":"/use-cases/uzairansaruzi-p3-stack/recall-prior-thread-context/","b":false,"f":false,"sc":0.6},{"id":"v1ki-dsh-plugin-subscriptions--run-dsh-sessions-on-chatgpt-subscription","t":"Run DSH sessions on a ChatGPT subscription","s":"Log in to Codex once in the DSH web UI and pick its live models in any session without an API key.","w":"A developer who pays for ChatGPT Plus or Pro and wants to use DSH as a coding or research assistant without buying API credits.","o":"Codex models appear in the session model picker, and chat requests run through the ChatGPT subscription.","c":"Software and DevOps","r":"V1ki/dsh-plugin-subscriptions","rt":"DSH Plugin Subscriptions","rs":"v1ki-dsh-plugin-subscriptions","u":"/use-cases/v1ki-dsh-plugin-subscriptions/run-dsh-sessions-on-chatgpt-subscription/","b":true,"f":false,"sc":1.0},{"id":"v1ki-dsh-plugin-subscriptions--generate-and-edit-images-with-subscription-accounts","t":"Generate and edit images with GPT or Grok","s":"Have a DSH agent create or edit images through the image_generate tool using a ChatGPT or Grok subscription.","w":"A creator or designer using DSH who needs quick image drafts or edits inside a conversation and already has a ChatGPT or X Premium subscription.","o":"The agent saves generated or edited images under the plugin folder, returns their paths, and shows them inline in the conversation.","c":"Software and DevOps","r":"V1ki/dsh-plugin-subscriptions","rt":"DSH Plugin Subscriptions","rs":"v1ki-dsh-plugin-subscriptions","u":"/use-cases/v1ki-dsh-plugin-subscriptions/generate-and-edit-images-with-subscription-accounts/","b":false,"f":false,"sc":0.9},{"id":"v1ki-dsh-plugin-subscriptions--check-subscription-usage-before-long-runs","t":"Check subscription usage before a long run","s":"Read rate-limit windows and reset times in the composer and provider cards before starting heavy work.","w":"A DSH user running long agent tasks who wants to avoid hitting a subscription limit halfway through.","o":"The user sees the used percentage and reset window for the current provider and can plan the run around it.","c":"Software and DevOps","r":"V1ki/dsh-plugin-subscriptions","rt":"DSH Plugin Subscriptions","rs":"v1ki-dsh-plugin-subscriptions","u":"/use-cases/v1ki-dsh-plugin-subscriptions/check-subscription-usage-before-long-runs/","b":false,"f":false,"sc":0.8},{"id":"v1ki-dsh-plugin-subscriptions--rename-subscriptions-and-models-for-a-team","t":"Rename subscriptions and models for a shared setup","s":"Give providers and models clearer display names in the picker without changing their IDs or routing.","w":"A DSH user or team lead who shares a setup and wants names like Work Codex or Fast draft in the model picker.","o":"Display names appear in the model picker and group titles, and the underlying provider and model IDs stay the same.","c":"Software and DevOps","r":"V1ki/dsh-plugin-subscriptions","rt":"DSH Plugin Subscriptions","rs":"v1ki-dsh-plugin-subscriptions","u":"/use-cases/v1ki-dsh-plugin-subscriptions/rename-subscriptions-and-models-for-a-team/","b":false,"f":false,"sc":0.7},{"id":"valentynkit-awesome-jev-typesafe--give-agent-the-jev-list-as-skill","t":"Give a coding agent the Jev list as a skill","s":"Install the Awesome Jev list so an agent can look up Jev tools and docs on its own.","w":"A developer using a coding agent who wants it to know which Jev tools, SDKs, and guides exist before it writes code.","o":"The agent fetches the projects list once and filters it locally when a Jev task comes up.","c":"Software and DevOps","r":"valentynkit/awesome-jev-typesafe","rt":"Awesome Jev Typesafe","rs":"valentynkit-awesome-jev-typesafe","u":"/use-cases/valentynkit-awesome-jev-typesafe/give-agent-the-jev-list-as-skill/","b":true,"f":false,"sc":1.0},{"id":"valentynkit-awesome-jev-typesafe--make-first-typed-jev-decision","t":"Make a first typed Jev decision from Python or TypeScript","s":"Send one state and a few typed questions to Jev and read back probabilities.","w":"A developer who has just got Jev access and wants to see a real answer before designing a workflow.","o":"A working script that sends a state with Choice, Score, or Noul questions and prints typed answers.","c":"Software and DevOps","r":"valentynkit/awesome-jev-typesafe","rt":"Awesome Jev Typesafe","rs":"valentynkit-awesome-jev-typesafe","u":"/use-cases/valentynkit-awesome-jev-typesafe/make-first-typed-jev-decision/","b":false,"f":false,"sc":0.9},{"id":"valentynkit-awesome-jev-typesafe--gate-cheap-model-with-jev-check","t":"Gate a cheap model's answers with a Jev check","s":"Let a low-cost model answer first and escalate only the answers Jev rejects.","w":"A team running a high volume of model calls on a budget who needs to cut cost without losing quality on bad answers.","o":"Most answers come from the cheap model, and only the failed checks go to a stronger model.","c":"Software and DevOps","r":"valentynkit/awesome-jev-typesafe","rt":"Awesome Jev Typesafe","rs":"valentynkit-awesome-jev-typesafe","u":"/use-cases/valentynkit-awesome-jev-typesafe/gate-cheap-model-with-jev-check/","b":false,"f":false,"sc":0.8},{"id":"valentynkit-awesome-jev-typesafe--trim-claude-code-context-with-jev","t":"Keep a Claude Code session from filling its context","s":"Use a Jev-based compaction tool to drop stale tool results and keep the rest verbatim.","w":"A developer running long Claude Code sessions who keeps hitting context limits and losing track of earlier work.","o":"Stale tool calls are dropped by Jev decisions and everything kept stays word for word.","c":"Software and DevOps","r":"valentynkit/awesome-jev-typesafe","rt":"Awesome Jev Typesafe","rs":"valentynkit-awesome-jev-typesafe","u":"/use-cases/valentynkit-awesome-jev-typesafe/trim-claude-code-context-with-jev/","b":false,"f":false,"sc":0.7},{"id":"valentynkit-awesome-jev-typesafe--compare-jev-against-chat-model","t":"Compare Jev against a chat model on the same questions","s":"Run identical typed questions through Jev and an LLM API to see which fits your task.","w":"An engineer deciding whether Jev should replace a chat model call in an existing pipeline.","o":"A side by side table of answers from both models on one set of questions.","c":"Software and DevOps","r":"valentynkit/awesome-jev-typesafe","rt":"Awesome Jev Typesafe","rs":"valentynkit-awesome-jev-typesafe","u":"/use-cases/valentynkit-awesome-jev-typesafe/compare-jev-against-chat-model/","b":false,"f":false,"sc":0.6},{"id":"vecszn-polystrata--run-claude-code-on-a-local-model","t":"Run Claude Code on a local model with no cloud calls","s":"Point Claude Code at Qwen3.6-35B-A3B on your own PC to edit and test code privately.","w":"A developer who wants a coding agent for a private codebase and has an NVIDIA laptop or desktop with 8 GB of VRAM or more.","o":"Claude Code runs against a local Qwen3.6-35B-A3B server, adds a feature, writes a test, and runs the tests on your PC.","c":"Software and DevOps","r":"VecSzn/PolyStrata","rt":"Poly Strata","rs":"vecszn-polystrata","u":"/use-cases/vecszn-polystrata/run-claude-code-on-a-local-model/","b":true,"f":false,"sc":1.0},{"id":"vecszn-polystrata--keep-app-and-script-ai-calls-on-your-pc","t":"Point existing AI scripts at a private local API","s":"Redirect scripts written for the OpenAI or Anthropic API to a model on localhost.","w":"A developer or analyst with scripts that call a hosted AI API and who needs to stop sending sensitive text to a third party.","o":"The same scripts keep working, but requests go to a model served on localhost and the text stays on the PC.","c":"Software and DevOps","r":"VecSzn/PolyStrata","rt":"Poly Strata","rs":"vecszn-polystrata","u":"/use-cases/vecszn-polystrata/keep-app-and-script-ai-calls-on-your-pc/","b":false,"f":false,"sc":0.9},{"id":"vecszn-polystrata--read-screenshots-and-photos-privately","t":"Ask questions about pictures without uploading them","s":"Send screenshots or photos to a local vision model that reads images on your PC.","w":"A user with private images, such as scanned receipts, product photos, or screenshots of internal dashboards, and a PC with a suitable card.","o":"You get answers about the pictures from a model running on your PC, and the images are never uploaded.","c":"Software and DevOps","r":"VecSzn/PolyStrata","rt":"Poly Strata","rs":"vecszn-polystrata","u":"/use-cases/vecszn-polystrata/read-screenshots-and-photos-privately/","b":false,"f":false,"sc":0.8},{"id":"vecszn-polystrata--test-which-local-model-fits-your-card","t":"Compare local models on your card before you commit","s":"Switch between installed models on a running server to see which speed and answers suit you.","w":"A user who has several models downloaded and wants to choose one for daily work based on speed and answer quality on their own hardware.","o":"You have a short list of models and file sizes that work on your PC, with your own rough speed notes.","c":"Software and DevOps","r":"VecSzn/PolyStrata","rt":"Poly Strata","rs":"vecszn-polystrata","u":"/use-cases/vecszn-polystrata/test-which-local-model-fits-your-card/","b":false,"f":false,"sc":0.7},{"id":"vectifyai-jev-doc-search--find-answer-page-in-long-report","t":"Find the page that answers a question in a long PDF","s":"Searches a 300-page report by tree, then returns the pages that answer your question.","w":"An analyst or developer with a long annual report or technical PDF who needs the exact page for a specific figure, and who is past the point where one request can hold every page.","o":"The script prints the sections and pages it kept, so you can open the right page of the report and check the figure.","c":"Research","r":"VectifyAI/jev-doc-search","rt":"Jev Doc Search","rs":"vectifyai-jev-doc-search","u":"/use-cases/vectifyai-jev-doc-search/find-answer-page-in-long-report/","b":true,"f":false,"sc":1.0},{"id":"vectifyai-jev-doc-search--locate-policy-page-in-short-pdf","t":"Locate the handbook page that answers an HR question","s":"Runs flat page search on a short PDF to return the most likely page and its text.","w":"An HR or operations person with a short handbook or policy PDF who wants the page for a question like vacation days, without reading the whole file.","o":"The script prints the most likely page label and its text, which you can read directly.","c":"Research","r":"VectifyAI/jev-doc-search","rt":"Jev Doc Search","rs":"vectifyai-jev-doc-search","u":"/use-cases/vectifyai-jev-doc-search/locate-policy-page-in-short-pdf/","b":false,"f":false,"sc":0.9},{"id":"vectifyai-jev-doc-search--reuse-indexed-report-for-many-questions","t":"Ask many questions of one indexed annual report","s":"Uploads a report once, then reuses its doc_id to answer each new question.","w":"A researcher or finance analyst who will ask several questions of the same annual report and wants to avoid uploading it every time.","o":"After one upload, each new question returns the kept pages for that question, using the same stored doc_id.","c":"Research","r":"VectifyAI/jev-doc-search","rt":"Jev Doc Search","rs":"vectifyai-jev-doc-search","u":"/use-cases/vectifyai-jev-doc-search/reuse-indexed-report-for-many-questions/","b":false,"f":false,"sc":0.8},{"id":"veedstudio-open-edit--caption-video-locally-with-whisperx","t":"Caption a video locally with WhisperX at no cost","s":"Transcribe a video offline with WhisperX and get a transcript.json for captioning.","w":"A solo creator or developer with a finished talking-head video who wants captions without paying a transcription service.","o":"A runs folder with a transcript.json for the video, produced locally.","c":"Content","r":"veedstudio/open-edit","rt":"Open Edit","rs":"veedstudio-open-edit","u":"/use-cases/veedstudio-open-edit/caption-video-locally-with-whisperx/","b":true,"f":false,"sc":1.0},{"id":"veedstudio-open-edit--hand-finished-edit-to-veed-editor","t":"Send a finished edit to VEED's editor as a project","s":"Turn a finished plan into a VEED project a person can edit further, then pull it back.","w":"A video producer who has an edit planned by an agent and wants a human to refine it in VEED's editor.","o":"A VEED project with footage cuts, text, captions, and audio tracks as editor items, plus a path to pull the edited project back.","c":"Content","r":"veedstudio/open-edit","rt":"Open Edit","rs":"veedstudio-open-edit","u":"/use-cases/veedstudio-open-edit/hand-finished-edit-to-veed-editor/","b":false,"f":false,"sc":0.9},{"id":"veedstudio-open-edit--render-html-motion-graphics-to-video","t":"Render an HTML motion graphic to a frame-exact video","s":"Turn an HTML page with animations into a silent H.264 video, frame by frame.","w":"A designer or developer making a motion graphic, title card, or animated slide from HTML and CSS.","o":"A silent MP4 where each frame matches the page at that exact time, with a re-render option for one stretch.","c":"Content","r":"veedstudio/open-edit","rt":"Open Edit","rs":"veedstudio-open-edit","u":"/use-cases/veedstudio-open-edit/render-html-motion-graphics-to-video/","b":false,"f":false,"sc":0.8},{"id":"veedstudio-open-edit--cut-silences-and-keep-captions-in-sync","t":"Cut dead air and keep existing captions in sync","s":"Find speech ranges, apply a cut list in one encode, and retime the transcript to match.","w":"A podcaster or editor with a talking video that has long pauses and an existing transcript.","o":"A cut MP4 with crossfaded joins and a retimed transcript that matches the cut without transcribing again.","c":"Content","r":"veedstudio/open-edit","rt":"Open Edit","rs":"veedstudio-open-edit","u":"/use-cases/veedstudio-open-edit/cut-silences-and-keep-captions-in-sync/","b":false,"f":false,"sc":0.7},{"id":"veedstudio-open-edit--mix-narration-music-and-effects-to-final-video","t":"Mix narration, music, and effects into one finished video","s":"Build one loudness-levelled audio track from many pieces and mux it onto a render.","w":"A content producer with separate narration, music, and sound effects who needs one finished file.","o":"A final MP4 with a mixed audio track, with music ducked under the voice and levelled to -14 LUFS.","c":"Content","r":"veedstudio/open-edit","rt":"Open Edit","rs":"veedstudio-open-edit","u":"/use-cases/veedstudio-open-edit/mix-narration-music-and-effects-to-final-video/","b":false,"f":false,"sc":0.6},{"id":"vercel-labs-eve-software-factory-template--label-issue-for-draft-pr","t":"Turn a labeled GitHub issue into a reviewed draft PR","s":"Label an issue factory and get a reviewed draft pull request to review and merge.","w":"A maintainer or developer with a backlog of small, well-described GitHub issues who wants a first draft of each change without writing it by hand.","o":"Each labeled issue produces a draft PR on the target repository, linked to the issue, with progress comments along the way. A person reviews it, marks it ready, and merges.","c":"Software and DevOps","r":"vercel-labs/eve-software-factory-template","rt":"Eve Software Factory Template","rs":"vercel-labs-eve-software-factory-template","u":"/use-cases/vercel-labs-eve-software-factory-template/label-issue-for-draft-pr/","b":true,"f":false,"sc":1.0},{"id":"vercel-labs-eve-software-factory-template--hand-task-to-factory-locally","t":"Run a factory task from your machine with the dev TUI","s":"Give the factory a task from your terminal and approve changes before they reach GitHub.","w":"A developer who wants to try the factory on a task locally before trusting it with issues in a shared repository.","o":"The four stations run in order on a task you give in the TUI, and you approve any changes before they are written to GitHub.","c":"Software and DevOps","r":"vercel-labs/eve-software-factory-template","rt":"Eve Software Factory Template","rs":"vercel-labs-eve-software-factory-template","u":"/use-cases/vercel-labs-eve-software-factory-template/hand-task-to-factory-locally/","b":false,"f":false,"sc":0.9},{"id":"vercel-labs-eve-software-factory-template--delegate-linear-task-to-factory","t":"Delegate a Linear task to the factory and track it in Linear","s":"Assign a Linear task to the factory and follow its progress inside Linear.","w":"A product or engineering lead who tracks work in Linear and wants a task built without leaving Linear.","o":"The Linear Agent Session runs the same pipeline and reports progress back in Linear, ending in a draft PR on the repository.","c":"Software and DevOps","r":"vercel-labs/eve-software-factory-template","rt":"Eve Software Factory Template","rs":"vercel-labs-eve-software-factory-template","u":"/use-cases/vercel-labs-eve-software-factory-template/delegate-linear-task-to-factory/","b":false,"f":false,"sc":0.8},{"id":"vercel-labs-eve-software-factory-template--auto-fix-red-ci-on-factory-prs","t":"Have the factory fix red CI on its own draft PRs","s":"Let Foreman diagnose a failing check on a factory PR and push the fix to its own branch.","w":"A maintainer who runs the factory on a busy repository and wants failing checks on factory branches repaired without manual edits.","o":"Foreman diagnoses the failure and pushes a fix to its own factory branch, leaving your branches alone.","c":"Software and DevOps","r":"vercel-labs/eve-software-factory-template","rt":"Eve Software Factory Template","rs":"vercel-labs-eve-software-factory-template","u":"/use-cases/vercel-labs-eve-software-factory-template/auto-fix-red-ci-on-factory-prs/","b":false,"f":false,"sc":0.7},{"id":"vercel-labs-marketing-team-eve-template--draft-launch-social-posts","t":"Draft launch announcement posts for every social channel","s":"Ask the team lead for launch posts and get X, LinkedIn, and Bluesky drafts waiting in Typefully.","w":"A product marketer or founder preparing a launch who needs platform-specific posts written fast and reviewed before they are queued.","o":"Drafts appear in your Typefully queue, unscheduled, ready for you to review and then queue for launch morning.","c":"Sales and marketing","r":"vercel-labs/marketing-team-eve-template","rt":"Marketing Team Eve Template","rs":"vercel-labs-marketing-team-eve-template","u":"/use-cases/vercel-labs-marketing-team-eve-template/draft-launch-social-posts/","b":true,"f":false,"sc":1.0},{"id":"vercel-labs-marketing-team-eve-template--write-blog-post-into-notion","t":"Write a long-form blog post and get a Notion page link","s":"Have the content marketer draft a blog post or landing page and return a Notion page to edit.","w":"A content marketer or solo founder who needs a blog post, case study, or landing page drafted against the product's existing messaging.","o":"A Notion page with a draft that follows the team's brand context, returned as a link you can edit.","c":"Sales and marketing","r":"vercel-labs/marketing-team-eve-template","rt":"Marketing Team Eve Template","rs":"vercel-labs-marketing-team-eve-template","u":"/use-cases/vercel-labs-marketing-team-eve-template/write-blog-post-into-notion/","b":false,"f":false,"sc":0.9},{"id":"vercel-labs-marketing-team-eve-template--audit-page-seo-with-recommendations","t":"Audit a page's SEO and get a ranked fix list","s":"Ask the SEO specialist to review a page for structure, internal links, and schema and return recommendations.","w":"A marketer or site owner whose page is not converting or ranking and who wants a structured review before changing it.","o":"Recommendations for the page, with long audits saved as artifacts you can read later.","c":"Sales and marketing","r":"vercel-labs/marketing-team-eve-template","rt":"Marketing Team Eve Template","rs":"vercel-labs-marketing-team-eve-template","u":"/use-cases/vercel-labs-marketing-team-eve-template/audit-page-seo-with-recommendations/","b":false,"f":false,"sc":0.8},{"id":"vercel-labs-marketing-team-eve-template--send-email-campaign-with-approval","t":"Build and send an email campaign after approving each step","s":"Have the email specialist turn copy into a Resend campaign and send it only after you approve.","w":"A marketer with an existing newsletter or announcement who needs it adapted for the inbox and sent to a chosen segment.","o":"A Resend campaign link, with the send held until you approve it in Slack or the terminal.","c":"Sales and marketing","r":"vercel-labs/marketing-team-eve-template","rt":"Marketing Team Eve Template","rs":"vercel-labs-marketing-team-eve-template","u":"/use-cases/vercel-labs-marketing-team-eve-template/send-email-campaign-with-approval/","b":false,"f":false,"sc":0.7},{"id":"vercel-labs-skills--install-skill-for-claude-code","t":"Install a skill into a project for Claude Code","s":"Add a published agent skill to one project so Claude Code can follow its instructions.","w":"A developer who wants Claude Code to apply a specific skill, such as web design guidelines, to the current project.","o":"The chosen skill is installed in the current project and is available to Claude Code.","c":"Software and DevOps","r":"vercel-labs/skills","rt":"Skills","rs":"vercel-labs-skills","u":"/use-cases/vercel-labs-skills/install-skill-for-claude-code/","b":true,"f":false,"sc":1.0},{"id":"vercel-labs-skills--try-skill-without-installing","t":"Try an agent skill without installing it","s":"Generate a skill prompt or launch a supported agent with a skill for a one-time run.","w":"A developer who wants to test a skill's effect on a task before deciding whether to keep it in the project.","o":"You get the skill's prompt printed to the terminal, or a supported coding agent starts with the skill loaded, and nothing is installed.","c":"Software and DevOps","r":"vercel-labs/skills","rt":"Skills","rs":"vercel-labs-skills","u":"/use-cases/vercel-labs-skills/try-skill-without-installing/","b":false,"f":false,"sc":0.9},{"id":"vercel-labs-skills--keep-installed-skills-current","t":"Keep installed agent Skills up to date","s":"Check for newer versions of installed Skills, update them, or remove the ones you no longer use.","w":"A developer who has several Skills installed across projects and wants them current without re-installing each one.","o":"You know which installed Skills have updates available, and they are updated or removed in one pass.","c":"Software and DevOps","r":"vercel-labs/skills","rt":"Skills","rs":"vercel-labs-skills","u":"/use-cases/vercel-labs-skills/keep-installed-skills-current/","b":false,"f":false,"sc":0.8},{"id":"vercel-labs-skills--write-and-share-new-skill","t":"Write and share a new agent skill","s":"Generate a skill template and edit its SKILL.md with instructions for your agent.","w":"A developer or team lead who has a repeated task, such as a review checklist, and wants a coding agent to follow the same steps each time.","o":"You have a generated skill folder with a SKILL.md file that holds your instructions, ready to edit and share.","c":"Software and DevOps","r":"vercel-labs/skills","rt":"Skills","rs":"vercel-labs-skills","u":"/use-cases/vercel-labs-skills/write-and-share-new-skill/","b":false,"f":false,"sc":0.7},{"id":"vercel-labs-skills--sync-skills-from-npm-packages","t":"Sync Skills bundled in npm packages (experimental)","s":"Link Skills that ship inside npm dependencies into your project so they update with the package.","w":"A developer whose project depends on an npm package that bundles instructions for coding agents, such as agent-browser in the README example.","o":"Packaged Skills are linked into your project and follow the dependency version.","c":"Software and DevOps","r":"vercel-labs/skills","rt":"Skills","rs":"vercel-labs-skills","u":"/use-cases/vercel-labs-skills/sync-skills-from-npm-packages/","b":false,"f":false,"sc":0.6},{"id":"vibeinging-dsh-desktop--run-dsh-desktop-workspace","t":"Run DSH sessions, files and Git in one desktop app","s":"Install the packaged DSH Desktop app and work on sessions, files, Git, and terminal from one window.","w":"A developer or knowledge worker who wants a ready-made local DSH workspace and does not want to set up the runtime or find plugins by hand.","o":"A running desktop app where the main window is the official DSH Web, with a sidebar for files, Git, and terminal, and a working directory attached to a session.","c":"Personal productivity","r":"vibeinging/dsh-desktop","rt":"DSH Desktop","rs":"vibeinging-dsh-desktop","u":"/use-cases/vibeinging-dsh-desktop/run-dsh-desktop-workspace/","b":true,"f":false,"sc":1.0},{"id":"vibeinging-dsh-desktop--coordinate-session-windows-as-a-team","t":"Coordinate several DSH session windows as one team","s":"Route tasks between DSH session windows and let one window act as team lead.","w":"A user running several DSH sessions in parallel who wants them to hand work to each other and report results back.","o":"A role-based group of session windows where messages and task results appear as real DSH messages in the target window, and the lead assigns tasks and dependencies.","c":"Personal productivity","r":"vibeinging/dsh-desktop","rt":"DSH Desktop","rs":"vibeinging-dsh-desktop","u":"/use-cases/vibeinging-dsh-desktop/coordinate-session-windows-as-a-team/","b":false,"f":false,"sc":0.9},{"id":"vibeinging-dsh-desktop--continue-dsh-session-from-phone","t":"Continue a DSH session from a phone or browser","s":"Enable remote access on your computer and keep the same session open from Remote Web or Android.","w":"A user who starts work on a desktop and wants to answer prompts or send images from a phone while away from the computer.","o":"The same workspace and session open on a phone or another desktop, where the user can continue chat, send images, and handle permission requests.","c":"Personal productivity","r":"vibeinging/dsh-desktop","rt":"DSH Desktop","rs":"vibeinging-dsh-desktop","u":"/use-cases/vibeinging-dsh-desktop/continue-dsh-session-from-phone/","b":false,"f":false,"sc":0.8},{"id":"vibeinging-dsh-desktop--build-dsh-desktop-from-source","t":"Build and run DSH Desktop from source","s":"Clone the repository, install dependencies, run the diagnostics, and start the Electron app locally.","w":"A developer who wants to test changes to DSH Desktop or build a local macOS Apple Silicon app.","o":"A running development build of DSH Desktop, or a local macOS app directory in the release folder.","c":"Personal productivity","r":"vibeinging/dsh-desktop","rt":"DSH Desktop","rs":"vibeinging-dsh-desktop","u":"/use-cases/vibeinging-dsh-desktop/build-dsh-desktop-from-source/","b":false,"f":false,"sc":0.7},{"id":"vicoa-ai-vicoa--run-parallel-coding-agents-on-one-repo","t":"Run several coding agents on one repo at once","s":"Start multiple agents on separate git worktrees so they can edit the same project without conflicts.","w":"A developer with a git project who wants Claude Code, Codex, and Cursor to work on different tasks at the same time.","o":"Each agent works on its own git worktree and branch, and all sessions appear in one list you can check from one place.","c":"Software and DevOps","r":"vicoa-ai/vicoa","rt":"Vicoa","rs":"vicoa-ai-vicoa","u":"/use-cases/vicoa-ai-vicoa/run-parallel-coding-agents-on-one-repo/","b":true,"f":false,"sc":1.0},{"id":"vicoa-ai-vicoa--steer-agent-sessions-from-phone","t":"Check and prompt running agents from your phone","s":"Start a session on your laptop, then follow and prompt it from the Vicoa mobile app.","w":"A developer who leaves a long agent task running and wants to answer its questions or see when it finishes without returning to the desk.","o":"You get notified when an agent needs a decision or finishes, and you can reply from your phone with the same session synced.","c":"Software and DevOps","r":"vicoa-ai/vicoa","rt":"Vicoa","rs":"vicoa-ai-vicoa","u":"/use-cases/vicoa-ai-vicoa/steer-agent-sessions-from-phone/","b":false,"f":false,"sc":0.9},{"id":"vicoa-ai-vicoa--run-agents-on-a-remote-server-or-vps","t":"Run coding agents on a VPS or remote server","s":"Connect a remote Linux machine so agents run there while you start them from your desktop or phone.","w":"A developer whose code lives on a VPS or remote server and who wants agents to run close to that code.","o":"The remote machine appears as a choice when you start a session, and the agent runs on it next to the code.","c":"Software and DevOps","r":"vicoa-ai/vicoa","rt":"Vicoa","rs":"vicoa-ai-vicoa","u":"/use-cases/vicoa-ai-vicoa/run-agents-on-a-remote-server-or-vps/","b":false,"f":false,"sc":0.8},{"id":"vicoa-ai-vicoa--self-host-the-vicoa-stack","t":"Self-host the full Vicoa stack with Docker","s":"Run the Vicoa backend, web app, and database on your own infrastructure using Docker.","w":"A team or individual that wants to keep sessions and account data on its own servers instead of a hosted service.","o":"The full stack runs on your own machine or server, reachable through the Vicoa web app and clients you configure.","c":"Software and DevOps","r":"vicoa-ai/vicoa","rt":"Vicoa","rs":"vicoa-ai-vicoa","u":"/use-cases/vicoa-ai-vicoa/self-host-the-vicoa-stack/","b":false,"f":false,"sc":0.7},{"id":"viettranx-3dviz-pro-max--build-explorable-3d-scene-from-idea","t":"Build an explorable 3D scene from a one-line idea","s":"Turn a short creative prompt into a Three.js scene an agent builds and checks on screen.","w":"A creative coder or hobbyist who has a scene idea, such as a fantasy village, and wants a working first view without choosing a renderer or writing a spec first.","o":"A runnable Three.js scene with a distinct art direction and moving creatures, plus a report of what was built and what was observed in the rendered frames.","c":"Content","r":"viettranx/3dviz-pro-max","rt":"3dviz Pro Max","rs":"viettranx-3dviz-pro-max","u":"/use-cases/viettranx-3dviz-pro-max/build-explorable-3d-scene-from-idea/","b":true,"f":false,"sc":1.0},{"id":"viettranx-3dviz-pro-max--visualize-mechanical-assembly-for-review","t":"Make an interactive product assembly for design review","s":"Model a product or mechanism, such as a gear pair or folding lamp, as an explorable scene.","w":"A product designer or mechanical engineering student who needs to show how parts of a product or mechanism fit and move, for example a gear pair or folding lamp.","o":"An interactive 3D assembly showing parts, connections and motion, with frames captured for the review record.","c":"Content","r":"viettranx/3dviz-pro-max","rt":"3dviz Pro Max","rs":"viettranx-3dviz-pro-max","u":"/use-cases/viettranx-3dviz-pro-max/visualize-mechanical-assembly-for-review/","b":false,"f":false,"sc":0.9},{"id":"viettranx-3dviz-pro-max--teach-linear-algebra-with-live-visuals","t":"Create an interactive lesson on eigenvectors or Bloch spheres","s":"Build a runnable visual study for a math or quantum topic from the catalog.","w":"A teacher or tutor preparing a lesson on linear algebra or qubit states who wants an interactive visual rather than a static slide.","o":"A runnable interactive study showing the chosen concept, with captured frames for handouts.","c":"Content","r":"viettranx/3dviz-pro-max","rt":"3dviz Pro Max","rs":"viettranx-3dviz-pro-max","u":"/use-cases/viettranx-3dviz-pro-max/teach-linear-algebra-with-live-visuals/","b":false,"f":false,"sc":0.8},{"id":"viettranx-3dviz-pro-max--verify-rendered-frames-with-capture-helper","t":"Check a built 3D scene by capturing its real frames","s":"Drive a built scene through named views and clicks, then review the saved PNGs and console log.","w":"A developer who has a Three.js scene from an agent and wants evidence of what actually appears on screen before accepting the result.","o":"PNG frames for each named view and the browser console log, which the agent reviews against its report.","c":"Content","r":"viettranx/3dviz-pro-max","rt":"3dviz Pro Max","rs":"viettranx-3dviz-pro-max","u":"/use-cases/viettranx-3dviz-pro-max/verify-rendered-frames-with-capture-helper/","b":false,"f":false,"sc":0.7},{"id":"vincent-xi08-intentroute-ai--draft-app-routing-rules-from-plain-language","t":"Draft per-app proxy rules from plain language","s":"Describe the traffic you want routed and get a validated, disabled rule draft to review.","w":"A Windows user who wants Chrome or Cursor traffic for specific sites sent through a proxy, but finds hand-writing process, domain, and port rules error-prone.","o":"A reviewed set of disabled routing rules that you edit as needed and then enable yourself, with everything else staying direct.","c":"Personal productivity","r":"Vincent-Xi08/IntentRoute-AI","rt":"Intent Route AI","rs":"vincent-xi08-intentroute-ai","u":"/use-cases/vincent-xi08-intentroute-ai/draft-app-routing-rules-from-plain-language/","b":true,"f":false,"sc":1.0},{"id":"vincent-xi08-intentroute-ai--draft-routing-rules-with-local-ollama","t":"Draft routing rules with a loopback-only model","s":"Use a locally installed Ollama model so the intent stays on 127.0.0.1 instead of going to OpenAI.","w":"A privacy-minded Windows user who wants AI-assisted routing drafts but does not want the intent sent to a cloud provider.","o":"A routing rule draft generated by a local model, validated the same way, and added disabled for your review.","c":"Personal productivity","r":"Vincent-Xi08/IntentRoute-AI","rt":"Intent Route AI","rs":"vincent-xi08-intentroute-ai","u":"/use-cases/vincent-xi08-intentroute-ai/draft-routing-rules-with-local-ollama/","b":false,"f":false,"sc":0.9},{"id":"vincent-xi08-intentroute-ai--audit-routing-policy-for-conflicts","t":"Audit saved routing rules for conflicts and shadowing","s":"Run the local Policy Intelligence report to find duplicate, shadowed, and conflicting rules without any AI call.","w":"A user with a growing set of sing-box routing rules who suspects that an older rule is hiding or contradicting a newer one.","o":"A local report that lists exact duplicates, same-scope different outcomes, proven shadowing, and other findings, with links to the affected rules.","c":"Personal productivity","r":"Vincent-Xi08/IntentRoute-AI","rt":"Intent Route AI","rs":"vincent-xi08-intentroute-ai","u":"/use-cases/vincent-xi08-intentroute-ai/audit-routing-policy-for-conflicts/","b":false,"f":false,"sc":0.8},{"id":"vincent-xi08-intentroute-ai--predict-which-rule-handles-one-connection","t":"Predict which rule handles one app and destination","s":"Enter one process, destination, port, and protocol to see the rule that would match it.","w":"A user who has several overlapping rules and wants to confirm what happens to one specific application's connection before enabling a change.","o":"A three-valued answer (proven match, proven global fallback, or indeterminate) with an evaluation trace showing the rules considered.","c":"Personal productivity","r":"Vincent-Xi08/IntentRoute-AI","rt":"Intent Route AI","rs":"vincent-xi08-intentroute-ai","u":"/use-cases/vincent-xi08-intentroute-ai/predict-which-rule-handles-one-connection/","b":false,"f":false,"sc":0.7},{"id":"vincent-xi08-intentroute-ai--create-rule-from-running-process","t":"Create a routing rule from a running process","s":"Pick a live process in the app and turn it into a routing rule in one step.","w":"A Windows user who sees an application already running and wants its traffic routed without looking up its executable path.","o":"A new rule for the selected process, created through the normal configuration transaction and still subject to the usual enable step.","c":"Personal productivity","r":"Vincent-Xi08/IntentRoute-AI","rt":"Intent Route AI","rs":"vincent-xi08-intentroute-ai","u":"/use-cases/vincent-xi08-intentroute-ai/create-rule-from-running-process/","b":false,"f":false,"sc":0.6},{"id":"vincentsch-explainroo--make-explainer-video-from-topic","t":"Make a narrated explainer video from one topic","s":"Give a coding agent a topic and get a narrated MP4 with drawn scenes and subtitles.","w":"A teacher, founder or content creator who needs a short explainer on one topic and does not want to edit video by hand.","o":"An MP4 where a local voice narrates the script and drawings appear on the words they match, plus subtitle files and a cover image.","c":"Content","r":"vincentsch/explainroo","rt":"Explainroo","rs":"vincentsch-explainroo","u":"/use-cases/vincentsch-explainroo/make-explainer-video-from-topic/","b":true,"f":false,"sc":1.0},{"id":"vincentsch-explainroo--build-product-demo-for-your-app","t":"Build a product demo that clicks through your app","s":"Rebuild your app's screens in Explainroo and film a pointer walking through them.","w":"A founder or product marketer who needs a demo video for a web app before a launch or sales call.","o":"A product demo MP4 with screens built from your code or site, your colors and fonts, and a mouse pointer that clicks through the flow.","c":"Content","r":"vincentsch/explainroo","rt":"Explainroo","rs":"vincentsch-explainroo","u":"/use-cases/vincentsch-explainroo/build-product-demo-for-your-app/","b":false,"f":false,"sc":0.9},{"id":"vincentsch-explainroo--render-one-video-for-every-feed","t":"Render one video in wide and tall sizes at once","s":"Make one project into a YouTube video and a TikTok or Reels version in one step.","w":"A creator who posts the same explainer to YouTube, Shorts, TikTok and Instagram and wants each size without re-editing.","o":"Separate renders of one project in wide, tall and square sizes, each with word-by-word captions where the size supports them.","c":"Content","r":"vincentsch/explainroo","rt":"Explainroo","rs":"vincentsch-explainroo","u":"/use-cases/vincentsch-explainroo/render-one-video-for-every-feed/","b":false,"f":false,"sc":0.8},{"id":"vincentsch-explainroo--narrate-explainer-in-another-language","t":"Narrate an explainer in another language","s":"Render the same script with a local voice in Spanish, Japanese or another supported language.","w":"A teacher or creator who wants the same explainer for viewers who speak Spanish, French, Japanese or Chinese.","o":"An MP4 narrated in the chosen language by a local voice, with a speech check that flags words the voice got wrong.","c":"Content","r":"vincentsch/explainroo","rt":"Explainroo","rs":"vincentsch-explainroo","u":"/use-cases/vincentsch-explainroo/narrate-explainer-in-another-language/","b":false,"f":false,"sc":0.7},{"id":"vincentwei1021-anything2explainer--topic-to-narrated-explainer-video","t":"Turn a topic into a narrated explainer video","s":"Give an agent a topic and get a 1280x720 MP4 with voiceover, subtitles and chapter progress.","w":"A content creator or educator who needs a short explainer video on a technical topic and has no motion-graphics tooling.","o":"A rendered H.264 MP4 with synchronized voiceover, subtitles, chapter cards and a bottom progress bar, plus the research doc, narration, storyboard and QC reports.","c":"Content","r":"Vincentwei1021/anything2explainer","rt":"Anything2 Explainer","rs":"vincentwei1021-anything2explainer","u":"/use-cases/vincentwei1021-anything2explainer/topic-to-narrated-explainer-video/","b":true,"f":false,"sc":1.0},{"id":"vincentwei1021-anything2explainer--document-to-explainer-video","t":"Convert an article or document into a video","s":"Feed a written article or document to the skill and get a narrated video of its key ideas.","w":"A team lead or writer who already has a long-form document and wants a short video version for onboarding or sharing.","o":"A narrated video that follows the document's ideas, with the research doc keeping sources for each claim.","c":"Content","r":"Vincentwei1021/anything2explainer","rt":"Anything2 Explainer","rs":"vincentwei1021-anything2explainer","u":"/use-cases/vincentwei1021-anything2explainer/document-to-explainer-video/","b":false,"f":false,"sc":0.9},{"id":"vincentwei1021-anything2explainer--hand-drive-remotion-template-with-own-audio","t":"Build a video from your own narration audio","s":"Use the Remotion template with finished audio and a hand-filled timeline instead of the built-in TTS.","w":"A developer or editor who already records or generates voiceover elsewhere and wants the animated visuals and subtitles added in code.","o":"A rendered MP4 that plays your audio with shots, subtitles and chapter bars timed to it, plus a preview cut for review.","c":"Content","r":"Vincentwei1021/anything2explainer","rt":"Anything2 Explainer","rs":"vincentwei1021-anything2explainer","u":"/use-cases/vincentwei1021-anything2explainer/hand-drive-remotion-template-with-own-audio/","b":false,"f":false,"sc":0.8},{"id":"vincentwei1021-anything2explainer--render-explainer-on-raspberry-pi","t":"Render explainer videos on a Raspberry Pi 5","s":"Run the full pipeline on ARM Linux with system Chromium and a local or cloud voice engine.","w":"A hobbyist or maker with a Raspberry Pi 5 who wants to make explainer videos without a Mac.","o":"A rendered explainer MP4 produced on a Raspberry Pi 5, using system Chromium and an ARM-friendly voice engine.","c":"Content","r":"Vincentwei1021/anything2explainer","rt":"Anything2 Explainer","rs":"vincentwei1021-anything2explainer","u":"/use-cases/vincentwei1021-anything2explainer/render-explainer-on-raspberry-pi/","b":false,"f":false,"sc":0.7},{"id":"vistyy-nopus--claude-code-clearer-answers","t":"Get clearer Claude Code answers via the Stop hook","s":"Install the Nopus plugin so Claude Code requests one clearer rewrite when an answer turns abstract.","w":"A developer using Claude Code who gets long answers full of abstract wording and needs them shorter to act on.","o":"Responses that cross the chosen sensitivity threshold receive one clearer rewrite request from the Stop hook.","c":"Software and DevOps","r":"Vistyy/nopus","rt":"Nopus","rs":"vistyy-nopus","u":"/use-cases/vistyy-nopus/claude-code-clearer-answers/","b":true,"f":false,"sc":1.0},{"id":"vistyy-nopus--codex-clearer-responses","t":"Add clearer-response checks to Codex sessions","s":"Install the Nopus Codex plugin so each completed answer gets a bounded check for abstract prose.","w":"A developer using Codex who wants shorter, more direct answers to coding tasks without checking each one by hand.","o":"Codex requests at most one clearer rewrite when a completed response crosses the chosen threshold.","c":"Software and DevOps","r":"Vistyy/nopus","rt":"Nopus","rs":"vistyy-nopus","u":"/use-cases/vistyy-nopus/codex-clearer-responses/","b":false,"f":false,"sc":0.9},{"id":"vistyy-nopus--pi-hidden-rewrite-extension","t":"Filter abstract Pi responses with a rewrite request","s":"Install the Nopus Pi extension to check completed responses and hide rejected ones from the transcript.","w":"A developer using Pi who wants the terminal transcript to stay readable when an answer needs a clearer rewrite.","o":"Pi checks each completed response and requests one clearer rewrite when needed, with rejected responses hidden from the terminal transcript by default.","c":"Software and DevOps","r":"Vistyy/nopus","rt":"Nopus","rs":"vistyy-nopus","u":"/use-cases/vistyy-nopus/pi-hidden-rewrite-extension/","b":false,"f":false,"sc":0.8},{"id":"vistyy-nopus--simplify-one-response-manually","t":"Rewrite one agent response on demand","s":"Invoke the Nopus simplify skill to request a clearer rewrite when automatic checks did not trigger.","w":"A developer who finds a specific agent answer too complex even though Nopus did not request a rewrite.","o":"The agent returns a clearer version of the preceding response that keeps meaning, technical terms, commands, and qualifications.","c":"Software and DevOps","r":"Vistyy/nopus","rt":"Nopus","rs":"vistyy-nopus","u":"/use-cases/vistyy-nopus/simplify-one-response-manually/","b":false,"f":false,"sc":0.7},{"id":"vlinx-io-velaterm--run-several-coding-agents-in-one-app","t":"Run several coding agents side by side in one app","s":"Manage Claude Code, Codex and other agents as sessions in one tree, with live status.","w":"A developer who uses more than one coding agent on the same codebase and loses track of which session is doing what.","o":"All agent sessions sit in one project tree with live status, and you can split them side by side.","c":"Software and DevOps","r":"vlinx-io/VelaTerm","rt":"Vela Term","rs":"vlinx-io-velaterm","u":"/use-cases/vlinx-io-velaterm/run-several-coding-agents-in-one-app/","b":true,"f":false,"sc":1.0},{"id":"vlinx-io-velaterm--split-large-task-across-agent-team","t":"Split a large coding task across a team of agents","s":"Let a planner session split work into parts that executor sessions build in parallel.","w":"A developer facing a large refactor or feature that is too big for one agent session to handle cleanly.","o":"A planner writes the plan, executors each build one part in their own worktree, and reports return to the planner for review.","c":"Software and DevOps","r":"vlinx-io/VelaTerm","rt":"Vela 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reports.","w":"A developer or security reviewer who wants a first pass over a project they own before a release.","o":"A Markdown or JSON report with source evidence and a clear list of coverage limits for the audited code.","c":"Software and DevOps","r":"vlinx-io/VelaTerm","rt":"Vela Term","rs":"vlinx-io-velaterm","u":"/use-cases/vlinx-io-velaterm/audit-a-codebase-with-bundled-security-workflows/","b":false,"f":false,"sc":0.7},{"id":"vlinx-io-velaterm--answer-agents-from-your-phone","t":"Answer agents from your phone when they need you","s":"Scan a QR code to browse your session tree and reply to agents from iOS or Android.","w":"A developer who starts long agent tasks at a desk and wants to respond from a phone when away.","o":"You get a push notification when an agent needs you, and you can read its replies and answer from your phone.","c":"Software and DevOps","r":"vlinx-io/VelaTerm","rt":"Vela 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MCP server to search dashboards and query datasources while you look into an incident.","w":"An on-call engineer who received a Grafana alert and needs to find the relevant dashboards and data quickly.","o":"The assistant lists the related dashboards, runs the queries you choose, and returns a short summary of what the data shows.","c":"Software and DevOps","r":"VoltAgent/official-mcp-servers","rt":"Official MCP Servers","rs":"voltagent-official-mcp-servers","u":"/use-cases/voltagent-official-mcp-servers/investigate-grafana-incidents/","b":false,"f":false,"sc":0.9},{"id":"voltagent-official-mcp-servers--query-neon-postgres-from-assistant","t":"Query and branch Neon Postgres from an AI assistant","s":"Connect the Neon MCP server so an assistant can manage Neon projects and branches for a Postgres database.","w":"A backend developer who wants to inspect data or create a database branch for testing without leaving the chat.","o":"The assistant lists your Neon projects and branches and can carry out the branch task you describe.","c":"Software and DevOps","r":"VoltAgent/official-mcp-servers","rt":"Official MCP Servers","rs":"voltagent-official-mcp-servers","u":"/use-cases/voltagent-official-mcp-servers/query-neon-postgres-from-assistant/","b":false,"f":false,"sc":0.8},{"id":"voltagent-official-mcp-servers--deploy-app-to-cloud-run","t":"Deploy an app to Google Cloud Run from chat","s":"Use the Cloud Run MCP server so an AI assistant can deploy your app to Google Cloud Run.","w":"A developer with a working app on Google Cloud who wants to ship a new version without switching to the console.","o":"The assistant deploys the app you point it to and reports the service URL it gets back.","c":"Software and DevOps","r":"VoltAgent/official-mcp-servers","rt":"Official MCP Servers","rs":"voltagent-official-mcp-servers","u":"/use-cases/voltagent-official-mcp-servers/deploy-app-to-cloud-run/","b":false,"f":false,"sc":0.7},{"id":"vuk97-forward-implementation-first--unblock-stalled-pipeline-stage","t":"Unblock a pipeline stage stalled by a stale marker","s":"Run a blocked stage by hand, validate it, publish it, and continue from the cursor.","w":"A data or pipeline engineer whose staged run stopped because a hash or receipt no longer matches after one producer changed.","o":"The blocked stage runs, its output is validated and published, the cursor moves forward, and only the smallest affected cone is replayed.","c":"Software and DevOps","r":"Vuk97/forward-implementation-first","rt":"Forward Implementation First","rs":"vuk97-forward-implementation-first","u":"/use-cases/vuk97-forward-implementation-first/unblock-stalled-pipeline-stage/","b":true,"f":false,"sc":1.0},{"id":"vuk97-forward-implementation-first--keep-agent-shipping-features","t":"Keep an agent building features over multi-day roadmaps","s":"Stop an agent from curating receipts and progress metadata instead of building.","w":"A developer who hands a roadmap to a coding agent that runs for days with little supervision.","o":"The agent focuses on semantic implementation and focused validation, and bookkeeping is done only when the user asks or the artifact is part of the product.","c":"Software and DevOps","r":"Vuk97/forward-implementation-first","rt":"Forward Implementation First","rs":"vuk97-forward-implementation-first","u":"/use-cases/vuk97-forward-implementation-first/keep-agent-shipping-features/","b":false,"f":false,"sc":0.9},{"id":"vuk97-forward-implementation-first--coordinate-parallel-agents-one-writer","t":"Coordinate parallel agents with one writer for publication","s":"Let workers prepare and inspect while one writer owns publication and cursor movement.","w":"A team lead running several agents or sessions against one repository at the same time.","o":"Exactly one writer publishes and moves the cursor, workers' output is verified before use, and the team avoids invented busywork.","c":"Software and DevOps","r":"Vuk97/forward-implementation-first","rt":"Forward Implementation First","rs":"vuk97-forward-implementation-first","u":"/use-cases/vuk97-forward-implementation-first/coordinate-parallel-agents-one-writer/","b":false,"f":false,"sc":0.8},{"id":"vuk97-forward-implementation-first--install-skill-for-coding-agents","t":"Install the skill for Claude Code and Codex","s":"Clone the repo and run the install script to add the skill to both agents.","w":"A developer who wants a default guardrail against bookkeeping stalls in Claude Code and Codex.","o":"The skill is copied into the skill directories for Claude Code and Codex and loads by default in new sessions.","c":"Software and DevOps","r":"Vuk97/forward-implementation-first","rt":"Forward Implementation First","rs":"vuk97-forward-implementation-first","u":"/use-cases/vuk97-forward-implementation-first/install-skill-for-coding-agents/","b":false,"f":false,"sc":0.7},{"id":"w3cj-jev-chat--ask-everyday-questions-without-an-llm","t":"Ask weather, unit and recipe questions without an LLM","s":"Run the chat bar locally and get weather, unit conversions and recipes from tools, not model text.","w":"A person who wants quick everyday answers from a chat bar and does not want a language model to make up numbers or facts.","o":"A running local chat app that answers weather, unit and recipe questions, with every value on screen typed by the user or returned by a tool.","c":"Personal productivity","r":"w3cj/jev-chat","rt":"Jev Chat","rs":"w3cj-jev-chat","u":"/use-cases/w3cj-jev-chat/ask-everyday-questions-without-an-llm/","b":true,"f":false,"sc":1.0},{"id":"w3cj-jev-chat--manage-tasks-and-home-lights-by-chat","t":"Add Todoist reminders and control Home Assistant by chat","s":"Connect Todoist and Home Assistant so one chat bar can add reminders and switch devices.","w":"A person who runs Home Assistant and uses Todoist, and wants to add a reminder or switch a light from one typed message.","o":"A chat bar that adds a Todoist task from a typed reminder and changes a Home Assistant device after a confirm step.","c":"Personal productivity","r":"w3cj/jev-chat","rt":"Jev Chat","rs":"w3cj-jev-chat","u":"/use-cases/w3cj-jev-chat/manage-tasks-and-home-lights-by-chat/","b":false,"f":false,"sc":0.9},{"id":"w3cj-jev-chat--answer-facts-from-wikipedia-and-web-search","t":"Answer factual questions from Wikipedia and web search","s":"Get sourced facts from Wikipedia and Brave Search, with no model writing the answer.","w":"A researcher or student who wants short factual answers pulled from a reference source and does not want a summary invented by a model.","o":"Factual answers such as a mountain height or a podcast host, each built from Wikipedia or search tool data.","c":"Personal 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founder or ops person with a backlog of hundreds of emails who needs each one sorted by a typed decision.","o":"A short script or call that returns a typed label and confidence for each email, with a measured cost per batch.","c":"Research","r":"walidboulanouar/awesome-jev-use-cases","rt":"Awesome Jev Use Cases","rs":"walidboulanouar-awesome-jev-use-cases","u":"/use-cases/walidboulanouar-awesome-jev-use-cases/triage-inbox-with-jev-classifier/","b":true,"f":false,"sc":1.0},{"id":"walidboulanouar-awesome-jev-use-cases--filter-feed-with-jev-classifier","t":"Filter a social feed with a Jev classifier","s":"Adapt a listed feed-filter demo to score posts as you scroll.","w":"A developer building a personal feed filter who wants to hide low-quality posts without a slow model call.","o":"A function that takes a post and returns a Jev typed answer, such as keep or hide, with a confidence value.","c":"Research","r":"walidboulanouar/awesome-jev-use-cases","rt":"Awesome Jev Use 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Code from over-hardening a small feature","s":"Append the HERO scope block to CLAUDE.md so Claude Code stops adding unneeded hashes, flags and wrappers.","w":"A solo developer using Claude Code on a small project who keeps getting checksums, feature flags and compat layers for features that will never need them.","o":"CLAUDE.md contains the SCOPE LIMITS block, so the agent loads the rules at the start of every session and proposes only fixes that are in scope.","c":"Software and DevOps","r":"wanshuiyin/HERO-Anti-OverDefense","rt":"HERO Anti Over Defense","rs":"wanshuiyin-hero-anti-overdefense","u":"/use-cases/wanshuiyin-hero-anti-overdefense/paste-scope-limits-into-claude-md/","b":true,"f":false,"sc":1.0},{"id":"wanshuiyin-hero-anti-overdefense--adapt-hero-block-for-codex-agents-md","t":"Add the HERO block to Codex's AGENTS.md","s":"Put the same contract in AGENTS.md so Codex follows the scope limits on each run.","w":"A developer who runs Codex on a repo and wants the same over-defense limits they use with Claude Code.","o":"AGENTS.md carries the SCOPE LIMITS block, and Codex reads it when it starts a task in that repo.","c":"Software and DevOps","r":"wanshuiyin/HERO-Anti-OverDefense","rt":"HERO Anti Over Defense","rs":"wanshuiyin-hero-anti-overdefense","u":"/use-cases/wanshuiyin-hero-anti-overdefense/adapt-hero-block-for-codex-agents-md/","b":false,"f":false,"sc":0.9},{"id":"wanshuiyin-hero-anti-overdefense--quote-hero-cases-when-agent-argues","t":"Quote a HERO case ID when an agent defends its extra checks","s":"Point the agent to a named catalogue case when it insists a hash or extra review is needed.","w":"A reviewer or lead developer whose coding agent keeps arguing that an extra check is necessary.","o":"The reviewer names the matching case and the agent either justifies the check against the requirement or drops it.","c":"Software and DevOps","r":"wanshuiyin/HERO-Anti-OverDefense","rt":"HERO Anti Over 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Canvas","rs":"weike-zhang-architecture-canvas","u":"/use-cases/weike-zhang-architecture-canvas/try-diagram-editor-offline-without-api-key/","b":false,"f":false,"sc":0.9},{"id":"weike-zhang-architecture-canvas--agent-renders-diagrams-from-authorized-folder","t":"Let an AI agent render diagrams through the MCP server","s":"Connect an agent over MCP stdio so it can read documents in one approved folder and render diagrams.","w":"A platform engineer building an agent workflow that must produce architecture diagrams from a fixed, approved set of documents.","o":"An MCP stdio connection that exposes diagram rendering and document reading only within the folder you authorized.","c":"Software and DevOps","r":"weike-zhang/architecture-canvas","rt":"Architecture Canvas","rs":"weike-zhang-architecture-canvas","u":"/use-cases/weike-zhang-architecture-canvas/agent-renders-diagrams-from-authorized-folder/","b":false,"f":false,"sc":0.8},{"id":"wh000wh000-awesome-claude-mods--find-mod-by-evidence-grade","t":"Find a Claude Code mod that matches your task","s":"Filter 597 mod entries by how well each one is verified before you install anything.","w":"A developer using Claude Code who wants a mod for a specific job, such as a status band or a helper agent, and does not want to trust unverified claims.","o":"A short list of candidate mods, each labelled with the evidence grade the index assigns, ready to review.","c":"Software and DevOps","r":"wh000wh000/awesome-claude-mods","rt":"Awesome Claude Mods","rs":"wh000wh000-awesome-claude-mods","u":"/use-cases/wh000wh000-awesome-claude-mods/find-mod-by-evidence-grade/","b":true,"f":false,"sc":1.0},{"id":"wh000wh000-awesome-claude-mods--enable-you-should-know-mod","t":"Turn on the built-in You should know mod","s":"Enable Anthropic's built-in side agent that flags things you or Claude might miss.","w":"A Claude Code user on a first-party session with telemetry on who wants a second set of eyes on work in progress.","o":"The You should know mod is active in your session and its flags appear while you work.","c":"Software and DevOps","r":"wh000wh000/awesome-claude-mods","rt":"Awesome Claude Mods","rs":"wh000wh000-awesome-claude-mods","u":"/use-cases/wh000wh000-awesome-claude-mods/enable-you-should-know-mod/","b":false,"f":false,"sc":0.9},{"id":"wh000wh000-awesome-claude-mods--vet-community-mod-before-install","t":"Review a community mod before you install it","s":"Read a third-party mod's own repository and check its mod API use before running it.","w":"A developer who has picked a community mod from the index and must decide whether it is safe to run in a session with their code.","o":"A written go or no-go decision on one mod, based on its source and the mod surface it uses.","c":"Software and DevOps","r":"wh000wh000/awesome-claude-mods","rt":"Awesome Claude Mods","rs":"wh000wh000-awesome-claude-mods","u":"/use-cases/wh000wh000-awesome-claude-mods/vet-community-mod-before-install/","b":false,"f":false,"sc":0.8},{"id":"wh000wh000-awesome-jev-live--pick-official-jev-sdk","t":"Pick the right official Jev SDK for your stack","s":"Compare the official Python and TypeScript clients and choose one for your project.","w":"A developer who has decided to use Jev and needs to know which official client to install for their language.","o":"You know which official SDK matches your language and how its typed answers are handled.","c":"Software and DevOps","r":"wh000wh000/awesome-jev-live","rt":"Awesome Jev Live","rs":"wh000wh000-awesome-jev-live","u":"/use-cases/wh000wh000-awesome-jev-live/pick-official-jev-sdk/","b":true,"f":false,"sc":1.0},{"id":"wh000wh000-awesome-jev-live--ab-test-jev-against-prompt","t":"A/B test a typed Jev decision against a prompt","s":"Swap in the official drop-in adapter to measure Jev against an ordinary LLM on your data.","w":"An engineer whose team is deciding whether a typed model call is worth it over a prompt to a general LLM.","o":"You have a side-by-side result on your own examples for Jev and a standard LLM backend.","c":"Software and DevOps","r":"wh000wh000/awesome-jev-live","rt":"Awesome Jev Live","rs":"wh000wh000-awesome-jev-live","u":"/use-cases/wh000wh000-awesome-jev-live/ab-test-jev-against-prompt/","b":false,"f":false,"sc":0.9},{"id":"wh000wh000-awesome-jev-live--shortlist-jev-clients-by-evidence","t":"Shortlist Jev clients using evidence grades only","s":"Filter the index to projects that were opened and read, skipping unverified ones.","w":"A technical lead assembling a shortlist of Jev tools who needs to avoid listing projects that merely look related.","o":"You have a shortlist where every entry has an evidence grade you can defend.","c":"Software and DevOps","r":"wh000wh000/awesome-jev-live","rt":"Awesome Jev Live","rs":"wh000wh000-awesome-jev-live","u":"/use-cases/wh000wh000-awesome-jev-live/shortlist-jev-clients-by-evidence/","b":false,"f":false,"sc":0.8},{"id":"wh000wh000-awesome-jev-live--build-typed-triage-gate","t":"Build a typed triage gate for a bounded workflow","s":"Use Choice, Score and Noul answers to route items inside an existing pipeline.","w":"A developer building routing, triage or moderation steps in a workflow where the decision must branch in code.","o":"Your pipeline branches on a Choice value, a Score rubric or a yes/no probability instead of parsing prose.","c":"Software and DevOps","r":"wh000wh000/awesome-jev-live","rt":"Awesome Jev Live","rs":"wh000wh000-awesome-jev-live","u":"/use-cases/wh000wh000-awesome-jev-live/build-typed-triage-gate/","b":false,"f":false,"sc":0.7},{"id":"whirlchat-whirl--self-host-whirl-chat-app","t":"Run your own copy of the Whirl chat app","s":"Clone the repo, connect Convex, Clerk, and OpenRouter, and chat with models from your own deployment.","w":"A developer who wants a private, self-run AI chat app and has the three required accounts ready.","o":"A local Whirl instance at localhost:3000 where you can send messages to models through OpenRouter.","c":"Software and DevOps","r":"whirlchat/whirl","rt":"Whirl","rs":"whirlchat-whirl","u":"/use-cases/whirlchat-whirl/self-host-whirl-chat-app/","b":true,"f":false,"sc":1.0},{"id":"whirlchat-whirl--connect-team-tools-over-mcp","t":"Give a team chat access to its own tools via MCP","s":"Add MCP integrations, with OAuth, so Whirl can work with the tools your team already uses.","w":"A team lead or developer who runs Whirl for a group and wants the assistant to reach internal tools.","o":"Whirl connected to one or more of your own MCP tools, with OAuth sign-in where the tool requires it.","c":"Software and DevOps","r":"whirlchat/whirl","rt":"Whirl","rs":"whirlchat-whirl","u":"/use-cases/whirlchat-whirl/connect-team-tools-over-mcp/","b":false,"f":false,"sc":0.9},{"id":"whirlchat-whirl--lock-private-chats-with-password","t":"Keep sensitive chats locked on your device","s":"Use locked chats so messages are encrypted on your device and answered only by zero-retention models.","w":"A user or team member who discusses sensitive material and wants chats the server cannot read.","o":"Chats that are encrypted on your device with a password the server never sees.","c":"Software and DevOps","r":"whirlchat/whirl","rt":"Whirl","rs":"whirlchat-whirl","u":"/use-cases/whirlchat-whirl/lock-private-chats-with-password/","b":false,"f":false,"sc":0.8},{"id":"whirlchat-whirl--research-with-memory-and-live-web","t":"Run research chats with memory and live web search","s":"Enable web search, page reading, and long-term memory so answers use today's web and past context.","w":"A researcher or analyst who asks repeat questions over days and needs current sources in each answer.","o":"Answers grounded in live web results, plus preferences and projects remembered across chats.","c":"Software and DevOps","r":"whirlchat/whirl","rt":"Whirl","rs":"whirlchat-whirl","u":"/use-cases/whirlchat-whirl/research-with-memory-and-live-web/","b":false,"f":false,"sc":0.7},{"id":"whitecircle-halo--lora-sft-single-gpu","t":"Fine-tune a Hugging Face LLM with LoRA on one GPU","s":"Run a LoRA SFT job on a Qwen3 model with one command from a ready YAML config.","w":"An ML engineer who wants to adapt an open Hugging Face model to a chat or instruction dataset and has a single GPU.","o":"A LoRA fine-tuned checkpoint that still loads with from_pretrained.","c":"Software and DevOps","r":"whitecircle/halo","rt":"Halo","rs":"whitecircle-halo","u":"/use-cases/whitecircle-halo/lora-sft-single-gpu/","b":true,"f":false,"sc":1.0},{"id":"whitecircle-halo--moe-expert-parallel-sft","t":"Train a mixture-of-experts model across 8 GPUs","s":"Use Expert Parallelism on a MoE model to spread experts over 8 GPUs with one launch command.","w":"A researcher or platform engineer training a MoE model such as Qwen3.5-35B-A3B who needs more throughput than a single GPU gives.","o":"An SFT run that shards experts across 8 GPUs and writes a checkpoint that can be merged and exported.","c":"Software and DevOps","r":"whitecircle/halo","rt":"Halo","rs":"whitecircle-halo","u":"/use-cases/whitecircle-halo/moe-expert-parallel-sft/","b":false,"f":false,"sc":0.9},{"id":"whitecircle-halo--async-rl-with-environments","t":"Run multi-turn RL against vLLM or SGLang rollouts","s":"Train a policy with asynchronous GRPO where Ray actors roll out environments on vLLM or SGLang.","w":"A team building an RL post-training loop for a model that needs multi-turn interaction with verifiable environments.","o":"An async GRPO run that pushes updated weights to the rollout servers and logs training progress.","c":"Software and DevOps","r":"whitecircle/halo","rt":"Halo","rs":"whitecircle-halo","u":"/use-cases/whitecircle-halo/async-rl-with-environments/","b":false,"f":false,"sc":0.8},{"id":"whitecircle-halo--quantize-checkpoint-nvfp4","t":"Quantize a trained checkpoint to NVFP4","s":"Convert a saved checkpoint to a low-precision NVFP4 format with one Halo run command.","w":"An engineer preparing a trained model for cheaper inference who has a checkpoint directory from a Halo run.","o":"A quantized NVFP4 checkpoint written to a new output directory.","c":"Software and DevOps","r":"whitecircle/halo","rt":"Halo","rs":"whitecircle-halo","u":"/use-cases/whitecircle-halo/quantize-checkpoint-nvfp4/","b":false,"f":false,"sc":0.7},{"id":"whitecircle-halo--agent-driven-training-setup","t":"Let a coding agent set up and launch training jobs","s":"Point Claude Code or Codex at the repo skills to choose parallelism and launch a Halo run.","w":"A developer who wants a coding agent to handle the config, parallelism choice, and launch steps for a training job.","o":"An agent-run training job with parallelism settings chosen from the repo skills and a log of the launch.","c":"Software and DevOps","r":"whitecircle/halo","rt":"Halo","rs":"whitecircle-halo","u":"/use-cases/whitecircle-halo/agent-driven-training-setup/","b":false,"f":false,"sc":0.6},{"id":"whitelonng-dshcode--run-deepseek-agent-desktop","t":"Run a DeepSeek agent on your desktop without a terminal","s":"Install the DSHCode app, add your DeepSeek API key, and start an agent session in a workspace.","w":"A non-developer or busy professional who wants an AI agent that can work on files and run tools, and who does not want to use a command line.","o":"A working desktop agent session that uses the official DeepSeek API, with the app managing its own Web profile.","c":"Personal productivity","r":"whitelonng/dshcode","rt":"Dshcode","rs":"whitelonng-dshcode","u":"/use-cases/whitelonng-dshcode/run-deepseek-agent-desktop/","b":true,"f":false,"sc":1.0},{"id":"whitelonng-dshcode--run-dshcode-web-ui-from-source","t":"Run the DSHCode Web UI from source for development","s":"Clone the repo, install dependencies, build, and start the local Web UI with pnpm.","w":"A developer who wants to read, test, or change the Web UI and plugin runtime rather than use the packaged app.","o":"A local Web UI address printed by the command, opened in a browser for testing.","c":"Personal productivity","r":"whitelonng/dshcode","rt":"Dshcode","rs":"whitelonng-dshcode","u":"/use-cases/whitelonng-dshcode/run-dshcode-web-ui-from-source/","b":false,"f":false,"sc":0.9},{"id":"whitelonng-dshcode--install-and-update-agent-plugins","t":"Install, update, and toggle agent plugins from npm or Git","s":"Add new agent capabilities by installing plugins, checking for updates, and enabling or disabling each one.","w":"A power user or developer who wants to add skills or tools to their DSHCode agent without changing the app itself.","o":"One or more plugins installed from an npm package or Git repository, with update checks and per-plugin enable or disable controls.","c":"Personal productivity","r":"whitelonng/dshcode","rt":"Dshcode","rs":"whitelonng-dshcode","u":"/use-cases/whitelonng-dshcode/install-and-update-agent-plugins/","b":false,"f":false,"sc":0.8},{"id":"whitelonng-dshcode--build-desktop-installers-for-a-team","t":"Build DSHCode desktop installers for macOS and Windows","s":"Run the desktop build command to produce installer artifacts, or use the Desktop workflow for the full matrix.","w":"A developer or maintainer who needs to produce DSHCode installers for their own team or a fork.","o":"Installer files written to the release folder, ready to share or test.","c":"Personal productivity","r":"whitelonng/dshcode","rt":"Dshcode","rs":"whitelonng-dshcode","u":"/use-cases/whitelonng-dshcode/build-desktop-installers-for-a-team/","b":false,"f":false,"sc":0.7},{"id":"wildminder-awesome-qwen-image--generate-images-with-official-base-model","t":"Generate images with the official Qwen-Image-2.1 base model","s":"Run the reference BF16 Diffusers checkpoint for text-to-image and editing.","w":"A developer or researcher who wants the reference model and a standard Diffusers setup.","o":"A working generation from the official weights, with a clear baseline to compare other variants against.","c":"Content","r":"wildminder/awesome-qwen-image","rt":"Awesome Qwen Image","rs":"wildminder-awesome-qwen-image","u":"/use-cases/wildminder-awesome-qwen-image/generate-images-with-official-base-model/","b":true,"f":false,"sc":1.0},{"id":"wildminder-awesome-qwen-image--run-qwen-image-in-comfyui-on-8gb-gpu","t":"Run Qwen-Image 2.1 in ComfyUI on an 8 to 12 GB GPU","s":"Use the INT4 ConvRot pack or Comfy-Org int8 files in a recent ComfyUI build.","w":"A ComfyUI user with a consumer GPU of 8 to 12 GB VRAM who wants a local image workflow.","o":"A ComfyUI workflow that loads quantized Qwen-Image 2.1 weights and generates images on modest VRAM.","c":"Content","r":"wildminder/awesome-qwen-image","rt":"Awesome Qwen Image","rs":"wildminder-awesome-qwen-image","u":"/use-cases/wildminder-awesome-qwen-image/run-qwen-image-in-comfyui-on-8gb-gpu/","b":false,"f":false,"sc":0.9},{"id":"wildminder-awesome-qwen-image--generate-images-in-eight-steps-with-turbo","t":"Generate images in 8 steps with the official Turbo model","s":"Use Qwen's own 8-step checkpoint with CFG 1.0 for faster generation.","w":"A user who needs quicker image output and has a diffusers build that supports pipeline-configured sampling.","o":"Images generated in 8 steps with the sampling schedule built into the checkpoint.","c":"Content","r":"wildminder/awesome-qwen-image","rt":"Awesome Qwen Image","rs":"wildminder-awesome-qwen-image","u":"/use-cases/wildminder-awesome-qwen-image/generate-images-in-eight-steps-with-turbo/","b":false,"f":false,"sc":0.8},{"id":"wildminder-awesome-qwen-image--rewrite-short-requests-into-detailed-prompts","t":"Rewrite short requests into detailed image prompts","s":"Use the official PE-T2I rewriter to expand a brief idea and get an aspect ratio.","w":"A content creator who writes short requests in any language and wants a detailed English prompt.","o":"A detailed English prompt and a recommended aspect ratio you can map to an image size.","c":"Content","r":"wildminder/awesome-qwen-image","rt":"Awesome Qwen Image","rs":"wildminder-awesome-qwen-image","u":"/use-cases/wildminder-awesome-qwen-image/rewrite-short-requests-into-detailed-prompts/","b":false,"f":false,"sc":0.7},{"id":"wildminder-awesome-qwen-image--run-qwen-image-locally-with-gguf","t":"Run Qwen-Image 2.1 locally with llama.cpp and GGUF quants","s":"Pick a GGUF quant from Q2_K to Q8_0 that fits your memory budget.","w":"A local-AI user who already runs llama.cpp and wants a quantized Qwen-Image 2.1 file.","o":"A GGUF quant that runs under llama.cpp at a memory level you choose.","c":"Content","r":"wildminder/awesome-qwen-image","rt":"Awesome Qwen Image","rs":"wildminder-awesome-qwen-image","u":"/use-cases/wildminder-awesome-qwen-image/run-qwen-image-locally-with-gguf/","b":false,"f":false,"sc":0.6},{"id":"with-pebbly-aseprite-ai-artist--draw-sprite-in-open-aseprite","t":"Draw a pixel sprite live in your open Aseprite","s":"Have your coding agent draw a sprite in the Aseprite window you already have open.","w":"A hobbyist or indie game developer who wants a small character or object drawn quickly and wants to watch and undo each step.","o":"A sprite drawn step by step in your open Aseprite document, where each step is one Ctrl+Z, with a note from the agent on what it compromised on.","c":"Content","r":"with-pebbly/aseprite-ai-artist","rt":"Aseprite AI Artist","rs":"with-pebbly-aseprite-ai-artist","u":"/use-cases/with-pebbly-aseprite-ai-artist/draw-sprite-in-open-aseprite/","b":true,"f":false,"sc":1.0},{"id":"with-pebbly-aseprite-ai-artist--animate-sprite-and-export-spritesheet","t":"Animate a sprite and export a spritesheet for your engine","s":"Turn a drawn character into a tagged animation and export it as a spritesheet.","w":"A game developer who has a character drawn and needs idle or walk cycles for an engine such as Godot.","o":"A tagged animation cycle in Aseprite, exported as a spritesheet with an atlas, ready for your game engine.","c":"Content","r":"with-pebbly/aseprite-ai-artist","rt":"Aseprite AI Artist","rs":"with-pebbly-aseprite-ai-artist","u":"/use-cases/with-pebbly-aseprite-ai-artist/animate-sprite-and-export-spritesheet/","b":false,"f":false,"sc":0.9},{"id":"with-pebbly-aseprite-ai-artist--review-pixel-art-with-fresh-eyes","t":"Get a blind critique of your pixel art before shipping","s":"Have a separate critic judge your sprite cold and fix only the blockers it names.","w":"An artist or developer who has drawn a sprite and wants an honest read before publishing or using it in a game.","o":"A cold read of what the sprite shows, a scored critique, and any blocking issues fixed one at a time with a blind A/B check on each fix.","c":"Content","r":"with-pebbly/aseprite-ai-artist","rt":"Aseprite AI Artist","rs":"with-pebbly-aseprite-ai-artist","u":"/use-cases/with-pebbly-aseprite-ai-artist/review-pixel-art-with-fresh-eyes/","b":false,"f":false,"sc":0.8},{"id":"with-pebbly-aseprite-ai-artist--batch-render-sprites-headless","t":"Batch-render sprites with Aseprite in headless mode","s":"Run Aseprite without a window so an agent can build a batch of assets in CI.","w":"A developer who maintains a build pipeline or a batch of game assets and needs sprites produced without someone watching a window.","o":"An agent working against a headless Aseprite instance that saves files only when the agent chooses to save.","c":"Content","r":"with-pebbly/aseprite-ai-artist","rt":"Aseprite AI Artist","rs":"with-pebbly-aseprite-ai-artist","u":"/use-cases/with-pebbly-aseprite-ai-artist/batch-render-sprites-headless/","b":false,"f":false,"sc":0.7},{"id":"wiziscool-oh-my-cpa--install-oh-my-cpa-with-a-coding-agent","t":"Install Oh My CPA by handing the setup to an agent","s":"A coding agent inspects the machine, picks an install method and sets up the console.","w":"A developer with Claude Code, Codex or Cursor open who wants CLIProxyAPI's console running without reading the install docs.","o":"The agent installs Oh My CPA with a method that matches the machine, and the console is ready to sign in.","c":"Software and DevOps","r":"WizisCool/oh-my-cpa","rt":"Oh My Cpa","rs":"wiziscool-oh-my-cpa","u":"/use-cases/wiziscool-oh-my-cpa/install-oh-my-cpa-with-a-coding-agent/","b":true,"f":false,"sc":1.0},{"id":"wiziscool-oh-my-cpa--track-request-cost-and-usage","t":"Track request volume, tokens and cost per model","s":"See which models, providers and client keys drive usage and spend across CPA requests.","w":"An operator running CLIProxyAPI for a team who needs to know what each model and client costs.","o":"A dashboard with request volume, token throughput, cache hit rate and cost, plus filterable request records for any time range.","c":"Software and DevOps","r":"WizisCool/oh-my-cpa","rt":"Oh My Cpa","rs":"wiziscool-oh-my-cpa","u":"/use-cases/wiziscool-oh-my-cpa/track-request-cost-and-usage/","b":false,"f":false,"sc":0.9},{"id":"wiziscool-oh-my-cpa--route-clients-through-one-gateway","t":"Add providers and client keys behind one gateway","s":"Configure AI providers and named client keys once, then point every client at CPA.","w":"A developer who wants several apps or teammates to use the same set of AI providers through one endpoint.","o":"Providers are enabled in the console, each client has its own named key, and clients send requests to CPA at http://127.0.0.1:8317.","c":"Software and DevOps","r":"WizisCool/oh-my-cpa","rt":"Oh My Cpa","rs":"wiziscool-oh-my-cpa","u":"/use-cases/wiziscool-oh-my-cpa/route-clients-through-one-gateway/","b":false,"f":false,"sc":0.8},{"id":"wiziscool-oh-my-cpa--check-oauth-quota-windows","t":"Check Codex and Claude quota windows before a busy day","s":"Read quota and window capacity estimates for each OAuth credential in one console.","w":"A person with Codex or Claude OAuth sign-ins who needs to know how much capacity each credential has left.","o":"A per-credential view of quota readings and estimated window capacity, with refresh times set in OMC Settings.","c":"Software and DevOps","r":"WizisCool/oh-my-cpa","rt":"Oh My Cpa","rs":"wiziscool-oh-my-cpa","u":"/use-cases/wiziscool-oh-my-cpa/check-oauth-quota-windows/","b":false,"f":false,"sc":0.7},{"id":"worldbench-diffusionopsd--post-train-sd35-on-image-reward","t":"Post-train SD3.5-M toward a chosen image reward","s":"Fine-tune SD3.5-M with Diffusion OPSD using a reward preset and measure the held-out score.","w":"An ML engineer with a multi-GPU Linux box who wants to improve SD3.5-M outputs for a specific aesthetic or preference score.","o":"A DiffusionOPSD-trained SD3.5-M checkpoint and training logs for one reward objective, ready to compare against the README's reported held-out results.","c":"Research","r":"worldbench/DiffusionOPSD","rt":"Diffusion OPSD","rs":"worldbench-diffusionopsd","u":"/use-cases/worldbench-diffusionopsd/post-train-sd35-on-image-reward/","b":true,"f":false,"sc":1.0},{"id":"worldbench-diffusionopsd--check-reward-stack-before-training","t":"Verify reward models load before a long training run","s":"Run the README setup checks and gradient smoke tests so a failed reward stack does not waste GPU hours.","w":"A researcher about to start a costly run who needs to confirm HPSv3 or DeQA work on their machine.","o":"Pass or fail results for the HPSv3 and DeQA setup checks and differentiable reward path, so the team knows the stack is usable.","c":"Research","r":"worldbench/DiffusionOPSD","rt":"Diffusion OPSD","rs":"worldbench-diffusionopsd","u":"/use-cases/worldbench-diffusionopsd/check-reward-stack-before-training/","b":false,"f":false,"sc":0.9},{"id":"worldbench-diffusionopsd--train-z-image-turbo-at-1024","t":"Train the Z-Image-Turbo backbone at 1024 resolution","s":"Run Diffusion OPSD on the few-step Z-Image-Turbo regime at 1024 pixels.","w":"A researcher who wants a few-step, high-resolution diffusion model tuned for a reward and has a Diffusers build with ZImagePipeline.","o":"A Z-Image-Turbo checkpoint trained at 1024 pixels with the Diffusion OPSD recipe, along with the training efficiency numbers to compare with DiffusionNFT.","c":"Research","r":"worldbench/DiffusionOPSD","rt":"Diffusion OPSD","rs":"worldbench-diffusionopsd","u":"/use-cases/worldbench-diffusionopsd/train-z-image-turbo-at-1024/","b":false,"f":false,"sc":0.8},{"id":"xhtoken-spark-x2-6--run-spark-x26-locally-with-transformers","t":"Run Spark-X2.6-4B locally in Python with Transformers","s":"Load the 4B model in a Python script and get a chat reply on your own machine.","w":"A Python developer who wants to test a small on-device model in a script before wiring it into a larger app.","o":"A short Python script that loads XHToken/Spark-X2.6-4B and prints a generated answer to a chat message.","c":"Software and DevOps","r":"XHToken/Spark-X2.6","rt":"Spark X2 6","rs":"xhtoken-spark-x2-6","u":"/use-cases/xhtoken-spark-x2-6/run-spark-x26-locally-with-transformers/","b":true,"f":false,"sc":1.0},{"id":"xhtoken-spark-x2-6--serve-spark-x26-api-with-sglang-on-nvidia","t":"Serve Spark-X2.6-4B as an API with SGLang on NVIDIA GPUs","s":"Run an OpenAI-compatible endpoint with tool-call and reasoning parsers enabled.","w":"A backend engineer on a GPU server who needs a local model endpoint that agent code can call over HTTP.","o":"A running SGLang server on port 30000 that answers chat completion requests under the model name spark2.6.","c":"Software and DevOps","r":"XHToken/Spark-X2.6","rt":"Spark X2 6","rs":"xhtoken-spark-x2-6","u":"/use-cases/xhtoken-spark-x2-6/serve-spark-x26-api-with-sglang-on-nvidia/","b":false,"f":false,"sc":0.9},{"id":"xhtoken-spark-x2-6--serve-spark-x26-api-with-vllm","t":"Serve Spark-X2.6-4B with vLLM for an OpenAI-style API","s":"Deploy the model with the official vLLM Docker image and prefix caching turned on.","w":"An ML platform engineer who already runs vLLM and wants to add Spark-X2.6-4B as another served model.","o":"A vLLM container serving the model on port 30000 with the served name spark25, ready for chat requests.","c":"Software and DevOps","r":"XHToken/Spark-X2.6","rt":"Spark X2 6","rs":"xhtoken-spark-x2-6","u":"/use-cases/xhtoken-spark-x2-6/serve-spark-x26-api-with-vllm/","b":false,"f":false,"sc":0.8},{"id":"xiajiajun516-dsh-config-manager--migrate-dsh-to-new-machine","t":"Move your full DSH setup to a new computer in one export and import","s":"Export your DSH configuration as one ZIP on the old machine and import it on the new one.","w":"A developer who is switching to a new laptop or workstation and does not want to reinstall plugins, MCP servers and skills by hand.","o":"The new machine has your settings, plugins, MCP servers, skills and global instructions (AGENTS.md), with dead absolute paths remapped.","c":"Software and DevOps","r":"xiajiajun516/dsh-config-manager","rt":"DSH Config Manager","rs":"xiajiajun516-dsh-config-manager","u":"/use-cases/xiajiajun516-dsh-config-manager/migrate-dsh-to-new-machine/","b":true,"f":false,"sc":1.0},{"id":"xiajiajun516-dsh-config-manager--schedule-automatic-dsh-backups","t":"Keep a rolling full DSH backup without manual exports","s":"Turn on scheduled backups with a fixed cadence and a retention policy that keeps old copies thinned out.","w":"A user who wants a recent copy of the DSH configuration on disk without remembering to export it.","o":"DSH writes a fresh full backup on a schedule, keeps a set of older copies by retention rule, and flags repeated failures in red.","c":"Software and DevOps","r":"xiajiajun516/dsh-config-manager","rt":"DSH Config Manager","rs":"xiajiajun516-dsh-config-manager","u":"/use-cases/xiajiajun516-dsh-config-manager/schedule-automatic-dsh-backups/","b":false,"f":false,"sc":0.9},{"id":"xiajiajun516-dsh-config-manager--sync-dsh-config-across-machines","t":"Keep DSH configuration in step between machines through Git, WebDAV, S3 or Gist","s":"Push and pull portable configuration through a remote channel, with optional encrypted credentials.","w":"A developer who works on two or more machines and wants the same DSH setup on each without copying ZIP files by hand.","o":"Each machine pushes or pulls the same portable configuration through one configured channel, and the remote only stores ciphertext when credentials are included.","c":"Software and DevOps","r":"xiajiajun516/dsh-config-manager","rt":"DSH Config Manager","rs":"xiajiajun516-dsh-config-manager","u":"/use-cases/xiajiajun516-dsh-config-manager/sync-dsh-config-across-machines/","b":false,"f":false,"sc":0.8},{"id":"xiajiajun516-dsh-config-manager--import-config-from-other-ai-agent","t":"Bring Claude Code, Cursor or Codex setup and chat history into DSH","s":"Translate another AI coding agent's MCP servers, skills, instructions and conversations into a DSH import.","w":"A developer who already uses Claude Code, Cursor, Codex or another supported agent and wants to move that setup into DSH.","o":"DSH shows a reviewable import plan with MCP servers, skills, global instructions, conversations and workspaces, and asks you to re-enter any secret key names.","c":"Software and DevOps","r":"xiajiajun516/dsh-config-manager","rt":"DSH Config Manager","rs":"xiajiajun516-dsh-config-manager","u":"/use-cases/xiajiajun516-dsh-config-manager/import-config-from-other-ai-agent/","b":false,"f":false,"sc":0.7},{"id":"xiajiajun516-dsh-config-manager--rewind-conversation-to-earlier-message","t":"Restart a DSH conversation from an earlier message and optionally revert the wor","s":"Branch a conversation from any user message while keeping the original archived and unchanged.","w":"A developer in a long DSH session who realizes an earlier message sent the work down the wrong path.","o":"A new branch conversation starts from the chosen message, the original stays intact in the archive, and workspace files can be reverted with a per-file diff shown first.","c":"Software and DevOps","r":"xiajiajun516/dsh-config-manager","rt":"DSH Config Manager","rs":"xiajiajun516-dsh-config-manager","u":"/use-cases/xiajiajun516-dsh-config-manager/rewind-conversation-to-earlier-message/","b":false,"f":false,"sc":0.6},{"id":"xiantingwu-verirepro--plan-paper-reproduction-without-running-code","t":"Plan a paper's reproduction without running its code","s":"Map a paper's claims to repository and environment evidence with no third-party code execution.","w":"A researcher or reviewer who wants to see what it would take to reproduce a computational paper before running anyone's experiment code.","o":"A reproduction workspace with planning artifacts such as repository-plan.json and environment-plan.json, plus a report, and no third-party experiment execution.","c":"Research","r":"XiantingWu/VeriRepro","rt":"Veri Repro","rs":"xiantingwu-verirepro","u":"/use-cases/xiantingwu-verirepro/plan-paper-reproduction-without-running-code/","b":true,"f":false,"sc":1.0},{"id":"xiantingwu-verirepro--verify-paper-metrics-in-sandbox","t":"Verify a paper's metrics by running its code in a sandbox","s":"Run a paper's repository in the Docker boundary and get a PASS, FAIL, or PARTIAL verdict.","w":"A reproducibility engineer or lab member who needs a grounded verdict on whether a paper's reported numbers can be reproduced.","o":"A verdict in report.json and report.md, with metrics, figures, tables, and stdout and stderr logs preserved in the workspace.","c":"Research","r":"XiantingWu/VeriRepro","rt":"Veri Repro","rs":"xiantingwu-verirepro","u":"/use-cases/xiantingwu-verirepro/verify-paper-metrics-in-sandbox/","b":false,"f":false,"sc":0.9},{"id":"xiantingwu-verirepro--validate-paper-discovery-with-smoke-gate","t":"Check paper discovery against the 15-paper smoke corpus","s":"Run the deterministic discovery and evidence gate on pinned public papers.","w":"A maintainer or evaluator who wants to confirm Veri Repro's discovery and evidence stages work on a fixed set of real papers.","o":"A pass or fail result from the deterministic gate for the 15 pinned papers in benchmarks/real-paper-smoke.json.","c":"Research","r":"XiantingWu/VeriRepro","rt":"Veri Repro","rs":"xiantingwu-verirepro","u":"/use-cases/xiantingwu-verirepro/validate-paper-discovery-with-smoke-gate/","b":false,"f":false,"sc":0.8},{"id":"xiantingwu-verirepro--score-agent-reproduction-tasks-reprobench","t":"Score agent reproduction runs with the ReproBench adapter","s":"Turn each agent's reproduction task into a result file and a summary with the ReproBench commands.","w":"An evaluator building or comparing AI agents on paper reproduction tasks who needs consistent, auditable results.","o":"A per-task result JSON with outcome, comparisons, failure taxonomy, and provenance, plus one summary JSON across tasks.","c":"Research","r":"XiantingWu/VeriRepro","rt":"Veri Repro","rs":"xiantingwu-verirepro","u":"/use-cases/xiantingwu-verirepro/score-agent-reproduction-tasks-reprobench/","b":false,"f":false,"sc":0.7},{"id":"xiaoduoya-codex-with-chatgpt--plan-with-chatgpt-before-codex-edits","t":"Plan a coding task in ChatGPT before Codex edits","s":"Use your ChatGPT web plan for reasoning while Codex keeps all the editing.","w":"A developer on a ChatGPT Plus or Pro plan whose Codex token budget runs low because planning and review use up so much of it.","o":"ChatGPT plans the change using read-only access to your current workspace, and Codex carries out the edits.","c":"Software and DevOps","r":"XiaoDuoYa/codex-with-chatgpt","rt":"Codex with ChatGPT","rs":"xiaoduoya-codex-with-chatgpt","u":"/use-cases/xiaoduoya-codex-with-chatgpt/plan-with-chatgpt-before-codex-edits/","b":true,"f":false,"sc":1.0},{"id":"xiaoduoya-codex-with-chatgpt--review-codex-changes-with-chatgpt","t":"Have ChatGPT review Codex changes without uploading the repo","s":"Send ChatGPT only the workspace lines it needs to review what Codex wrote.","w":"A developer who wants a second, independent review of Codex's changes but does not want to upload the whole repository.","o":"ChatGPT reads only the specific lines it needs through the read-only bridge and returns a review that Codex can act on.","c":"Software and DevOps","r":"XiaoDuoYa/codex-with-chatgpt","rt":"Codex with ChatGPT","rs":"xiaoduoya-codex-with-chatgpt","u":"/use-cases/xiaoduoya-codex-with-chatgpt/review-codex-changes-with-chatgpt/","b":false,"f":false,"sc":0.9},{"id":"xiaoduoya-codex-with-chatgpt--keep-secrets-out-of-chatgpt-reviews","t":"Keep .env and key files out of ChatGPT reviews","s":"Use the default sensitive-file rules plus your own .c2cignore patterns to protect secrets.","w":"A developer working in a repo with .env files, keys, or credentials who wants ChatGPT reviews without exposing those files.","o":"Sensitive files stay out of ChatGPT's reach, and your own project-specific patterns are added to the rules.","c":"Software and DevOps","r":"XiaoDuoYa/codex-with-chatgpt","rt":"Codex with ChatGPT","rs":"xiaoduoya-codex-with-chatgpt","u":"/use-cases/xiaoduoya-codex-with-chatgpt/keep-secrets-out-of-chatgpt-reviews/","b":false,"f":false,"sc":0.8},{"id":"xiaopuouo-openchatx-mcp--let-chatgpt-edit-code-on-your-machine","t":"Let ChatGPT edit code and run shell commands locally","s":"Give ChatGPT coding-grade file and shell tools on your own computer through one MCP connection.","w":"A developer who wants ChatGPT to read, change, and test a local project without copying code back and forth by hand.","o":"ChatGPT calls OpenChatX file and shell tools against a bound project folder and reports the results in the same chat.","c":"Software and DevOps","r":"XiaoPuOuO/openchatx-mcp","rt":"Openchatx MCP","rs":"xiaopuouo-openchatx-mcp","u":"/use-cases/xiaopuouo-openchatx-mcp/let-chatgpt-edit-code-on-your-machine/","b":true,"f":false,"sc":1.0},{"id":"xiaopuouo-openchatx-mcp--continue-long-tasks-in-new-chats","t":"Continue long ChatGPT tasks in a fresh conversation","s":"Hand off a long-running task to a new chat using a stored summary and a UUID.","w":"A person working on a multi-day task in ChatGPT who has hit the practical context limit of one conversation.","o":"A new ChatGPT conversation receives the stored summary and recent context from the old one, and the agent resumes the task.","c":"Software and DevOps","r":"XiaoPuOuO/openchatx-mcp","rt":"Openchatx MCP","rs":"xiaopuouo-openchatx-mcp","u":"/use-cases/xiaopuouo-openchatx-mcp/continue-long-tasks-in-new-chats/","b":false,"f":false,"sc":0.9},{"id":"xiaopuouo-openchatx-mcp--apply-team-rules-and-skills-to-agent-work","t":"Enforce coding rules and reusable workflows for ChatGPT","s":"Store coding conventions as Rules and step-by-step workflows as Skills the Agent loads on demand.","w":"A team lead who wants every ChatGPT coding session to follow the same React or project conventions.","o":"The Agent loads matching Rules when it touches relevant files and loads a Skill's full instructions when the task calls for it.","c":"Software and DevOps","r":"XiaoPuOuO/openchatx-mcp","rt":"Openchatx MCP","rs":"xiaopuouo-openchatx-mcp","u":"/use-cases/xiaopuouo-openchatx-mcp/apply-team-rules-and-skills-to-agent-work/","b":false,"f":false,"sc":0.8},{"id":"xiaopuouo-openchatx-mcp--route-one-chatgpt-connection-to-existing-mcp-servers","t":"Route existing MCP servers through one ChatGPT connection","s":"Add your MCP servers behind the single OpenChatX connection and sign in where required.","w":"A person who already runs several MCP servers and does not want to add a separate connection in ChatGPT for each one.","o":"ChatGPT reaches the added MCP servers through OpenChatX, and the Dashboard shows which services need sign-in.","c":"Software and DevOps","r":"XiaoPuOuO/openchatx-mcp","rt":"Openchatx MCP","rs":"xiaopuouo-openchatx-mcp","u":"/use-cases/xiaopuouo-openchatx-mcp/route-one-chatgpt-connection-to-existing-mcp-servers/","b":false,"f":false,"sc":0.7},{"id":"xinxuxin-keystone-bench--audit-assistant-decision-evidence","t":"Audit a clinical chat assistant's response to missing evidence","s":"Run the quick set to see whether a model's medical advice moves when a decisive fact changes.","w":"An AI safety or clinical evaluation researcher who needs to test a chat assistant before it answers patient-style questions.","o":"A per-family report with rates for how often the assistant's action follows the evidence on the twins, with the negative controls reported separately.","c":"Research","r":"xinxuxin/keystone-bench","rt":"Keystone Bench","rs":"xinxuxin-keystone-bench","u":"/use-cases/xinxuxin-keystone-bench/audit-assistant-decision-evidence/","b":true,"f":false,"sc":1.0},{"id":"xinxuxin-keystone-bench--check-what-a-new-version-regressed","t":"Find which items a new assistant version fixed or broke","s":"Compare two saved runs item by item to see exactly what changed between versions.","w":"A team shipping updates to a medical chat assistant that needs to know whether a new version got worse on specific decisive-fact cases.","o":"A list of items that changed verdict between the two runs, so the team can review the regressions directly.","c":"Research","r":"xinxuxin/keystone-bench","rt":"Keystone Bench","rs":"xinxuxin-keystone-bench","u":"/use-cases/xinxuxin-keystone-bench/check-what-a-new-version-regressed/","b":false,"f":false,"sc":0.9},{"id":"xinxuxin-keystone-bench--verify-benchmark-rebuild-hashes","t":"Confirm a local rebuild matches the published benchmark","s":"Check your rebuilt twins against the hashes the repository publishes, file by file.","w":"A researcher or auditor who wants to cite Keystone results and needs proof that their local copy matches the released data.","o":"A file-by-file match or mismatch report against the published SHA-256 hashes.","c":"Research","r":"xinxuxin/keystone-bench","rt":"Keystone Bench","rs":"xinxuxin-keystone-bench","u":"/use-cases/xinxuxin-keystone-bench/verify-benchmark-rebuild-hashes/","b":false,"f":false,"sc":0.8},{"id":"xinxuxin-keystone-bench--test-judge-agreement-on-replies","t":"Measure agreement between two judges on the same replies","s":"Compute Cohen's kappa between two action judges to see whether their verdicts agree.","w":"A rubric or grader author who needs to know whether a second judge reads the same replies the same way before trusting a score.","o":"A kappa score showing how far two judges agree on the same set of classified replies.","c":"Research","r":"xinxuxin/keystone-bench","rt":"Keystone Bench","rs":"xinxuxin-keystone-bench","u":"/use-cases/xinxuxin-keystone-bench/test-judge-agreement-on-replies/","b":false,"f":false,"sc":0.7},{"id":"xjli360-sealeap-amazon-skills--diagnose-acos-for-amazon-ads","t":"Diagnose ACOS problems in an Amazon ad account","s":"Run the ACOS diagnostics Skill to find whether ACOS comes from clicks, conversion, traffic mix, or profit.","w":"An Amazon advertiser whose ACOS rose and who needs to know which part of the ad funnel to check first.","o":"A diagnosis that separates click cost, conversion, traffic structure, and profit structure, with listed data gaps and optimization options to verify.","c":"Sales and marketing","r":"xjli360/sealeap-amazon-skills","rt":"Sealeap Amazon Skills","rs":"xjli360-sealeap-amazon-skills","u":"/use-cases/xjli360-sealeap-amazon-skills/diagnose-acos-for-amazon-ads/","b":true,"f":false,"sc":1.0},{"id":"xjli360-sealeap-amazon-skills--review-listing-with-listing-optimizer","t":"Review and revise an Amazon listing with the listing optimizer","s":"Use the Listing optimizer Skill to get a revised listing draft and a list of claims to verify.","w":"A seller or brand team with a weak or outdated product listing that needs a structured review before changes go live.","o":"A revised listing draft, a list of changes with reasons, and the claims that still need checking against official rules.","c":"Sales and marketing","r":"xjli360/sealeap-amazon-skills","rt":"Sealeap Amazon Skills","rs":"xjli360-sealeap-amazon-skills","u":"/use-cases/xjli360-sealeap-amazon-skills/review-listing-with-listing-optimizer/","b":false,"f":false,"sc":0.9},{"id":"xjli360-sealeap-amazon-skills--research-product-ideas-from-douyin-skills","t":"Screen a product idea with the Douyin selection Skills","s":"Load the Douyin public-knowledge Skills to check a product idea before buying inventory.","w":"A seller with a product idea who wants a structured selection check before committing money to stock.","o":"A selection workflow with input checklist, decision basis, and steps, applied to one product idea, with missing data marked.","c":"Sales and marketing","r":"xjli360/sealeap-amazon-skills","rt":"Sealeap Amazon Skills","rs":"xjli360-sealeap-amazon-skills","u":"/use-cases/xjli360-sealeap-amazon-skills/research-product-ideas-from-douyin-skills/","b":false,"f":false,"sc":0.8},{"id":"xop01-ai-goodpractice--set-repo-coding-style-rules-from-existing-code","t":"Set coding style rules for a repo from existing code","s":"Turn the code style of a reference codebase into a repo rule that the AI follows.","w":"A developer starting a new project, or adding AI to an existing one, who wants the AI to keep a consistent code style.","o":"A repo rule that captures the code style of a reference folder and that the AI applies to the target repo.","c":"Software and DevOps","r":"xop01/ai_goodpractice","rt":"AI Goodpractice","rs":"xop01-ai-goodpractice","u":"/use-cases/xop01-ai-goodpractice/set-repo-coding-style-rules-from-existing-code/","b":true,"f":false,"sc":1.0},{"id":"xop01-ai-goodpractice--track-project-roadmap-with-project-progress-mcp","t":"Keep an AI on a project roadmap with project progress MCP","s":"Run the project progress MCP so the AI records changes and future goals as it works.","w":"A developer building a multi-step project with an AI agent who keeps getting pulled into side features and loses the main path.","o":"A roadmap the AI keeps updated, so it can branch to a side feature and return to the main path afterwards.","c":"Software and DevOps","r":"xop01/ai_goodpractice","rt":"AI Goodpractice","rs":"xop01-ai-goodpractice","u":"/use-cases/xop01-ai-goodpractice/track-project-roadmap-with-project-progress-mcp/","b":false,"f":false,"sc":0.9},{"id":"xop01-ai-goodpractice--write-feature-docs-so-ai-finds-code-without-full-reads","t":"Write feature docs so AI finds code without full reads","s":"Keep short docs for each important feature so the AI can locate code and behavior quickly.","w":"A developer on a growing project who wants the AI to understand parts of the code without re-reading every file each time.","o":"Feature documents the AI can read first to find related code, expected behavior and open follow-ups.","c":"Software and DevOps","r":"xop01/ai_goodpractice","rt":"AI Goodpractice","rs":"xop01-ai-goodpractice","u":"/use-cases/xop01-ai-goodpractice/write-feature-docs-so-ai-finds-code-without-full-reads/","b":false,"f":false,"sc":0.8},{"id":"xu123-bob-baize--bulk-refactor-repo-code-from-plain-language","t":"Refactor code across a whole repo from one plain-language request","s":"Describe a code change in plain language and let Baize find and edit every matching file in the repository.","w":"A developer maintaining a Python project who needs the same change made in many files, such as swapping one HTTP library for another.","o":"Baize searches the repo, edits the matching files, and reports what it changed.","c":"Software and DevOps","r":"Xu123-Bob/Baize","rt":"Baize","rs":"xu123-bob-baize","u":"/use-cases/xu123-bob-baize/bulk-refactor-repo-code-from-plain-language/","b":true,"f":false,"sc":1.0},{"id":"xu123-bob-baize--analyze-spss-sav-files-in-natural-language","t":"Analyze SPSS .sav data files by describing the analysis","s":"Point Baize at an SPSS data file and ask for summaries or statistics in plain language.","w":"A researcher or analyst with a survey or study dataset stored as an SPSS .sav file.","o":"Baize reads the .sav file through the SPSS MCP server and answers analysis questions in the terminal.","c":"Software and DevOps","r":"Xu123-Bob/Baize","rt":"Baize","rs":"xu123-bob-baize","u":"/use-cases/xu123-bob-baize/analyze-spss-sav-files-in-natural-language/","b":false,"f":false,"sc":0.9},{"id":"xu123-bob-baize--query-sql-database-with-pii-redaction","t":"Query a SQL database while redacting personal data before the LLM sees it","s":"Ask questions about a PostgreSQL, MySQL, SQL Server, Oracle, or Dameng database with privacy protection on.","w":"A data analyst who needs answers from a company database that contains phone numbers, emails, or ID numbers.","o":"Baize queries the database through the RDBMS MCP server, redacts personal fields before the LLM sees them, and restores the original text in its answers.","c":"Software and DevOps","r":"Xu123-Bob/Baize","rt":"Baize","rs":"xu123-bob-baize","u":"/use-cases/xu123-bob-baize/query-sql-database-with-pii-redaction/","b":false,"f":false,"sc":0.8},{"id":"xu123-bob-baize--run-private-analysis-on-a-local-ollama-model","t":"Run Baize on a local Ollama model so data never leaves your machine","s":"Use a local Ollama model as the backend for coding or analysis on sensitive material at zero API cost.","w":"A developer or analyst working with confidential code or data who does not want to send it to a cloud API.","o":"Baize runs its agent loop against a local model served by Ollama, with no API key needed.","c":"Software and DevOps","r":"Xu123-Bob/Baize","rt":"Baize","rs":"xu123-bob-baize","u":"/use-cases/xu123-bob-baize/run-private-analysis-on-a-local-ollama-model/","b":false,"f":false,"sc":0.7},{"id":"xzf-thu-voicemem--add-long-term-memory-to-voice-agent","t":"Give a custom voice agent long-term memory","s":"Plug Voice Mem into your own voice model so it recalls user facts and feelings across sessions.","w":"A developer building a real-time voice agent who wants it to remember a user's preferences and past conversations.","o":"Your reply model gets a short set of retrieved memories as context before it answers, and only the reply function changes.","c":"Software and DevOps","r":"xzf-thu/VoiceMem","rt":"Voice Mem","rs":"xzf-thu-voicemem","u":"/use-cases/xzf-thu-voicemem/add-long-term-memory-to-voice-agent/","b":true,"f":false,"sc":1.0},{"id":"xzf-thu-voicemem--store-and-search-text-facts","t":"Store and search text facts with Voice Mem","s":"Save plain text facts in a fact-only mode and retrieve them with a search query.","w":"A developer who wants a simple memory store for user facts, without audio processing or emotion tracking.","o":"A short Python script saves a fact such as a dietary restriction and returns it when asked a matching question.","c":"Software and DevOps","r":"xzf-thu/VoiceMem","rt":"Voice Mem","rs":"xzf-thu-voicemem","u":"/use-cases/xzf-thu-voicemem/store-and-search-text-facts/","b":false,"f":false,"sc":0.9},{"id":"xzf-thu-voicemem--benchmark-memory-on-locomo","t":"Run the LoCoMo benchmark on a memory system","s":"Score Voice Mem on the LoCoMo dataset and check that the parser reads the data correctly first.","w":"A researcher or engineer who needs a reproducible score for a memory system and wants to compare it with published numbers.","o":"A score report with accuracy by question type and median retrieval latency, produced by a documented command.","c":"Software and DevOps","r":"xzf-thu/VoiceMem","rt":"Voice Mem","rs":"xzf-thu-voicemem","u":"/use-cases/xzf-thu-voicemem/benchmark-memory-on-locomo/","b":false,"f":false,"sc":0.8},{"id":"xzf-thu-voicemem--try-voicemem-voice-demo-locally","t":"Run the Voice Mem voice demo in a browser","s":"Start the local web demo and talk to a voice agent that remembers what you said.","w":"A developer or product person who wants to see the streaming voice memory working before building on it.","o":"A local web page at localhost:8787 where you speak, see transcripts, and check that a stated fact is recalled in a later turn.","c":"Software and DevOps","r":"xzf-thu/VoiceMem","rt":"Voice Mem","rs":"xzf-thu-voicemem","u":"/use-cases/xzf-thu-voicemem/try-voicemem-voice-demo-locally/","b":false,"f":false,"sc":0.7},{"id":"xzf-thu-voicemem--fine-tune-voicemem-adapter","t":"Fine-tune a Voice Mem model family adapter","s":"Train your own adapter on the provided training script and reproduce the default configuration.","w":"A machine learning engineer who wants a custom Voice Mem memory-reading adapter for a different dataset or base model.","o":"A trained adapter checkpoint produced with the default settings, matching the configuration of the released checkpoint-3318.","c":"Software and DevOps","r":"xzf-thu/VoiceMem","rt":"Voice Mem","rs":"xzf-thu-voicemem","u":"/use-cases/xzf-thu-voicemem/fine-tune-voicemem-adapter/","b":false,"f":false,"sc":0.6},{"id":"yamz-labs-kyojin--run-local-openai-compatible-server","t":"Run a local OpenAI-style LLM server on AMD","s":"Serve a 95 GB Qwen model on one 128 GB AMD mini PC through an OpenAI-compatible API on port 8000.","w":"A developer or small team that wants to point existing OpenAI API client code at a model hosted on their own AMD Strix Halo machine instead of a cloud service.","o":"A local server on port 8000 that answers OpenAI API requests using a 300B-class MoE model class on one machine.","c":"Software and DevOps","r":"Yamz-Labs/kyojin","rt":"Kyojin","rs":"yamz-labs-kyojin","u":"/use-cases/yamz-labs-kyojin/run-local-openai-compatible-server/","b":true,"f":false,"sc":1.0},{"id":"yamz-labs-kyojin--analyze-500k-token-documents-locally","t":"Read a 500K-token document in one prompt","s":"Load a very long report or codebase dump and query it locally with context up to 500K tokens.","w":"An analyst, lawyer or researcher with a very long document set who cannot send the text to a hosted service.","o":"A local server that accepts one prompt of about 500K tokens and answers questions about the whole text.","c":"Software and DevOps","r":"Yamz-Labs/kyojin","rt":"Kyojin","rs":"yamz-labs-kyojin","u":"/use-cases/yamz-labs-kyojin/analyze-500k-token-documents-locally/","b":false,"f":false,"sc":0.9},{"id":"yamz-labs-kyojin--benchmark-and-share-strix-halo-results","t":"Benchmark a Strix Halo machine and share results","s":"Measure prefill and speculative decode speed on your own 128 GB AMD box and export the numbers as JSON.","w":"A hardware reviewer or tester with a Ryzen AI Max+ 395 machine who wants to compare its speed with published Kyojin figures.","o":"A benchmark report for your machine that you can compare with the tables in doc/benchmarks.md and submit as a report.","c":"Software and DevOps","r":"Yamz-Labs/kyojin","rt":"Kyojin","rs":"yamz-labs-kyojin","u":"/use-cases/yamz-labs-kyojin/benchmark-and-share-strix-halo-results/","b":false,"f":false,"sc":0.8},{"id":"yamz-labs-kyojin--monitor-local-inference-server-metrics","t":"Scrape server metrics from a local model host","s":"Expose Kyojin's Prometheus metrics endpoint so a monitoring stack can track a local model server.","w":"A homelab or small ops owner who runs the model server on a mini PC and wants its health and load in an existing dashboard.","o":"A Prometheus setup that reads the server's /metrics endpoint on port 8000.","c":"Software and DevOps","r":"Yamz-Labs/kyojin","rt":"Kyojin","rs":"yamz-labs-kyojin","u":"/use-cases/yamz-labs-kyojin/monitor-local-inference-server-metrics/","b":false,"f":false,"sc":0.7},{"id":"yamz-labs-kyojin--load-less-restricted-model-for-testing","t":"Load a less-restricted model variant locally","s":"Run an optional uncensored mode on GLM, MiMo or the Qwen preset for controlled red-team and research tests.","w":"A security researcher or AI safety tester who needs a model that refuses fewer requests to study its behavior on their own machine.","o":"A local model load with the uncensored mode applied at load time, with the original weights left unchanged.","c":"Software and DevOps","r":"Yamz-Labs/kyojin","rt":"Kyojin","rs":"yamz-labs-kyojin","u":"/use-cases/yamz-labs-kyojin/load-less-restricted-model-for-testing/","b":false,"f":false,"sc":0.6},{"id":"yc-software-qm--deploy-team-agent-slack-web","t":"Deploy a shared agent for your team in Slack and web","s":"Stand up a QM instance in your own cloud that teammates reach through Slack and the web app.","w":"A startup operator or engineer who wants one agent the whole team can use, and is comfortable running a deployment in their own cloud account.","o":"A deployed QM instance with web sign-in, optional Slack access, durable Postgres-backed sessions, and a verified live deployment.","c":"Work and operations","r":"yc-software/qm","rt":"QM","rs":"yc-software-qm","u":"/use-cases/yc-software-qm/deploy-team-agent-slack-web/","b":true,"f":false,"sc":1.0},{"id":"yc-software-qm--track-project-in-shared-slack-channel","t":"Track a project in a shared Slack channel","s":"Keep a project's updates and follow-ups in a shared channel with the team's agent.","w":"A team lead running a project who wants status updates and follow-ups handled in the channel where the team already talks.","o":"A shared Slack channel where the agent posts project updates and follow-ups, using only what the room's sharing posture allows.","c":"Work and operations","r":"yc-software/qm","rt":"QM","rs":"yc-software-qm","u":"/use-cases/yc-software-qm/track-project-in-shared-slack-channel/","b":false,"f":false,"sc":0.9},{"id":"yc-software-qm--triage-inbox-on-schedule-in-your-voice","t":"Triage your inbox on a schedule in your own voice","s":"Label and draft replies to email on a recurring schedule, using your past sends as style.","w":"A founder or operator with a crowded inbox who wants routine email handled in their own writing style on a schedule.","o":"A scheduled triage run that labels incoming email and drafts replies in your learned voice, ready for your review.","c":"Work and operations","r":"yc-software/qm","rt":"QM","rs":"yc-software-qm","u":"/use-cases/yc-software-qm/triage-inbox-on-schedule-in-your-voice/","b":false,"f":false,"sc":0.8},{"id":"yc-software-qm--run-tests-and-open-prs-in-existing-repo","t":"Run tests, open PRs, and watch CI in an existing repo","s":"Have the agent work inside a repository to run tests, open pull requests, and check CI results.","w":"An engineer on a small team who wants routine repository chores handled while they focus on other work.","o":"The agent runs the test suite in the repository's sandbox, opens a pull request with the change, and reports the CI status.","c":"Work and operations","r":"yc-software/qm","rt":"QM","rs":"yc-software-qm","u":"/use-cases/yc-software-qm/run-tests-and-open-prs-in-existing-repo/","b":false,"f":false,"sc":0.7},{"id":"yeonwoosung-llm-architecture-from-scratch--compare-llm-architecture-designs","t":"Compare how current LLM architectures are built","s":"Use the Implemented table to contrast normalization, positional encoding, and attention across models.","w":"An ML engineer or student who has read about transformers and wants to see concrete design differences between recent open models before choosing or explaining one.","o":"A short side-by-side comparison of at least two models, with each design choice tied to a folder of code in the repo.","c":"Research","r":"YeonwooSung/llm-architecture-from-scratch","rt":"LLM Architecture From Scratch","rs":"yeonwoosung-llm-architecture-from-scratch","u":"/use-cases/yeonwoosung-llm-architecture-from-scratch/compare-llm-architecture-designs/","b":true,"f":false,"sc":1.0},{"id":"yeonwoosung-llm-architecture-from-scratch--study-attention-variants-in-code","t":"Trace attention variants from code to table rows","s":"Map the attention types in the table, such as GQA, sliding window, and MLA, to their implementations.","w":"A developer preparing a talk or internal review on efficient attention who needs working code examples for each variant.","o":"A map from each attention label in the table to the folder that implements it, with notes on the main code differences.","c":"Research","r":"YeonwooSung/llm-architecture-from-scratch","rt":"LLM Architecture From Scratch","rs":"yeonwoosung-llm-architecture-from-scratch","u":"/use-cases/yeonwoosung-llm-architecture-from-scratch/study-attention-variants-in-code/","b":false,"f":false,"sc":0.9},{"id":"yeonwoosung-llm-architecture-from-scratch--study-mixture-of-experts-routing","t":"Study Mixture of Experts layers in two models","s":"Read the MoE implementations in the DeepSeek v3 and Llama 4 Maverick folders to see how experts are used.","w":"A researcher or engineer who is considering a Mixture of Experts design and needs reference code from models that the README lists as using it.","o":"A written note on how expert layers are structured in the two listed models, with the code locations for each part.","c":"Research","r":"YeonwooSung/llm-architecture-from-scratch","rt":"LLM Architecture From Scratch","rs":"yeonwoosung-llm-architecture-from-scratch","u":"/use-cases/yeonwoosung-llm-architecture-from-scratch/study-mixture-of-experts-routing/","b":false,"f":false,"sc":0.8},{"id":"yeonwoosung-my-claude-code-mods--profile-session-time-and-context-waste","t":"Find where a Claude Code session spends time and context","s":"Install two analysis mods to see time split by source and flag repeated or wasted context.","w":"A developer whose Claude Code sessions feel slow or run out of context, and who wants evidence before changing their workflow.","o":"A clearer picture of time and context use per session, with advice on what to change.","c":"Software and DevOps","r":"YeonwooSung/my-claude-code-mods","rt":"My Claude Code Mods","rs":"yeonwoosung-my-claude-code-mods","u":"/use-cases/yeonwoosung-my-claude-code-mods/profile-session-time-and-context-waste/","b":true,"f":false,"sc":1.0},{"id":"yeonwoosung-my-claude-code-mods--find-the-edit-that-broke-a-test","t":"Find the edit that broke a test and restore the file","s":"Use Time Machine's step timeline and shadow-git snapshots to locate and undo a breaking edit.","w":"A developer whose test suite went from passing to failing during an agent session and who needs to know which change caused it.","o":"The specific step that broke the test, the file as it was at an earlier step, and a restored state you can re-test.","c":"Software and DevOps","r":"YeonwooSung/my-claude-code-mods","rt":"My Claude Code Mods","rs":"yeonwoosung-my-claude-code-mods","u":"/use-cases/yeonwoosung-my-claude-code-mods/find-the-edit-that-broke-a-test/","b":false,"f":false,"sc":0.9},{"id":"yeonwoosung-my-claude-code-mods--catch-repeated-failure-loops-early","t":"Catch agent retry loops before they burn your session","s":"Detect repeated Bash failures and edit or retry cycles with evidence and investigation prompts.","w":"A developer who notices an agent retrying the same failing command or edit over and over, and wants it flagged with proof.","o":"A flagged loop with its evidence, an investigation prompt to break the cycle, and a bounded history of past cases.","c":"Software and DevOps","r":"YeonwooSung/my-claude-code-mods","rt":"My Claude Code Mods","rs":"yeonwoosung-my-claude-code-mods","u":"/use-cases/yeonwoosung-my-claude-code-mods/catch-repeated-failure-loops-early/","b":false,"f":false,"sc":0.8},{"id":"yeonwoosung-my-claude-code-mods--review-agent-changes-before-commit","t":"Check verification, scope, and decisions before committing","s":"Run the workflow mods on a local checkout to review agent changes against scope and verification.","w":"A developer about to commit agent-made changes who needs to confirm verification status, allowed paths, and the reasons behind key decisions.","o":"Command text showing verification results, scope warnings, impact candidates, and a decision record, plus a review grouped by purpose.","c":"Software and DevOps","r":"YeonwooSung/my-claude-code-mods","rt":"My Claude Code Mods","rs":"yeonwoosung-my-claude-code-mods","u":"/use-cases/yeonwoosung-my-claude-code-mods/review-agent-changes-before-commit/","b":false,"f":false,"sc":0.7},{"id":"yi1108-printfilm--try-printfilm-locally-with-docker","t":"Run PRINTFILM locally with Docker in about 30 minutes","s":"Start the full stack on your own machine and open the user site, admin site, and API docs.","w":"A developer or creator who wants to see the platform running before deciding whether to use it for real content.","o":"The user site at localhost:8080, admin at localhost:8081, and API docs at localhost:8000/docs are running, with the health check passing.","c":"Content","r":"yi1108/printfilm","rt":"Printfilm","rs":"yi1108-printfilm","u":"/use-cases/yi1108-printfilm/try-printfilm-locally-with-docker/","b":true,"f":false,"sc":1.0},{"id":"yi1108-printfilm--make-short-promo-video-from-topic","t":"Turn a product topic into a finished short promo video","s":"Pick a built-in style template and let the pipeline produce images, video, and a composed final cut.","w":"A marketer who needs a short sales or education video for a product and does not have an editing team.","o":"A composed short video, with storyboard and progress visible on the history page, ready to review and reshoot per shot.","c":"Content","r":"yi1108/printfilm","rt":"Printfilm","rs":"yi1108-printfilm","u":"/use-cases/yi1108-printfilm/make-short-promo-video-from-topic/","b":false,"f":false,"sc":0.9},{"id":"yi1108-printfilm--build-episodic-short-drama-with-reusable-assets","t":"Produce an AI short-drama episode with consistent characters","s":"Write an outline and script, store characters and scenes in the asset library, and turn episodes into shots.","w":"A short-drama or comic writer who wants episodes with the same characters and locations across multiple chapters.","o":"A multi-episode AI 漫剧 project with reusable characters, scenes, and props, parsed into shots that can be edited and rendered.","c":"Content","r":"yi1108/printfilm","rt":"Printfilm","rs":"yi1108-printfilm","u":"/use-cases/yi1108-printfilm/build-episodic-short-drama-with-reusable-assets/","b":false,"f":false,"sc":0.8},{"id":"yi1108-printfilm--call-generation-api-from-script-or-agent","t":"Call the open API to generate images or videos from a script","s":"Use the /api/v1 endpoints with a Bearer token or X-Api-Key header to run generation from your own code.","w":"A developer or automation agent that needs to generate images or videos as one step in a larger workflow.","o":"A script or agent that submits image or video generation through PRINTFILM and receives results from the API.","c":"Content","r":"yi1108/printfilm","rt":"Printfilm","rs":"yi1108-printfilm","u":"/use-cases/yi1108-printfilm/call-generation-api-from-script-or-agent/","b":false,"f":false,"sc":0.7},{"id":"yibie-awesome-jev--find-jev-projects-for-your-coding-agent","t":"Find Jev projects that match your coding agent","s":"Filter the list by coding agent tag to shortlist Jev tools for Claude Code or Codex.","w":"A developer using Claude Code or Codex who wants a Jev-based tool built for that agent.","o":"A shortlist of linked projects tagged for the developer's agent, each with a one-sentence summary.","c":"Software and DevOps","r":"yibie/awesome-jev","rt":"Awesome Jev","rs":"yibie-awesome-jev","u":"/use-cases/yibie-awesome-jev/find-jev-projects-for-your-coding-agent/","b":true,"f":false,"sc":1.0},{"id":"yibie-awesome-jev--vet-a-listed-jev-project-before-adopting-it","t":"Vet a listed Jev project before you adopt it","s":"Run the README's five checks on one project to see if it uses Jev and can be tested.","w":"An engineer who found a Jev project in the list and needs to decide whether to try it.","o":"A short written record showing which of the five checks pass, fail, or remain unclear for that project.","c":"Software and DevOps","r":"yibie/awesome-jev","rt":"Awesome Jev","rs":"yibie-awesome-jev","u":"/use-cases/yibie-awesome-jev/vet-a-listed-jev-project-before-adopting-it/","b":false,"f":false,"sc":0.9},{"id":"yibie-awesome-jev--spot-same-day-bulk-submissions","t":"Spot same-day bulk submissions before trusting them","s":"Check commit history and shared scaffold files to see if a bulk-submitted repo is proven.","w":"A maintainer or curator who sees several repositories from one author added at the same time.","o":"A clear yes or no on whether a bulk-submitted repository shows real development history and original code.","c":"Software and DevOps","r":"yibie/awesome-jev","rt":"Awesome Jev","rs":"yibie-awesome-jev","u":"/use-cases/yibie-awesome-jev/spot-same-day-bulk-submissions/","b":false,"f":false,"sc":0.8},{"id":"yibie-awesome-jev--submit-a-missing-jev-project-to-the-list","t":"Submit a missing Jev project to the list","s":"Check a project against the inclusion rules and open a pull request with a one-sentence summary.","w":"A developer who built or found a public Jev project that is not yet in the list.","o":"A pull request or issue that the maintainers can review against the inclusion criteria.","c":"Software and DevOps","r":"yibie/awesome-jev","rt":"Awesome Jev","rs":"yibie-awesome-jev","u":"/use-cases/yibie-awesome-jev/submit-a-missing-jev-project-to-the-list/","b":false,"f":false,"sc":0.7},{"id":"yinsongxu-llm2jev--route-support-tickets-to-departments","t":"Route support tickets to a department with probabilities","s":"Score a customer message against department options and get a probability for each one.","w":"A support lead or an AI agent that triages incoming messages and needs a routing decision for each one.","o":"A department probability for each message, read from the Choice result, plus a chat endpoint on the same service for follow-up replies.","c":"Software and DevOps","r":"Yinsongxu/LLM2Jev","rt":"LLM2 Jev","rs":"yinsongxu-llm2jev","u":"/use-cases/yinsongxu-llm2jev/route-support-tickets-to-departments/","b":true,"f":false,"sc":1.0},{"id":"yinsongxu-llm2jev--score-drafts-against-a-rubric","t":"Score drafts against a rubric and yes/no checks","s":"Rate a text on rubric criteria and get yes/no probabilities for checks like policy compliance.","w":"A content editor or a QA agent that reviews drafts against a fixed checklist before publishing.","o":"Rubric scores from Score and yes/no probabilities from Noul, returned as typed Python objects or JSON in one request.","c":"Software and DevOps","r":"Yinsongxu/LLM2Jev","rt":"LLM2 Jev","rs":"yinsongxu-llm2jev","u":"/use-cases/yinsongxu-llm2jev/score-drafts-against-a-rubric/","b":false,"f":false,"sc":0.9},{"id":"yinsongxu-llm2jev--pick-next-action-from-a-screenshot","t":"Pick the next game action from an image","s":"Choose the best next move from a board image using a multimodal Choice question.","w":"A researcher or game developer testing whether a multimodal model can choose a good single action from a picture.","o":"Option probabilities for each candidate action, based on the image and a text state, from the single-step evaluator pattern.","c":"Software and DevOps","r":"Yinsongxu/LLM2Jev","rt":"LLM2 Jev","rs":"yinsongxu-llm2jev","u":"/use-cases/yinsongxu-llm2jev/pick-next-action-from-a-screenshot/","b":false,"f":false,"sc":0.8},{"id":"yinsongxu-llm2jev--locate-targets-in-images-with-boxes","t":"Locate a target object in an image with boxes","s":"Get normalized bounding boxes for a named target in an image using the Box question type.","w":"A developer building an image review or screen-analysis tool who needs object locations from a model.","o":"Normalized bounding boxes returned as typed objects, which can be combined with Choice or Score in one request.","c":"Software and DevOps","r":"Yinsongxu/LLM2Jev","rt":"LLM2 Jev","rs":"yinsongxu-llm2jev","u":"/use-cases/yinsongxu-llm2jev/locate-targets-in-images-with-boxes/","b":false,"f":false,"sc":0.7},{"id":"yinsongxu-llm2jev--run-decisions-offline-on-apple-silicon","t":"Run decisions offline on a Mac with MLX","s":"Score choices in Python on Apple Silicon without a server, using the MLX backend.","w":"A developer on an Apple Silicon Mac who wants local decisions without an NVIDIA GPU.","o":"Choice or Score results from an offline Python call on the MLX backend.","c":"Software and DevOps","r":"Yinsongxu/LLM2Jev","rt":"LLM2 Jev","rs":"yinsongxu-llm2jev","u":"/use-cases/yinsongxu-llm2jev/run-decisions-offline-on-apple-silicon/","b":false,"f":false,"sc":0.6},{"id":"yizhiyanhua-ai-fireworks-open-eli5--explain-request-path-through-codebase","t":"Map a request path through a repo as an interactive story","s":"Generate an evidence-cited HTML walkthrough of how one request moves through a codebase.","w":"A new engineer or reviewer who must understand how a request or job flows through an unfamiliar repository.","o":"An offline HTML explainer where the reader plays the request path, inspects evidence on each claim, and exports the result.","c":"Software and DevOps","r":"yizhiyanhua-ai/fireworks-open-eli5","rt":"Fireworks Open Eli5","rs":"yizhiyanhua-ai-fireworks-open-eli5","u":"/use-cases/yizhiyanhua-ai-fireworks-open-eli5/explain-request-path-through-codebase/","b":true,"f":false,"sc":1.0},{"id":"yizhiyanhua-ai-fireworks-open-eli5--explain-incident-failure-behavior","t":"Build an incident walkthrough with failure paths and fallbacks","s":"Create an explainer showing impact, symptoms, and fallback behavior for an incident.","w":"An on-call engineer or incident lead writing a postmortem or teaching a team how a failure unfolded.","o":"An incident-style HTML explainer with failure lens content, impact, symptoms, fallback, and teach-back questions.","c":"Software and DevOps","r":"yizhiyanhua-ai/fireworks-open-eli5","rt":"Fireworks Open Eli5","rs":"yizhiyanhua-ai-fireworks-open-eli5","u":"/use-cases/yizhiyanhua-ai-fireworks-open-eli5/explain-incident-failure-behavior/","b":false,"f":false,"sc":0.9},{"id":"yizhiyanhua-ai-fireworks-open-eli5--export-scene-slides-for-briefing","t":"Export an explainer as slides or a document for a briefing","s":"Turn a rendered explainer into PPTX, DOCX, PDF, or PNG output for a team meeting.","w":"A team lead or presenter who must brief colleagues who will not open an HTML file.","o":"A local PPTX with one 16:9 slide per scene, plus DOCX, PDF, or PNG output from the same explainer.","c":"Software and DevOps","r":"yizhiyanhua-ai/fireworks-open-eli5","rt":"Fireworks Open Eli5","rs":"yizhiyanhua-ai-fireworks-open-eli5","u":"/use-cases/yizhiyanhua-ai-fireworks-open-eli5/export-scene-slides-for-briefing/","b":false,"f":false,"sc":0.8},{"id":"yjh051108-dsh-routing-suite--install-router-suite-in-one-step","t":"Install the full routing suite with one command","s":"Add the injector, router presets, and graded mode to DSH in a single plugin install.","w":"A developer who uses DSH daily and wants the routing presets and graded mode without assembling each part by hand.","o":"All three components are installed through one DSH plugin command, and the DSH session can load the bundled presets after a restart.","c":"Software and DevOps","r":"yjh051108/dsh-routing-suite","rt":"DSH Routing Suite","rs":"yjh051108-dsh-routing-suite","u":"/use-cases/yjh051108-dsh-routing-suite/install-router-suite-in-one-step/","b":true,"f":false,"sc":1.0},{"id":"yjh051108-dsh-routing-suite--manual-install-router-presets","t":"Install the router presets by hand from a clone","s":"Clone the repo, add the injector, and copy each preset folder into the DSH agent presets directory.","w":"A developer who wants to control each install step, or who needs the presets in a folder layout that DSH can discover.","o":"Router Standard and Router Spec are each installed as a flat folder under the DSH agent presets directory and show up in a new session.","c":"Software and DevOps","r":"yjh051108/dsh-routing-suite","rt":"DSH Routing Suite","rs":"yjh051108-dsh-routing-suite","u":"/use-cases/yjh051108-dsh-routing-suite/manual-install-router-presets/","b":false,"f":false,"sc":0.9},{"id":"yjh051108-dsh-routing-suite--measure-own-session-metrics","t":"Measure your own session with the graded metrics script","s":"Run the measurement script on a session log to get numeric metrics without exposing the session content.","w":"A developer or researcher who wants to check how a long agent session behaved and compare it with the published figures.","o":"A list of computed metrics for the session, printed as numbers only, that can be compared with the published tables in DATA.md.","c":"Software and DevOps","r":"yjh051108/dsh-routing-suite","rt":"DSH Routing Suite","rs":"yjh051108-dsh-routing-suite","u":"/use-cases/yjh051108-dsh-routing-suite/measure-own-session-metrics/","b":false,"f":false,"sc":0.8},{"id":"yjh051108-dsh-routing-suite--run-graded-task-protocol","t":"Run a multi-step task through the graded protocol","s":"Use the graded plugin to split a big task into brainstorm, plan, check-ins, and final review.","w":"A developer with a long, multi-part task who wants the agent to follow a fixed sequence instead of drifting off topic.","o":"The task moves through the graded stages in order, with the plan, check-ins, and final review recorded in the session.","c":"Software and DevOps","r":"yjh051108/dsh-routing-suite","rt":"DSH Routing Suite","rs":"yjh051108-dsh-routing-suite","u":"/use-cases/yjh051108-dsh-routing-suite/run-graded-task-protocol/","b":false,"f":false,"sc":0.7},{"id":"youart-open-source-awesome-gpt-image-2-5-prompts--build-poster-from-credited-prompt","t":"Turn a credited poster prompt into your own campaign visual","s":"Pick a tested poster prompt, swap in your own title and palette, and render a layout-first image.","w":"A marketer or indie designer who needs a poster, flyer or event visual and has no tested prompt to start from.","o":"An adapted poster prompt that keeps the author's layout decisions and carries your own title, copy and colours, with the original author credited.","c":"Content","r":"youart-open-source/awesome-gpt-image-2-5-prompts","rt":"Awesome GPT Image 2 5 Prompts","rs":"youart-open-source-awesome-gpt-image-2-5-prompts","u":"/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/build-poster-from-credited-prompt/","b":true,"f":false,"sc":1.0},{"id":"youart-open-source-awesome-gpt-image-2-5-prompts--batch-product-shots-from-json","t":"Generate a repeatable product shot series from the JSON data","s":"Filter the product photo prompts in data/prompts.json and reuse one lighting setup across a product line.","w":"An ecommerce team or developer producing catalogue imagery for many products with the same look.","o":"A set of product prompts built from one verified template, with only the product name and details changed for each item.","c":"Content","r":"youart-open-source/awesome-gpt-image-2-5-prompts","rt":"Awesome GPT Image 2 5 Prompts","rs":"youart-open-source-awesome-gpt-image-2-5-prompts","u":"/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/batch-product-shots-from-json/","b":false,"f":false,"sc":0.9},{"id":"youart-open-source-awesome-gpt-image-2-5-prompts--ad-creative-with-exact-copy","t":"Render ad creative with exact on-image copy","s":"Use ad prompts that quote their text so the headline and call to action appear as written.","w":"A social media or paid ads marketer who needs a banner or key visual with a specific headline and offer text.","o":"An ad image with the exact quoted copy placed in the frame as the prompt specifies, ready for a review pass.","c":"Content","r":"youart-open-source/awesome-gpt-image-2-5-prompts","rt":"Awesome GPT Image 2 5 Prompts","rs":"youart-open-source-awesome-gpt-image-2-5-prompts","u":"/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/ad-creative-with-exact-copy/","b":false,"f":false,"sc":0.8},{"id":"youart-open-source-awesome-gpt-image-2-5-prompts--character-turnaround-sheet","t":"Create a character turnaround sheet for one design","s":"Adapt a character design prompt that asks for several views of one character in a single image.","w":"A game, animation or illustration creator who needs a consistent character reference to reuse across scenes.","o":"A reference sheet with several views of one character, which you can use as the base for later images.","c":"Content","r":"youart-open-source/awesome-gpt-image-2-5-prompts","rt":"Awesome GPT Image 2 5 Prompts","rs":"youart-open-source-awesome-gpt-image-2-5-prompts","u":"/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/character-turnaround-sheet/","b":false,"f":false,"sc":0.7},{"id":"youart-open-source-awesome-gpt-image-2-5-prompts--audit-placeholders-before-batch-run","t":"Find unfilled placeholders before a batch run","s":"Scan the prompt data for template tokens so none are drawn into the images by mistake.","w":"A developer or operations lead preparing a batch of GPT Image prompts from the library.","o":"A list of every prompt that still contains a curly-brace or bracketed-capital token, so each one can be filled before generation.","c":"Content","r":"youart-open-source/awesome-gpt-image-2-5-prompts","rt":"Awesome GPT Image 2 5 Prompts","rs":"youart-open-source-awesome-gpt-image-2-5-prompts","u":"/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/audit-placeholders-before-batch-run/","b":false,"f":false,"sc":0.6},{"id":"yudaprasetya007-routevscode--switch-copilot-chat-model-without-reload","t":"Switch Copilot Chat models without reloading VSCode","s":"Route Copilot Chat through a local proxy and change the active AI model in one click.","w":"A developer who uses Copilot Chat daily and wants to try Claude, GPT, Gemini or DeepSeek models without editing config files or restarting VSCode.","o":"Copilot Chat sends requests through the local proxy on port 20129, and the active model can be changed from the dashboard or the status bar while the chat session stays open.","c":"Software and DevOps","r":"yudaprasetya007/routeVSCODE","rt":"Route VSCODE","rs":"yudaprasetya007-routevscode","u":"/use-cases/yudaprasetya007-routevscode/switch-copilot-chat-model-without-reload/","b":true,"f":false,"sc":1.0},{"id":"yudaprasetya007-routevscode--compare-model-replies-and-latency","t":"Compare AI model replies and latency side by side","s":"Send one prompt to several models in the dashboard and measure response latency.","w":"A developer or team lead choosing which AI model to use for a coding task and needing evidence from their own prompts.","o":"You see replies from different models next to each other with their latency, which helps choose a default model for Copilot Chat.","c":"Software and DevOps","r":"yudaprasetya007/routeVSCODE","rt":"Route VSCODE","rs":"yudaprasetya007-routevscode","u":"/use-cases/yudaprasetya007-routevscode/compare-model-replies-and-latency/","b":false,"f":false,"sc":0.9},{"id":"yudaprasetya007-routevscode--set-up-connector-with-one-script","t":"Set up the Copilot model connector with one script","s":"Run the platform setup script to install the extension and prepare the connector.","w":"A team lead or new developer onboarding several machines to Copilot Chat with 9Router on Windows, Linux or macOS.","o":"The connector is installed on the machine using the setup script for that platform, ready for the API Key and model selection steps.","c":"Software and DevOps","r":"yudaprasetya007/routeVSCODE","rt":"Route VSCODE","rs":"yudaprasetya007-routevscode","u":"/use-cases/yudaprasetya007-routevscode/set-up-connector-with-one-script/","b":false,"f":false,"sc":0.8},{"id":"yuema137-pairtex--review-paper-in-html-with-agent","t":"Review a LaTeX paper in an HTML view and record feedback","s":"Render your paper to HTML, comment and edit in the browser, and keep every action as a feedback file.","w":"A paper author with a local LaTeX repo who wants a comfortable reading surface and wants feedback kept out of chat windows.","o":"Comments, Edit-mode changes, and Review-mode proposals are saved as independent files under .pairtex/feedback/ while the original TeX stays untouched.","c":"Research","r":"yuema137/PairTeX","rt":"PairTeX","rs":"yuema137-pairtex","u":"/use-cases/yuema137-pairtex/review-paper-in-html-with-agent/","b":true,"f":false,"sc":1.0},{"id":"yuema137-pairtex--apply-review-feedback-to-tex-source","t":"Have an agent apply reviewer feedback to the TeX source","s":"Send feedback files to a coding agent that edits canonical TeX, rebuilds, and reports decisions.","w":"A paper author who has finished reviewing in the HTML view and wants the agent to act on each entry.","o":"The agent changes only canonical source, rebuilds the paper, regenerates the HTML, resolves only the addressed items, and leaves the rest open with thread replies.","c":"Research","r":"yuema137/PairTeX","rt":"PairTeX","rs":"yuema137-pairtex","u":"/use-cases/yuema137-pairtex/apply-review-feedback-to-tex-source/","b":false,"f":false,"sc":0.9},{"id":"yuema137-pairtex--try-pairtex-on-demo-fixture","t":"Try PairTeX on the bundled demo fixture","s":"Run the isolated demo to see comments, Edit and Review modes, and section navigation.","w":"A developer or author who wants to see how PairTeX behaves before pointing it at a real paper.","o":"You have a running local view of the fixture, with comments, formula editing, and section navigation working on synthetic content.","c":"Research","r":"yuema137/PairTeX","rt":"PairTeX","rs":"yuema137-pairtex","u":"/use-cases/yuema137-pairtex/try-pairtex-on-demo-fixture/","b":false,"f":false,"sc":0.8},{"id":"yuema137-pairtex--check-paper-in-conference-template","t":"Check a paper in ICLR, NeurIPS, or ICML wrappers","s":"Render the public conference-template demos to test formulas, citations, figures, and tables.","w":"A researcher preparing a submission in one of the named conference styles who wants to confirm the HTML view handles that template.","o":"You have rendered HTML for the chosen conference demo and a running local view showing formulas, citations, figures, tables, and sections.","c":"Research","r":"yuema137/PairTeX","rt":"PairTeX","rs":"yuema137-pairtex","u":"/use-cases/yuema137-pairtex/check-paper-in-conference-template/","b":false,"f":false,"sc":0.7},{"id":"yuema137-pairtex--run-pairtex-test-suite-before-release","t":"Run the PairTeX test suite before tagging a release","s":"Sync the dev environment with uv and run the unit tests, including the version check.","w":"A maintainer or contributor who is about to change PairTeX code or prepare a tagged release.","o":"The test suite passes in the pinned environment, and the version check confirms the declared release version matches the code.","c":"Research","r":"yuema137/PairTeX","rt":"PairTeX","rs":"yuema137-pairtex","u":"/use-cases/yuema137-pairtex/run-pairtex-test-suite-before-release/","b":false,"f":false,"sc":0.6},{"id":"yuyaoge-doc2harness--score-existing-agent-harness","t":"Score an existing coding agent harness","s":"Run all 94 released scenarios against your product directory and get a pass rate.","w":"A developer who has a coding agent product in a directory and wants an objective pass rate before a release or comparison.","o":"A JSON receipt for each scenario plus catalog_receipt.json, with a score of pass divided by pass plus fail over applicable scenarios.","c":"Software and DevOps","r":"YuyaoGe/doc2harness","rt":"Doc2 Harness","rs":"yuyaoge-doc2harness","u":"/use-cases/yuyaoge-doc2harness/score-existing-agent-harness/","b":true,"f":false,"sc":1.0},{"id":"yuyaoge-doc2harness--debug-one-scenario-family","t":"Re-run one scenario family to debug a harness","s":"Narrow scoring to one family, such as headless or permission, to find a failing area.","w":"A developer whose full catalog run flagged failures and who wants to iterate on one area of the harness quickly.","o":"A focused score and per-scenario receipts for one family, so fixes can be checked against only the relevant scenarios.","c":"Software and DevOps","r":"YuyaoGe/doc2harness","rt":"Doc2 Harness","rs":"yuyaoge-doc2harness","u":"/use-cases/yuyaoge-doc2harness/debug-one-scenario-family/","b":false,"f":false,"sc":0.9},{"id":"yuyaoge-doc2harness--check-catalog-integrity-before-scoring","t":"Confirm the scenario catalog is intact before scoring","s":"Verify that the catalog loads and contains 94 scenarios before any scoring run.","w":"A developer or maintainer who has edited the repo or wants to confirm a clean copy before trusting scores.","o":"A printed count of 94 when the catalog is intact, or an error if the digests fail to verify.","c":"Software and DevOps","r":"YuyaoGe/doc2harness","rt":"Doc2 Harness","rs":"yuyaoge-doc2harness","u":"/use-cases/yuyaoge-doc2harness/check-catalog-integrity-before-scoring/","b":false,"f":false,"sc":0.8},{"id":"yuyaoge-doc2harness--build-and-score-new-harness","t":"Build a new agent harness and score it","s":"Use the builder image and your own model key to generate a harness, then score it.","w":"A researcher or developer who wants to see how a chosen model builds a coding agent harness from a development document and a skeleton.","o":"A built harness in your output directory, scored against the 94-scenario catalog with per-scenario receipts.","c":"Software and DevOps","r":"YuyaoGe/doc2harness","rt":"Doc2 Harness","rs":"yuyaoge-doc2harness","u":"/use-cases/yuyaoge-doc2harness/build-and-score-new-harness/","b":false,"f":false,"sc":0.7},{"id":"yuzzyuk-marketing-os--score-website-funnel-audit","t":"Score a website funnel and get prioritized fixes","s":"Get a weighted 0-100 funnel audit with a ranked list of fixes in one agent session.","w":"A founder or marketing lead whose landing page or signup funnel is converting poorly and who needs a clear list of what to fix first.","o":"A scored audit with prioritized fixes and a section listing what the audit could not determine.","c":"Sales and marketing","r":"Yuzzyuk/marketing-os","rt":"Marketing OS","rs":"yuzzyuk-marketing-os","u":"/use-cases/yuzzyuk-marketing-os/score-website-funnel-audit/","b":true,"f":false,"sc":1.0},{"id":"yuzzyuk-marketing-os--diagnose-ad-fatigue-production-brief","t":"Diagnose ad fatigue and brief the next creatives","s":"Find which ad concepts are fatigued and get a ranked brief for the next batch.","w":"A paid media manager whose ad performance is dropping and who needs to know which concepts to replace and what to make next.","o":"A concept-level fatigue diagnosis and a ranked production brief, with generated assets if an ad MCP is connected.","c":"Sales and marketing","r":"Yuzzyuk/marketing-os","rt":"Marketing OS","rs":"yuzzyuk-marketing-os","u":"/use-cases/yuzzyuk-marketing-os/diagnose-ad-fatigue-production-brief/","b":false,"f":false,"sc":0.9},{"id":"yuzzyuk-marketing-os--grade-copy-variants-before-publishing","t":"Generate and grade 20 copy variants before review","s":"Produce 15-20 copy variants, score them with an expert panel, and strip AI-sounding phrasing.","w":"A copywriter or content lead who needs ad, landing page or email copy fast and wants weak drafts removed before anyone reads them.","o":"A scored shortlist of copy variants with AI-tell phrasing removed.","c":"Sales and marketing","r":"Yuzzyuk/marketing-os","rt":"Marketing OS","rs":"yuzzyuk-marketing-os","u":"/use-cases/yuzzyuk-marketing-os/grade-copy-variants-before-publishing/","b":false,"f":false,"sc":0.8},{"id":"yuzzyuk-marketing-os--build-hook-matrix-for-short-video","t":"Build a hook matrix from 18 hook tactics","s":"Turn one offer into a hook matrix and a diagnostic funnel for testing openings.","w":"A social or video marketer who has to produce many opening hooks for one product and wants a structured set to test.","o":"A hook matrix spanning the 18 tactics and a diagnostic funnel for choosing which hooks to test.","c":"Sales and marketing","r":"Yuzzyuk/marketing-os","rt":"Marketing OS","rs":"yuzzyuk-marketing-os","u":"/use-cases/yuzzyuk-marketing-os/build-hook-matrix-for-short-video/","b":false,"f":false,"sc":0.7},{"id":"yuzzyuk-marketing-os--check-ai-search-citability-of-a-page","t":"Check how citable a page is for AI search","s":"Assess a page for AI-search citability across ChatGPT, Perplexity and AI Overviews.","w":"A content or SEO lead who wants their product pages to be quoted by AI answer engines and needs to know what to change.","o":"A GEO report on the page's AI-search citability with specific changes to make.","c":"Sales and marketing","r":"Yuzzyuk/marketing-os","rt":"Marketing OS","rs":"yuzzyuk-marketing-os","u":"/use-cases/yuzzyuk-marketing-os/check-ai-search-citability-of-a-page/","b":false,"f":false,"sc":0.6},{"id":"yzmblog-dmad--generate-audio-video-clip-with-dmad-lora","t":"Generate a 4-step audio-video clip from a text prompt","s":"Run the DMAD 4-step LoRA on MiniMax-H3 to turn one text prompt into a 5.2 s video with stereo audio.","w":"A creator or developer with an 80 GB GPU who wants a quick text-to-audio-video clip from one prompt.","o":"An MP4 with H.264 video and AAC audio, written to the output folder with a settings.json file.","c":"Content","r":"Yzmblog/DMAD","rt":"DMAD","rs":"yzmblog-dmad","u":"/use-cases/yzmblog-dmad/generate-audio-video-clip-with-dmad-lora/","b":true,"f":false,"sc":1.0},{"id":"yzmblog-dmad--run-dmad-video-on-8-gb-gpu","t":"Make 5 s audio-video clips on an 8 GB consumer GPU","s":"Use the --low-vram path to run the DMAD students on an 8 GB GPU by streaming weights from the checkpoint files.","w":"A hobbyist or small studio with a consumer GPU of about 8 GB who cannot use the 80 GB default path.","o":"5 s videos with native stereo audio, made in under 7 GiB of GPU memory with the --low-vram path.","c":"Content","r":"Yzmblog/DMAD","rt":"DMAD","rs":"yzmblog-dmad","u":"/use-cases/yzmblog-dmad/run-dmad-video-on-8-gb-gpu/","b":false,"f":false,"sc":0.9},{"id":"yzmblog-dmad--generate-dmad-clips-in-comfyui","t":"Render DMAD clips in ComfyUI with ready-made workflows","s":"Load the ComfyUI-layout DMAD LoRA and a ready-to-run workflow to make 4-step or 8-step clips with audio.","w":"A ComfyUI user with a 16 to 24 GB GPU who wants a visual node graph instead of the command line.","o":"A 15 s video with audio rendered from a ComfyUI workflow, using the ready-to-run 4-step or 8-step graph.","c":"Content","r":"Yzmblog/DMAD","rt":"DMAD","rs":"yzmblog-dmad","u":"/use-cases/yzmblog-dmad/generate-dmad-clips-in-comfyui/","b":false,"f":false,"sc":0.8},{"id":"yzmblog-dmad--retrain-dmad-student-on-released-data","t":"Retrain a DMAD student from the released training code","s":"Use the train folder and the published Wan2.1 training data to start a DMAD training run.","w":"A researcher or ML engineer who wants to reproduce or extend DMAD training on Wan2.1 data.","o":"A training run that starts from the published Wan2.1 data with the code in train/wan.","c":"Content","r":"Yzmblog/DMAD","rt":"DMAD","rs":"yzmblog-dmad","u":"/use-cases/yzmblog-dmad/retrain-dmad-student-on-released-data/","b":false,"f":false,"sc":0.7},{"id":"zai-org-zcode--run-browser-coding-workspace-locally","t":"Run a browser coding workspace on a local project","s":"Start the web client and backend against one project folder and open it in a browser.","w":"A developer who wants a browser-based AI coding workspace on a local repository.","o":"A running web workspace at localhost:5173 that works on the chosen project folder.","c":"Software and DevOps","r":"zai-org/ZCode","rt":"ZCode","rs":"zai-org-zcode","u":"/use-cases/zai-org-zcode/run-browser-coding-workspace-locally/","b":true,"f":false,"sc":1.0},{"id":"zai-org-zcode--run-terminal-agent-from-source","t":"Run the terminal agent from source on a project","s":"Build and launch the Agent CLI and TUI directly from the apps/zcode-cli source.","w":"A developer who wants the terminal coding agent without the desktop app or a packaged release.","o":"An interactive TUI session started from the current source, with the CLI help output confirmed first.","c":"Software and DevOps","r":"zai-org/ZCode","rt":"ZCode","rs":"zai-org-zcode","u":"/use-cases/zai-org-zcode/run-terminal-agent-from-source/","b":false,"f":false,"sc":0.9},{"id":"zai-org-zcode--package-and-test-zcode-command","t":"Package the zcode command and test it locally","s":"Build the release bundle, unpack it to a debug folder and start Web mode from it.","w":"A maintainer who needs to check the packaged zcode command before publishing it.","o":"A tested unpacked zcode runtime that serves the web interface on port 3030 from the built bundle.","c":"Software and DevOps","r":"zai-org/ZCode","rt":"ZCode","rs":"zai-org-zcode","u":"/use-cases/zai-org-zcode/package-and-test-zcode-command/","b":false,"f":false,"sc":0.8},{"id":"zai-org-zcode--build-ui-plugin-from-excalidraw-example","t":"Build a UI plugin from the Excalidraw example","s":"Follow the UI Plugin guide to start a plugin from the Excalidraw canvas example.","w":"A developer who wants to add a custom page or panel to the ZCode interface.","o":"A working UI plugin tested in the web dev server and prepared for a zcode-plugins pull request.","c":"Software and DevOps","r":"zai-org/ZCode","rt":"ZCode","rs":"zai-org-zcode","u":"/use-cases/zai-org-zcode/build-ui-plugin-from-excalidraw-example/","b":false,"f":false,"sc":0.7},{"id":"zero-lab-ai-skills--agent-tool-surface-audit","t":"Audit agent tools for poisoning and excess privilege","s":"Review an agent's tool definitions for poisoning, excess privilege, and deployment blast radius before rollout.","w":"An AI platform engineer about to give an agent new tools who needs a review before the agent goes live.","o":"A ranked list of tool-surface findings, each tied to the tool definition it came from.","c":"Security and science","r":"zero-lab-ai/skills","rt":"Skills","rs":"zero-lab-ai-skills","u":"/use-cases/zero-lab-ai-skills/agent-tool-surface-audit/","b":true,"f":false,"sc":1.0},{"id":"zero-lab-ai-skills--rag-tenant-boundary-check","t":"Test RAG tenant boundaries with controlled fixtures","s":"Measure whether one tenant's documents can surface for another tenant using benign fixtures you control.","w":"A developer or security reviewer on a multi-tenant retrieval app who needs to confirm tenant isolation before a release.","o":"A record of exposure states for each tenant boundary tested, with the fixtures used.","c":"Security and science","r":"zero-lab-ai/skills","rt":"Skills","rs":"zero-lab-ai-skills","u":"/use-cases/zero-lab-ai-skills/rag-tenant-boundary-check/","b":false,"f":false,"sc":0.9},{"id":"zero-lab-ai-skills--engagement-plan-and-findings","t":"Plan an authorized engagement and assemble findings","s":"Turn your rules of engagement into a plan, then build evidence-backed findings and a report draft.","w":"A penetration tester or engagement lead starting a new authorized assessment who needs a structured plan and report trail.","o":"A plan tied to your rules of engagement, plus findings that each point to their supporting evidence.","c":"Security and science","r":"zero-lab-ai/skills","rt":"Skills","rs":"zero-lab-ai-skills","u":"/use-cases/zero-lab-ai-skills/engagement-plan-and-findings/","b":false,"f":false,"sc":0.8},{"id":"zero-lab-ai-skills--adcs-template-exposure-review","t":"Review AD certificate template exposure from exports","s":"Audit certificate templates, CA policy, and enrollment controls from supplied directory exports.","w":"An Active Directory administrator preparing a PKI review who has authorized access to certificate template and CA policy exports.","o":"A list of template and CA policy controls rated by exposure, with the export line behind each rating.","c":"Security and science","r":"zero-lab-ai/skills","rt":"Skills","rs":"zero-lab-ai-skills","u":"/use-cases/zero-lab-ai-skills/adcs-template-exposure-review/","b":false,"f":false,"sc":0.7},{"id":"zerodayevil-ai-security-tool--scan-project-dependencies-for-cves-and-sbom","t":"Scan a project's dependencies for CVEs and SBOM gaps","s":"Generate an SBOM for a project and correlate its components with CVE data to get exportable findings.","w":"A DevSecOps engineer or application security reviewer who must check a project's third-party components before a release.","o":"A console, JSON, CSV, HTML, or PDF report listing vulnerabilities enriched with remediation context for the target project.","c":"Security and science","r":"ZeroDayEvil/ai-security-tool","rt":"AI Security Tool","rs":"zerodayevil-ai-security-tool","u":"/use-cases/zerodayevil-ai-security-tool/scan-project-dependencies-for-cves-and-sbom/","b":true,"f":false,"sc":1.0},{"id":"zerodayevil-ai-security-tool--manage-multiple-remote-servers-with-broadcast-commands","t":"Run one command across several SSH sessions at once","s":"Open SSH, SFTP, and other remote sessions in one terminal and send commands to all of them together.","w":"A sysadmin or network operator who maintains a small fleet of Linux servers and repeats the same checks on each.","o":"One terminal workspace with several active remote sessions, where a single input is sent to every session you select.","c":"Security and science","r":"ZeroDayEvil/ai-security-tool","rt":"AI Security Tool","rs":"zerodayevil-ai-security-tool","u":"/use-cases/zerodayevil-ai-security-tool/manage-multiple-remote-servers-with-broadcast-commands/","b":false,"f":false,"sc":0.9},{"id":"zerodayevil-ai-security-tool--host-web-interface-securely-for-a-team","t":"Host the Web UI for a team with login enabled","s":"Deploy the web interface on a shared server with password authentication and local terminal access turned off.","w":"A team lead or platform engineer who wants several colleagues to reach the tool from their browsers on a shared server.","o":"A running Web UI behind an Nginx reverse proxy, with password authentication on and local server terminal access disabled.","c":"Security and science","r":"ZeroDayEvil/ai-security-tool","rt":"AI Security Tool","rs":"zerodayevil-ai-security-tool","u":"/use-cases/zerodayevil-ai-security-tool/host-web-interface-securely-for-a-team/","b":false,"f":false,"sc":0.8},{"id":"zerodayevil-ai-security-tool--automate-ctf-challenge-steps-with-ai-agents","t":"Automate CTF challenge steps with AI agents","s":"Use the CTF and recon agents with the LLM assistant to suggest commands and analyze terminal output during a challenge.","w":"A CTF player or security student working on a timed challenge who wants help choosing tools and reading their output.","o":"Suggested commands, script drafts, and summarized terminal output for each challenge step, with the human still approving each action.","c":"Security and science","r":"ZeroDayEvil/ai-security-tool","rt":"AI Security Tool","rs":"zerodayevil-ai-security-tool","u":"/use-cases/zerodayevil-ai-security-tool/automate-ctf-challenge-steps-with-ai-agents/","b":false,"f":false,"sc":0.7},{"id":"zfinix-eleven--triage-unknown-binary-with-agent","t":"Triage an unknown binary with an agent in one window","s":"Open a Mach-O, ELF or PE file and have an agent map its functions, strings and purpose.","w":"A security analyst or developer who has received an unfamiliar binary and needs a fast first read before deciding what to do with it.","o":"A short written map of the binary's main functions, notable strings and likely behavior, with the agent's notes saved in the project.","c":"Security and science","r":"Zfinix/eleven","rt":"Eleven","rs":"zfinix-eleven","u":"/use-cases/zfinix-eleven/triage-unknown-binary-with-agent/","b":true,"f":false,"sc":1.0},{"id":"zfinix-eleven--explain-android-apk-with-agent","t":"Explain an Android APK's code and resources with an agent","s":"Open an APK with jadx Java output and let an agent trace its manifest, resources and native libraries.","w":"A mobile developer or security reviewer who needs to understand what an Android app does without the original source.","o":"A summary of the app's components, permissions, notable classes and native libraries, with the agent pointing to the relevant Java and resource entries.","c":"Security and science","r":"Zfinix/eleven","rt":"Eleven","rs":"zfinix-eleven","u":"/use-cases/zfinix-eleven/explain-android-apk-with-agent/","b":false,"f":false,"sc":0.9},{"id":"zfinix-eleven--rename-and-annotate-functions-with-review","t":"Rename functions and add notes with agent changes you approve","s":"Let an agent rename functions and leave notes while you accept each change and keep an undo trail.","w":"A reverse engineer working through a large binary who wants an agent to do routine naming while keeping final say.","o":"Clearer function names and notes in the project, each change logged with its author and available to undo.","c":"Security and science","r":"Zfinix/eleven","rt":"Eleven","rs":"zfinix-eleven","u":"/use-cases/zfinix-eleven/rename-and-annotate-functions-with-review/","b":false,"f":false,"sc":0.8},{"id":"zfinix-eleven--compare-two-builds-by-function","t":"Compare two builds of a binary by function changes","s":"Diff two versions of a program function by function and read the changes like a code review.","w":"A security reviewer or release engineer who needs to see what changed between two builds of the same program.","o":"A function-level list of changes between the two builds that you can read like a code review, with an agent summary of what matters.","c":"Security and science","r":"Zfinix/eleven","rt":"Eleven","rs":"zfinix-eleven","u":"/use-cases/zfinix-eleven/compare-two-builds-by-function/","b":false,"f":false,"sc":0.7},{"id":"zgcagi-harness-rsi--pick-first-harness-part-to-self-update","t":"Choose which harness part to self-update first","s":"Map your agent's weak spot to an update target and a short list of reference methods.","w":"An engineer building an agent harness who wants its prompts, memory, or tools to improve from past runs and does not know where to start.","o":"A chosen update target, two or three candidate methods from the reading list, and a note on which evaluator will judge changes.","c":"Research","r":"zgcagi/Harness-RSI","rt":"Harness RSI","rs":"zgcagi-harness-rsi","u":"/use-cases/zgcagi-harness-rsi/pick-first-harness-part-to-self-update/","b":true,"f":false,"sc":1.0},{"id":"zgcagi-harness-rsi--build-cited-harness-literature-table","t":"Build a cited literature table for a harness project","s":"Turn the reading list into a sourced table of methods, venues, and one-line contributions.","w":"A researcher or team lead writing a related-work section or internal review on self-improving agents.","o":"A table of methods with venue, year, one-line contribution, and source link, plus a BibTeX-ready reference via the Citation section.","c":"Research","r":"zgcagi/Harness-RSI","rt":"Harness RSI","rs":"zgcagi-harness-rsi","u":"/use-cases/zgcagi-harness-rsi/build-cited-harness-literature-table/","b":false,"f":false,"sc":0.9},{"id":"zgcagi-harness-rsi--classify-new-paper-with-taxonomy-data","t":"Classify a new agent paper against the taxonomy","s":"Place a new paper in the existing update-target taxonomy using the taxonomy data file.","w":"A research engineer who receives a new self-improving agent paper and must decide which branch it belongs in for a review or design doc.","o":"A category label, the nearest listed entry, and a one-sentence reason, all drawn from the repo's taxonomy data.","c":"Research","r":"zgcagi/Harness-RSI","rt":"Harness RSI","rs":"zgcagi-harness-rsi","u":"/use-cases/zgcagi-harness-rsi/classify-new-paper-with-taxonomy-data/","b":false,"f":false,"sc":0.8},{"id":"zgcagi-harness-rsi--draft-acceptance-rule-for-harness-updates","t":"Draft an accept-or-reject rule for harness updates","s":"Write a checklist that accepts a harness change only when it beats the current state on held-out evidence.","w":"An engineer running a self-updating agent who needs a rule for when a proposed harness change is kept and when it is discarded.","o":"A five-item checklist that ties acceptance to an external evaluator, a held-out batch, and a logged decision for every candidate.","c":"Research","r":"zgcagi/Harness-RSI","rt":"Harness RSI","rs":"zgcagi-harness-rsi","u":"/use-cases/zgcagi-harness-rsi/draft-acceptance-rule-for-harness-updates/","b":false,"f":false,"sc":0.7},{"id":"zhiyuan-fan-awesome-deepseek-harness-plugins--local-ollama-model-with-cloud-fallback","t":"Run DSH on a local Ollama model with cloud fallback","s":"Add an Ollama provider to DSH so local models handle work, with cloud models as a backup.","w":"A developer who wants DSH to use models on their own machine and has an Ollama install ready.","o":"DSH sends requests to Ollama models, checks their health, and falls back to a cloud model when needed.","c":"Software and DevOps","r":"Zhiyuan-Fan/Awesome-DeepSeek-Harness-Plugins","rt":"Awesome Deep Seek Harness Plugins","rs":"zhiyuan-fan-awesome-deepseek-harness-plugins","u":"/use-cases/zhiyuan-fan-awesome-deepseek-harness-plugins/local-ollama-model-with-cloud-fallback/","b":true,"f":false,"sc":1.0},{"id":"zhiyuan-fan-awesome-deepseek-harness-plugins--second-model-advisory-notes-on-dsh-turns","t":"Review DSH turns with a second model's advisory notes","s":"Have a separate model flag issues in each DSH turn without blocking the main agent.","w":"A developer running DSH on code or content tasks who wants a second opinion on each step without manual review of every turn.","o":"A configured reviewer model adds severity-ranked notes to each turn, and the primary agent keeps its actions.","c":"Software and DevOps","r":"Zhiyuan-Fan/Awesome-DeepSeek-Harness-Plugins","rt":"Awesome Deep Seek Harness Plugins","rs":"zhiyuan-fan-awesome-deepseek-harness-plugins","u":"/use-cases/zhiyuan-fan-awesome-deepseek-harness-plugins/second-model-advisory-notes-on-dsh-turns/","b":false,"f":false,"sc":0.9},{"id":"zhiyuan-fan-awesome-deepseek-harness-plugins--separate-models-for-planner-and-subagent-roles","t":"Assign different models to DSH planner and subagent roles","s":"Send planner and subagent roles to different configured models inside DSH.","w":"A developer whose DSH tasks use a planner plus several subagents and who wants each role on a model that fits it.","o":"The planner and each subagent run on the model you assign, and the active routing summary is visible in DSH Web.","c":"Software and DevOps","r":"Zhiyuan-Fan/Awesome-DeepSeek-Harness-Plugins","rt":"Awesome Deep Seek Harness Plugins","rs":"zhiyuan-fan-awesome-deepseek-harness-plugins","u":"/use-cases/zhiyuan-fan-awesome-deepseek-harness-plugins/separate-models-for-planner-and-subagent-roles/","b":false,"f":false,"sc":0.8},{"id":"zhiyuan-fan-awesome-deepseek-harness-plugins--fill-missing-metadata-for-custom-model-endpoints","t":"Fill missing metadata for custom DSH model endpoints","s":"Auto-complete context, output, and modality fields for custom models from a models.dev index.","w":"A developer who added custom model endpoints to DSH and found that context limits or modalities are blank or wrong.","o":"Missing context, output, display-name, and modality fields are filled from a bundled models.dev index that you can refresh.","c":"Software and DevOps","r":"Zhiyuan-Fan/Awesome-DeepSeek-Harness-Plugins","rt":"Awesome Deep Seek Harness Plugins","rs":"zhiyuan-fan-awesome-deepseek-harness-plugins","u":"/use-cases/zhiyuan-fan-awesome-deepseek-harness-plugins/fill-missing-metadata-for-custom-model-endpoints/","b":false,"f":false,"sc":0.7},{"id":"zhou-yujing114514-deepseek-harness-linux--install-deepseek-desktop-deb-on-ubuntu","t":"Install DeepSeek Harness desktop on Ubuntu from .deb","s":"Install the Linux desktop client with dpkg and launch it from the app menu or terminal.","w":"An Ubuntu or Debian user who wants DeepSeek Harness as a normal system package, because the official desktop app has no Linux build.","o":"The DeepSeek Harness desktop app is installed through the system package manager and starts from the application menu or the terminal.","c":"Software and DevOps","r":"Zhou-Yujing114514/deepseek-harness-linux","rt":"DeepSeek Harness Linux","rs":"zhou-yujing114514-deepseek-harness-linux","u":"/use-cases/zhou-yujing114514-deepseek-harness-linux/install-deepseek-desktop-deb-on-ubuntu/","b":true,"f":false,"sc":1.0},{"id":"zhou-yujing114514-deepseek-harness-linux--run-deepseek-appimage-with-auto-updates","t":"Run DeepSeek Harness from an AppImage that updates itself","s":"Run the single-file AppImage without installing it and let it check for updates.","w":"A Linux user on any distribution who wants a no-install build and does not want to repackage the app after each release.","o":"DeepSeek Harness runs from one executable file, and the AppImage build receives updates through the built-in updater channel.","c":"Software and DevOps","r":"Zhou-Yujing114514/deepseek-harness-linux","rt":"DeepSeek Harness Linux","rs":"zhou-yujing114514-deepseek-harness-linux","u":"/use-cases/zhou-yujing114514-deepseek-harness-linux/run-deepseek-appimage-with-auto-updates/","b":false,"f":false,"sc":0.9},{"id":"zhou-yujing114514-deepseek-harness-linux--portable-deepseek-harness-on-raspberry-pi-5","t":"Unpack DeepSeek Harness as a portable build on Raspberry Pi 5","s":"Extract the arm64 .tar.gz on a Raspberry Pi 5 and launch it from the unpacked folder.","w":"A hobbyist or home-lab owner with a Raspberry Pi 5 or ARM server who wants a local desktop client without a system install.","o":"The arm64 DeepSeek Harness desktop build runs from a folder that can be moved or deleted without touching system packages.","c":"Software and DevOps","r":"Zhou-Yujing114514/deepseek-harness-linux","rt":"DeepSeek Harness Linux","rs":"zhou-yujing114514-deepseek-harness-linux","u":"/use-cases/zhou-yujing114514-deepseek-harness-linux/portable-deepseek-harness-on-raspberry-pi-5/","b":false,"f":false,"sc":0.8},{"id":"zhou-yujing114514-deepseek-harness-linux--build-linux-desktop-packages-from-source","t":"Build the Linux desktop packages yourself from source","s":"Clone the fork, install dependencies, and produce x64 or arm64 packages locally.","w":"A developer who wants to audit the Linux packaging layer, change the electron-builder setup, or produce packages on their own machine.","o":"Local x64 or arm64 Linux desktop packages are produced from the fork's packaging scripts.","c":"Software and DevOps","r":"Zhou-Yujing114514/deepseek-harness-linux","rt":"DeepSeek Harness Linux","rs":"zhou-yujing114514-deepseek-harness-linux","u":"/use-cases/zhou-yujing114514-deepseek-harness-linux/build-linux-desktop-packages-from-source/","b":false,"f":false,"sc":0.7},{"id":"zhuyansen-new-term-radar--catch-new-ai-names-daily","t":"Catch new AI names the day they appear","s":"Get a daily report of new model, product and repo names from X, Hugging Face, GitHub and sitemaps.","w":"SEO lead or newsletter writer who must publish on a new AI tool name within days, not weeks.","o":"A daily list of names that are starting to surge, each tied to the signal that caught it.","c":"Sales and marketing","r":"zhuyansen/new-term-radar","rt":"New Term Radar","rs":"zhuyansen-new-term-radar","u":"/use-cases/zhuyansen-new-term-radar/catch-new-ai-names-daily/","b":true,"f":false,"sc":1.0},{"id":"zhuyansen-new-term-radar--find-search-terms-behind-new-ai-name","t":"Find the search terms behind a new AI name","s":"Turn a new name into the generic searches people make, sized and checked for page-one room.","w":"Site owner deciding which page to build for a newly launched AI tool.","o":"A keyword table with estimated searches a day, rising status and a prioritize, watch or skip decision for each term.","c":"Sales and marketing","r":"zhuyansen/new-term-radar","rt":"New Term Radar","rs":"zhuyansen-new-term-radar","u":"/use-cases/zhuyansen-new-term-radar/find-search-terms-behind-new-ai-name/","b":false,"f":false,"sc":0.9},{"id":"zhuyansen-new-term-radar--spot-paid-ai-products-and-new-sellers","t":"Spot paid AI products and new sellers early","s":"Find AI products with verified revenue and sites that just added a payment link.","w":"Directory owner or affiliate who wants to list AI products that people already pay for.","o":"A weekly list of fast-growing and newest verified-revenue products, plus sites that just added a payment link.","c":"Sales and marketing","r":"zhuyansen/new-term-radar","rt":"New Term Radar","rs":"zhuyansen-new-term-radar","u":"/use-cases/zhuyansen-new-term-radar/spot-paid-ai-products-and-new-sellers/","b":false,"f":false,"sc":0.8},{"id":"zidniryi-unbagrnd--batch-remove-backgrounds-from-a-folder","t":"Remove backgrounds from a whole folder of photos offline","s":"Install the desktop app and cut out the background from many images in one batch, with no uploads.","w":"A seller, designer, or photographer with a folder of product or portrait photos who needs clean cutouts without sending files to a cloud service.","o":"A folder of images with transparent or colored backgrounds, exported as PNG, WebP, or SVG, or as a ZIP.","c":"Content","r":"zidniryi/unbagrnd","rt":"Unbagrnd","rs":"zidniryi-unbagrnd","u":"/use-cases/zidniryi-unbagrnd/batch-remove-backgrounds-from-a-folder/","b":true,"f":false,"sc":1.0},{"id":"zidniryi-unbagrnd--refine-cutout-edges-and-export-a-layer-mask","t":"Clean up hair edges and export a mask for design tools","s":"Refine a cutout's outline and hand edits, then save the alpha channel as a black-and-white matte.","w":"A graphic designer who needs a precise cutout of a person or animal with fine hair or fur, and a layer mask for Photoshop-style design tools.","o":"A refined cutout plus a black-and-white matte file that can be used as a layer mask.","c":"Content","r":"zidniryi/unbagrnd","rt":"Unbagrnd","rs":"zidniryi-unbagrnd","u":"/use-cases/zidniryi-unbagrnd/refine-cutout-edges-and-export-a-layer-mask/","b":false,"f":false,"sc":0.9},{"id":"zidniryi-unbagrnd--build-and-run-the-desktop-app-from-source","t":"Run the desktop app from source for development","s":"Install Node.js and Rust, then start Unbagrnd in dev mode with hot reload.","w":"A developer who wants to change the Unbagrnd desktop app or test it on their own machine.","o":"The Unbagrnd desktop app running in dev mode with hot reload, and a native installer built for your OS.","c":"Content","r":"zidniryi/unbagrnd","rt":"Unbagrnd","rs":"zidniryi-unbagrnd","u":"/use-cases/zidniryi-unbagrnd/build-and-run-the-desktop-app-from-source/","b":false,"f":false,"sc":0.8},{"id":"zidniryi-unbagrnd--self-host-a-background-removal-api","t":"Host a private background removal API with Docker","s":"Run the Axum REST API on your own server, then create API keys for your apps.","w":"A developer or small team that wants background removal inside its own product, with images staying on its own server.","o":"A running background removal API on your server, with a health check that returns ok and a working API key for callers.","c":"Content","r":"zidniryi/unbagrnd","rt":"Unbagrnd","rs":"zidniryi-unbagrnd","u":"/use-cases/zidniryi-unbagrnd/self-host-a-background-removal-api/","b":false,"f":false,"sc":0.7},{"id":"znxzsy-veriink--rebuild-audit-set-and-verify-hashes","t":"Rebuild the audit set and verify every hash","s":"Regenerate the 16-page demo and check that all images match their recorded SHA256 values.","w":"An ML engineer or auditor who needs proof that a handwriting dataset build is deterministic and unmodified.","o":"A local copy of the 16-page, 80-region audit set, with a passing pytest run that confirms determinism and input checks.","c":"Software and DevOps","r":"znxzsy/VeriInk","rt":"Veri Ink","rs":"znxzsy-veriink","u":"/use-cases/znxzsy-veriink/rebuild-audit-set-and-verify-hashes/","b":true,"f":false,"sc":1.0},{"id":"znxzsy-veriink--turn-model-failure-into-handwriting-batch","t":"Turn a model failure into a reproducible handwriting batch","s":"Trace a failed case to its seed and generation record, then regenerate a matching batch.","w":"An ML engineer whose OCR or multimodal grader just failed on a specific handwriting pattern and needs more data like it.","o":"A clear view of the seed, labels, bounds, and hash for the failing case, plus a regenerated batch built from the same rules.","c":"Software and DevOps","r":"znxzsy/VeriInk","rt":"Veri 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requirements, and run Week 1 to generate the shared dataset.","w":"A developer or career changer who wants a structured path into AI engineering and has no course yet, triggered by wanting to start without paying or signing up.","o":"The repo is cloned, dependencies are installed, Week 1 is open, and the seeded dataset that later weeks reuse has been generated.","c":"Research","r":"zorost/AI-Engineering-Lab","rt":"AI Engineering Lab","rs":"zorost-ai-engineering-lab","u":"/use-cases/zorost-ai-engineering-lab/start-ai-engineering-course-week-one/","b":true,"f":false,"sc":1.0},{"id":"zorost-ai-engineering-lab--build-rag-on-freight-dataset","t":"Build a retrieval corpus from the freight case study","s":"Use the Week 1 seeded freight data as the retrieval corpus for a RAG exercise.","w":"An analyst or engineer on a team preparing for retrieval augmented generation work, triggered by needing a realistic, shared dataset to practice on.","o":"A working retrieval step over the ZoroLogistics dataset, with a metric and an error note as the course requires from Week 3 on.","c":"Research","r":"zorost/AI-Engineering-Lab","rt":"AI Engineering Lab","rs":"zorost-ai-engineering-lab","u":"/use-cases/zorost-ai-engineering-lab/build-rag-on-freight-dataset/","b":false,"f":false,"sc":0.9},{"id":"zorost-ai-engineering-lab--run-coding-agent-harness-lessons","t":"Learn coding agent harnesses with Claude Code or Cursor","s":"Work through Phase 4 harness lessons using the tools the course names.","w":"A developer who already writes code and wants to use coding agents more deliberately, triggered by needing a structured way to learn harnesses and spec-driven loops.","o":"A completed Phase 4 pass covering Claude Code or Cursor, with the week's use case artifact shipped and its metric recorded.","c":"Research","r":"zorost/AI-Engineering-Lab","rt":"AI Engineering 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and fall back to OCR when the UI tree is empty.","w":"A QA tester who needs to walk through a screen flow on a device and confirm each step with a screenshot.","o":"Each step is tapped by identity, the expected next text is confirmed, and the result is backed by a screenshot.","c":"Software and DevOps","r":"ZSeven-W/dsh-android","rt":"DSH Android","rs":"zseven-w-dsh-android","u":"/use-cases/zseven-w-dsh-android/automate-ui-check-by-element-or-text/","b":false,"f":false,"sc":0.9},{"id":"zseven-w-dsh-android--verify-feed-counter-changes-after-tap","t":"Confirm a like or count changes by exactly one","s":"Tap a row action in a list and check that its counter moved by exactly plus or minus one.","w":"A product tester checking that a like, follow, or favorite button updates its count correctly in a feed.","o":"The row is tapped at a known position and the counter change is verified automatically.","c":"Software and DevOps","r":"ZSeven-W/dsh-android","rt":"DSH 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your project, launch it on a simulator, and report what the screen shows.","w":"An iOS developer who wants an agent to verify a code change in the running app without switching to Xcode.","o":"The agent builds the project, installs and launches it, and returns a screenshot and the visible UI tree for review.","c":"Software and DevOps","r":"ZSeven-W/dsh-ios","rt":"DSH iOS","rs":"zseven-w-dsh-ios","u":"/use-cases/zseven-w-dsh-ios/build-run-check-xcode-app-in-simulator/","b":true,"f":false,"sc":1.0},{"id":"zseven-w-dsh-ios--drive-app-ui-by-accessibility-label","t":"Tap app controls by label and confirm the result","s":"Drive a simulator app by accessibility identity and check the expected text appears after each tap.","w":"A QA engineer testing a flow in an app who wants stable taps that do not depend on screen coordinates.","o":"The agent taps elements by label or identifier and reports whether the expected text or state appeared.","c":"Software and 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live panel as the simulator.","w":"A developer testing on physical hardware who needs a screen view and taps on a phone without setting up the tunnels by hand.","o":"The agent starts WebDriverAgent on the phone and returns a screenshot and UI tree from the device.","c":"Software and DevOps","r":"ZSeven-W/dsh-ios","rt":"DSH iOS","rs":"zseven-w-dsh-ios","u":"/use-cases/zseven-w-dsh-ios/test-app-on-real-iphone-over-usb/","b":false,"f":false,"sc":0.7},{"id":"zzzz7788990213-ops-evovlm--verify-recorded-evovlm-results","t":"Verify Evo VLM's recorded results on a CPU","s":"Replay the recorded evidence and run the final checks on a CPU, without model weights or new inference.","w":"A research reviewer or lab member who needs to check the Dev128 and Speed32 numbers before citing Evo VLM.","o":"The reviewer confirms that the recorded metrics recompute from the per-query evidence and that file hashes and checks pass.","c":"Research","r":"zzzz7788990213-ops/EvoVLM","rt":"Evo VLM","rs":"zzzz7788990213-ops-evovlm","u":"/use-cases/zzzz7788990213-ops-evovlm/verify-recorded-evovlm-results/","b":true,"f":false,"sc":1.0},{"id":"zzzz7788990213-ops-evovlm--smoke-test-exported-evovlm-programs","t":"Smoke-test exported Evo VLM programs without weights","s":"Import the selected inference programs and check their interface on a CPU before any GPU setup.","w":"A developer who wants to read the selected Qwen3-VL-2B inference programs and confirm they load before investing in a GPU environment.","o":"The developer sees the exported best_*.py programs import cleanly and their interface checks pass on CPU.","c":"Research","r":"zzzz7788990213-ops/EvoVLM","rt":"Evo VLM","rs":"zzzz7788990213-ops-evovlm","u":"/use-cases/zzzz7788990213-ops-evovlm/smoke-test-exported-evovlm-programs/","b":false,"f":false,"sc":0.9},{"id":"zzzz7788990213-ops-evovlm--run-evolved-programs-on-own-charts","t":"Run the evolved Qwen3-VL-2B programs on your charts","s":"Set up the recorded GPU environment and model snapshots to run the selected programs on your own chart questions.","w":"An ML engineer with a GPU who wants to test whether the evolved Instruct or Thinking program helps on chart questions in their own data.","o":"The engineer runs the selected programs with pinned Qwen3-VL-2B snapshots and records accuracy and latency on their own question set.","c":"Research","r":"zzzz7788990213-ops/EvoVLM","rt":"Evo VLM","rs":"zzzz7788990213-ops-evovlm","u":"/use-cases/zzzz7788990213-ops-evovlm/run-evolved-programs-on-own-charts/","b":false,"f":false,"sc":0.8},{"id":"zzzz7788990213-ops-evovlm--adapt-evolution-loop-to-new-vlm-task","t":"Adapt the Evo VLM evolution loop to a new VLM task","s":"Reuse the typed mutation catalog, evaluation protocols, and Pareto selection for a different vision-language task.","w":"A researcher who wants to search inference programs for another vision-language task using the same mutate, evaluate, and select pattern.","o":"The researcher has a working 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Full record: https://dedupedai.com/api/v1/usecases/<id>.json"}