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52 use cases
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Draw an architecture diagram for your README without a design tool
Repo: cathrynlavery/diagram-design
Describe your app in plain words and get a clean HTML and SVG diagram to drop into your README.
- Top pick
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Draw the plan before your agent writes the code
Repo: cathrynlavery/diagram-design
Ask for a flow or sequence diagram of a proposed change and approve the design first.
- Seen in the wild
Evidence: Reddit
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Draw your agent setup: tools, data flows and approval points
Repo: cathrynlavery/diagram-design
Diagram which tools your AI agent can call, where data moves and where a human must approve.
- Seen in the wild
Evidence: Reddit
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Have a different vendor's model judge your agent's behavior
Repo: ifixai-ai/iFixAi
Choose an independent judge so the agent is not grading its own homework.
- Top pick
- Seen in the wild
Evidence: X, Oct 2026
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Grade a new AI agent against your business rules before launch
Repo: ifixai-ai/iFixAi
Run a short audit that scores whether your agent follows your roles, policies and permissions.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026 · X, Oct 2026
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Send quick questions to a cheap model and hard tasks to a strong one
Repo: yetone/magpie
Use intent routing so a small model reads each turn and picks the model that fits it.
- Top pick
- Seen in the wild
Evidence: X, Oct 2026
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Rebuild a feature you saw, in your own project
Repo: morluto/rea
Have your agent study a feature in an app, then write and test a version for your codebase.
- Top pick
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Map how a website's front end behaves
Repo: morluto/rea
Let your agent inspect a site's page structure, scripts and network calls and explain what the client does.
- Seen in the wild
Evidence: X, Oct 2026
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Audit which harness edits were adopted and why
Repo: google-research/harness2
Read the adopted harnesses and reflection notes from a run to learn which prompt or tool edits drove a gain.
- Top pick
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Watch an agent improve its own setup in 5 minutes, no API key
Repo: google-research/harness2
Run the built-in demo to see both recursion modes edit a harness with real Python executions and zero credentials.
- Seen in the wild
Evidence: X, Oct 2026
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Let Claude Code or Codex run the audit and explain the results
Repo: ifixai-ai/iFixAi
Install the plugin and ask in plain English; the agent builds the fixture, runs it and walks you through the scorecard.
- Seen in the wild
Evidence: X, Oct 2026
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Turn a GitHub PR or Linear issue into its own agent workspace
Repo: stablyai/orca
Browse PRs, issues and boards inside the app and open a fresh worktree for any task so an agent can start on it.
- Top pick
- Seen in the wild
Evidence: X, Oct 2026 · Reddit
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Give your AI agent a local text-to-speech tool through MCP
Repo: debpalash/VoiceStudio
Expose the local API and MCP server so a coding or chat agent can generate speech on demand.
- Seen in the wild
Evidence: X, Oct 2026
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Get a phone alert when an agent finishes and send follow-ups
Repo: stablyai/orca
Leave agents running on your desktop and use the mobile companion app to check progress and reply from anywhere.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Give every coding agent its own token and branch limits
Repo: feder-cr/git-ai
Use per-agent tokens, an RPC allowlist and branch policies so each agent can only do what you allow.
- Top pick
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Publish an interactive explainer of how a network works
Repo: wheresryan22/anatomy
Turn a technical flow, like a message hopping across a radio mesh, into an animated page people can explore.
- Seen in the wild
Evidence: Reddit
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Run your coding agent on a cheaper or different model
Repo: yetone/magpie
Point Codex, Claude Code or Gemini CLI at DeepSeek, Kimi or GLM without hand-editing each agent's config.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026 · X, Oct 2026
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Keep coding when one account hits its rate limit
Repo: yetone/magpie
Group several accounts or models so the gateway quietly moves to the next one when a quota runs out.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026 · X, Oct 2026
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Run voice generation on an older laptop with no graphics card
Repo: debpalash/VoiceStudio
Use the CPU build to clone and generate voices on hardware without a dedicated GPU, trading speed for access.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Run agents on a bigger remote machine over SSH
Repo: stablyai/orca
Point Orca at a beefy remote box and run agents there with full editing, git and terminals from your laptop.
- Seen in the wild
Evidence: X, Oct 2026 · Hacker News, Sep 2026
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Quickly grade a coding agent on whether it does the job it should
Repo: ifixai-ai/iFixAi
Run the short default suite on a coding agent to get a fast pass/fail picture in about two minutes.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Learn how a feature in another app works
Repo: morluto/rea
Point your agent at an installed app and get an explanation of one feature, with the evidence behind it.
- Seen in the wild
Evidence: X, Oct 2026 · Reddit
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Fan one prompt across five agents and merge the best result
Repo: stablyai/orca
Send the same task to several coding agents in isolated worktrees, compare the diffs, and keep the winner.
- Seen in the wild
Evidence: X, Oct 2026 · Reddit
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Reproduce the 50-agent landing benchmark on your own machine
Repo: feder-cr/git-ai
Run the repo's acceptance script to compare classic retry-based landing with batched compare-and-swap landing.
- Seen in the wild
Evidence: X, Oct 2026
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Turn a merged pull request into a changelog video
Repo: heygen-com/hyperframes
Point the pr-to-video skill at a PR and get a short explainer of what shipped.
- Seen in the wild
Evidence: X, Oct 2026
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Map an unfamiliar repo's components before you change it
Repo: cathrynlavery/diagram-design
Have your agent read a codebase and draw its parts and connections so you can orient before editing.
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Boost an office, web or coding agent on WorkBuddy tasks
Repo: google-research/harness2
Refine an agent's harness on one WorkBuddy-Bench subset to see if office, web or code results improve.
- Seen in the wild
Evidence: X, Oct 2026
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Give Claude Code ears with the MCP server
Repo: Leonxlnx/earshot
Run earshot as an MCP server so your agent can listen without reloading models each call.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Point any base-URL tool at one local gateway
Repo: yetone/magpie
Aim scripts and apps that take an OpenAI, Anthropic or Gemini base URL at magpie's local address.
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Use a plan you already pay for inside other agents
Repo: yetone/magpie
Let OpenCode or Gemini CLI run on the ChatGPT, Claude or Copilot subscription you are already signed in to.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Comment on an agent's diff lines and send fixes back
Repo: stablyai/orca
Leave notes on specific diff lines and ship them to the agent so it fixes exactly what you flagged.
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Watch many agents land changes on one branch in minutes
Repo: feder-cr/git-ai
Build gitai and run the bundled quickstart to see agents land on a shared branch with no merge queue.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Switch every agent's model setup with one named profile
Repo: yetone/magpie
Save a Budget or Focus profile and flip all your agents between them in one move.
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Understand traffic from a saved HAR or SAZ file
Repo: morluto/rea
Feed a saved network capture to your agent to see requests, responses and the payloads they expose.
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Move your existing provider setup into one app
Repo: yetone/magpie
Import providers from CC Switch, Claude Code, Codex or Alma instead of re-entering every key.
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Point at a UI element and send its HTML and CSS to an agent
Repo: stablyai/orca
Use Design Mode in the built-in browser to click any element and drop its code and a screenshot into your prompt.
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Export an explainer figure as SVG or React components
Repo: wheresryan22/anatomy
Generate a figure once and ship it as a lone SVG file or React and Next.js components.
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Stand up a shared server for a fleet of coding agents
Repo: feder-cr/git-ai
Run your own gitai server so each agent gets its own token and lands onto shared branches.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Add an audit slash command to Cursor, Gemini or Zed in one step
Repo: ifixai-ai/iFixAi
Scaffold a native /ifixai-skill command into the coding agent you already use, no plugin needed.
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Test whether harness edits lift your agent on legal tasks
Repo: google-research/harness2
Run one LAB legal-work task with refinement, then judge and report, to see if edits beat the base harness.
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Resolve conflicting agent changes automatically with a chosen resolver
Repo: feder-cr/git-ai
Plug in a deterministic tool or any LLM provider so conflicting lands resolve instead of bouncing back to the agent.
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Fail your CI build when an agent audit regresses
Repo: ifixai-ai/iFixAi
Script the audit with explicit CLI flags so every release is graded and the report is saved as an artifact.
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Run harness refinement with the Codex executor
Repo: google-research/harness2
Switch from the default OpenCode executor to Codex to see how the executor changes refined-harness results.
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Let an agent operate a desktop app when a task needs real clicks
Repo: stablyai/orca
Use Computer Use so an agent can interact with visible desktop UI during a workflow.
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Watch an agent build a model live in the open app
Repo: tangency-labs/solidcraft
Connect the MCP server to your running SolidCraft window so you can see each modeling step as the agent makes it.
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Add a model login through an npm plugin
Repo: yetone/magpie
Install an OpenCode or pi plugin so a sign-in flow becomes a usable provider for your agents.
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Give an agent only the folders it needs in a huge repo
Repo: feder-cr/git-ai
Use graft sparse and graft clone to materialize just the paths a short task touches instead of a full clone.
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Test the branch tip after landing and revert the culprit
Repo: feder-cr/git-ai
Run graft-verify so a failing tip is bisected and the change that broke it is reverted without a human.
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Let an agent create worktrees and drive the app via Orca CLI
Repo: stablyai/orca
Use the Orca CLI so an agent can spin up worktrees and click through a UI on its own.
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Follow the live changeset log with a monitoring agent
Repo: feder-cr/git-ai
Have an agent watch every accepted update and report what matters to each component, including in Slack.
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Generate a STEP file from a JSON command script
Repo: tangency-labs/solidcraft
Run a saved JSON command list from the CLI so the same part can be rebuilt on demand, no GUI.
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Move repo state into PostgreSQL and object storage for scale-out
Repo: feder-cr/git-ai
Switch a gitai repo to a database plus object storage so any server node can be added or rebuilt.
Disclaimer
Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked "Seen in the wild", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email [email protected] and we will look at it promptly.