{
 "schema_version": 1,
 "generated": "2026-10-20",
 "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 The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong.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 hello@dedupedai.com and we will look at it promptly.",
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   "title": "Scan a game install and plan a mod route",
   "summary": "Find the engine, version and modding route for a game you own before writing any code.",
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   "repo": "rehan-remade/universal-modder",
   "title": "Make game sprites and art with fal",
   "summary": "Generate sprites with fal, cut out the background and fit them for a game you are modding.",
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   "id": "rehan-remade-universal-modder--turn-a-3d-model-into-game-sprites",
   "repo": "rehan-remade/universal-modder",
   "title": "Turn a 3D model into game sprite frames",
   "summary": "Render a GLB 3D model into sprite frames from a game-style camera for a 2D or isometric mod.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
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   "id": "rehan-remade-universal-modder--record-a-mod-showcase-video",
   "repo": "rehan-remade/universal-modder",
   "title": "Record a mod showcase video from the game window",
   "summary": "Capture the game window with its own audio, pick the best moments and cut a styled video.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
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   "id": "rehan-remade-universal-modder--share-a-field-note-after-a-mod",
   "repo": "rehan-remade/universal-modder",
   "title": "Share a field note so the next agent starts ahead",
   "summary": "Write up how a game was modded and open a pull request to the knowledge base.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
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   "repo": "tangency-labs/solidcraft",
   "title": "Have an AI agent model a part through SolidCraft MCP",
   "summary": "Connect Claude Code to the SolidCraft MCP server so an agent builds and edits a parametric design.",
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   "id": "tangency-labs-solidcraft--run-bracket-script-to-step",
   "repo": "tangency-labs/solidcraft",
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   "category": "Work and operations",
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    "Work and operations"
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   "lang": "rust",
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "tangency-labs-solidcraft--enclosure-rebuilds-from-parameters",
   "repo": "tangency-labs/solidcraft",
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   "summary": "Model a case in the desktop app, then change one parameter and watch the design rebuild.",
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   "id": "ifixai-ai-ifixai--guided-audit-of-my-agent",
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   "id": "ifixai-ai-ifixai--let-claude-code-run-the-audit",
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   "id": "ifixai-ai-ifixai--scripted-audit-in-ci",
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   "repo": "ifixai-ai/iFixAi",
   "title": "Add an /ifixai-skill audit command to Cursor",
   "summary": "Scaffold a native audit command into Cursor with one zero-install command, then run it from the chat.",
   "category": "Software and DevOps",
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   "id": "stablyai-orca--compare-agent-results-in-parallel-worktrees",
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   "category": "Software and DevOps",
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   "id": "stablyai-orca--review-and-annotate-ai-diffs",
   "repo": "stablyai/orca",
   "title": "Review AI diffs line by line and send feedback back",
   "summary": "Comment on any diff line in Orca and return the notes to the agent to fix before you commit.",
   "category": "Software and DevOps",
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   "lang": "typescript",
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   "lang": "typescript",
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   "repo": "stablyai/orca",
   "title": "Script worktree and UI steps with the Orca CLI",
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   "date": "2026-10-20",
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   "json": "https://dedupedai.com/use-cases/u/heygen-com-hyperframes/short-motion-graphic-or-transparent-overlay.json",
   "md": "https://dedupedai.com/use-cases/heygen-com-hyperframes/short-motion-graphic-or-transparent-overlay/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/heygen-com-hyperframes--short-motion-graphic-or-transparent-overlay.json"
  },
  {
   "id": "heygen-com-hyperframes--port-remotion-composition-to-hyperframes",
   "repo": "heygen-com/hyperframes",
   "title": "Port an existing Remotion composition to HyperFrames HTML",
   "summary": "Convert a React-based Remotion composition into HyperFrames HTML with the remotion-to-hyperframes skill.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/heygen-com-hyperframes/port-remotion-composition-to-hyperframes/",
   "json": "https://dedupedai.com/use-cases/u/heygen-com-hyperframes/port-remotion-composition-to-hyperframes.json",
   "md": "https://dedupedai.com/use-cases/heygen-com-hyperframes/port-remotion-composition-to-hyperframes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/heygen-com-hyperframes--port-remotion-composition-to-hyperframes.json"
  },
  {
   "id": "leonxlnx-earshot--pick-best-sound-download",
   "repo": "Leonxlnx/earshot",
   "title": "Pick the best sound file from a set of downloads",
   "summary": "Rank candidate sound files against a text description and keep the closest match.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/leonxlnx-earshot/pick-best-sound-download/",
   "json": "https://dedupedai.com/use-cases/u/leonxlnx-earshot/pick-best-sound-download.json",
   "md": "https://dedupedai.com/use-cases/leonxlnx-earshot/pick-best-sound-download/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/leonxlnx-earshot--pick-best-sound-download.json"
  },
  {
   "id": "leonxlnx-earshot--find-best-moment-in-recording",
   "repo": "Leonxlnx/earshot",
   "title": "Find the exact moment of a sound in a long recording",
   "summary": "Locate the best matching moments inside a long file and get sample trims for each.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/leonxlnx-earshot/find-best-moment-in-recording/",
   "json": "https://dedupedai.com/use-cases/u/leonxlnx-earshot/find-best-moment-in-recording.json",
   "md": "https://dedupedai.com/use-cases/leonxlnx-earshot/find-best-moment-in-recording/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/leonxlnx-earshot--find-best-moment-in-recording.json"
  },
  {
   "id": "leonxlnx-earshot--check-launch-film-sound-sync",
   "repo": "Leonxlnx/earshot",
   "title": "Check a launch film's sound and sync with an agent",
   "summary": "Score a launch video's sound, find where it misses, and get timestamped fixes.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/leonxlnx-earshot/check-launch-film-sound-sync/",
   "json": "https://dedupedai.com/use-cases/u/leonxlnx-earshot/check-launch-film-sound-sync.json",
   "md": "https://dedupedai.com/use-cases/leonxlnx-earshot/check-launch-film-sound-sync/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/leonxlnx-earshot--check-launch-film-sound-sync.json"
  },
  {
   "id": "leonxlnx-earshot--generate-sound-effect-in-code",
   "repo": "Leonxlnx/earshot",
   "title": "Generate a sound effect in code and listen to it",
   "summary": "Render a sound from a recipe, score it by ear and iterate until it matches the references.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/leonxlnx-earshot/generate-sound-effect-in-code/",
   "json": "https://dedupedai.com/use-cases/u/leonxlnx-earshot/generate-sound-effect-in-code.json",
   "md": "https://dedupedai.com/use-cases/leonxlnx-earshot/generate-sound-effect-in-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/leonxlnx-earshot--generate-sound-effect-in-code.json"
  },
  {
   "id": "yetone-magpie--run-claude-code-on-deepseek",
   "repo": "yetone/magpie",
   "title": "Run Claude Code on DeepSeek instead of Claude",
   "summary": "Point Claude Code at a DeepSeek model through Magpie with one provider key and one command.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/yetone-magpie/run-claude-code-on-deepseek/",
   "json": "https://dedupedai.com/use-cases/u/yetone-magpie/run-claude-code-on-deepseek.json",
   "md": "https://dedupedai.com/use-cases/yetone-magpie/run-claude-code-on-deepseek/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/yetone-magpie--run-claude-code-on-deepseek.json"
  },
  {
   "id": "yetone-magpie--fail-over-between-subscriptions",
   "repo": "yetone/magpie",
   "title": "Keep an agent working when one quota runs out",
   "summary": "Group two models from different subscriptions so the agent moves to the other one when a quota runs out.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/yetone-magpie/fail-over-between-subscriptions/",
   "json": "https://dedupedai.com/use-cases/u/yetone-magpie/fail-over-between-subscriptions.json",
   "md": "https://dedupedai.com/use-cases/yetone-magpie/fail-over-between-subscriptions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/yetone-magpie--fail-over-between-subscriptions.json"
  },
  {
   "id": "yetone-magpie--check-quota-across-every-plan",
   "repo": "yetone/magpie",
   "title": "See what is left on every AI plan in one command",
   "summary": "Use Magpie quota to list remaining balances and quota windows for all keys and accounts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/yetone-magpie/check-quota-across-every-plan/",
   "json": "https://dedupedai.com/use-cases/u/yetone-magpie/check-quota-across-every-plan.json",
   "md": "https://dedupedai.com/use-cases/yetone-magpie/check-quota-across-every-plan/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/yetone-magpie--check-quota-across-every-plan.json"
  },
  {
   "id": "yetone-magpie--send-any-tool-through-local-gateway",
   "repo": "yetone/magpie",
   "title": "Send any OpenAI or Anthropic tool through the Magpie gateway",
   "summary": "Set three base URL variables so any tool that accepts a base URL uses the Magpie gateway.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/yetone-magpie/send-any-tool-through-local-gateway/",
   "json": "https://dedupedai.com/use-cases/u/yetone-magpie/send-any-tool-through-local-gateway.json",
   "md": "https://dedupedai.com/use-cases/yetone-magpie/send-any-tool-through-local-gateway/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/yetone-magpie--send-any-tool-through-local-gateway.json"
  },
  {
   "id": "morluto-rea--build-similar-feature-for-my-project",
   "repo": "morluto/rea",
   "title": "Rebuild a feature you saw, in your own project",
   "summary": "Have your agent study how another app does a feature, show the evidence, then build and test your own version.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": true,
   "best": true,
   "score": 0.95,
   "url": "https://dedupedai.com/use-cases/morluto-rea/build-similar-feature-for-my-project/",
   "json": "https://dedupedai.com/use-cases/u/morluto-rea/build-similar-feature-for-my-project.json",
   "md": "https://dedupedai.com/use-cases/morluto-rea/build-similar-feature-for-my-project/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/morluto-rea--build-similar-feature-for-my-project.json"
  },
  {
   "id": "morluto-rea--inspect-web-player-from-browser",
   "repo": "morluto/rea",
   "title": "Map how a website's front end works",
   "summary": "Let your agent watch a site in a browser and explain how its scripts and network requests drive a feature.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/morluto-rea/inspect-web-player-from-browser/",
   "json": "https://dedupedai.com/use-cases/u/morluto-rea/inspect-web-player-from-browser.json",
   "md": "https://dedupedai.com/use-cases/morluto-rea/inspect-web-player-from-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/morluto-rea--inspect-web-player-from-browser.json"
  },
  {
   "id": "morluto-rea--analyze-electron-app-directory",
   "repo": "morluto/rea",
   "title": "List modules and IPC in an Electron app",
   "summary": "Run one terminal command on an extracted Electron app to get its modules, imports and IPC boundaries.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.85,
   "url": "https://dedupedai.com/use-cases/morluto-rea/analyze-electron-app-directory/",
   "json": "https://dedupedai.com/use-cases/u/morluto-rea/analyze-electron-app-directory.json",
   "md": "https://dedupedai.com/use-cases/morluto-rea/analyze-electron-app-directory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/morluto-rea--analyze-electron-app-directory.json"
  },
  {
   "id": "morluto-rea--explain-game-wasm-build",
   "repo": "morluto/rea",
   "title": "Pull apart a game's WASM web build",
   "summary": "Have your agent decode a game's .wasm file and explain its sections, imports and exports.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": true,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/morluto-rea/explain-game-wasm-build/",
   "json": "https://dedupedai.com/use-cases/u/morluto-rea/explain-game-wasm-build.json",
   "md": "https://dedupedai.com/use-cases/morluto-rea/explain-game-wasm-build/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/morluto-rea--explain-game-wasm-build.json"
  },
  {
   "id": "morluto-rea--understand-native-binary-behavior",
   "repo": "morluto/rea",
   "title": "Get readable pseudocode from a native binary",
   "summary": "Use Hopper, Ghidra or IDA through your agent to see what one routine in a compiled program does.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.75,
   "url": "https://dedupedai.com/use-cases/morluto-rea/understand-native-binary-behavior/",
   "json": "https://dedupedai.com/use-cases/u/morluto-rea/understand-native-binary-behavior.json",
   "md": "https://dedupedai.com/use-cases/morluto-rea/understand-native-binary-behavior/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/morluto-rea--understand-native-binary-behavior.json"
  },
  {
   "id": "0xsline-awesome-deepseek-harness--start-dsh-web-runtime",
   "repo": "0xsline/awesome-deepseek-harness",
   "title": "Start the official DSH web runtime in one command",
   "summary": "Launch the official DeepSeek Harness web runtime with npx and manage plugins from Settings.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/start-dsh-web-runtime/",
   "json": "https://dedupedai.com/use-cases/u/0xsline-awesome-deepseek-harness/start-dsh-web-runtime.json",
   "md": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/start-dsh-web-runtime/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/0xsline-awesome-deepseek-harness--start-dsh-web-runtime.json"
  },
  {
   "id": "0xsline-awesome-deepseek-harness--add-community-profile-bundle",
   "repo": "0xsline/awesome-deepseek-harness",
   "title": "Add a community bundle to a DSH web profile",
   "summary": "Install an external profile bundle with dsh plugin and activate it on the web profile.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/add-community-profile-bundle/",
   "json": "https://dedupedai.com/use-cases/u/0xsline-awesome-deepseek-harness/add-community-profile-bundle.json",
   "md": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/add-community-profile-bundle/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/0xsline-awesome-deepseek-harness--add-community-profile-bundle.json"
  },
  {
   "id": "0xsline-awesome-deepseek-harness--migrate-claude-code-sessions-to-dsh",
   "repo": "0xsline/awesome-deepseek-harness",
   "title": "Move Claude Code and Codex sessions into DSH",
   "summary": "Use dsh-claude-move to bring sessions, memories, skills, and slash commands into DSH with approval gates.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/migrate-claude-code-sessions-to-dsh/",
   "json": "https://dedupedai.com/use-cases/u/0xsline-awesome-deepseek-harness/migrate-claude-code-sessions-to-dsh.json",
   "md": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/migrate-claude-code-sessions-to-dsh/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/0xsline-awesome-deepseek-harness--migrate-claude-code-sessions-to-dsh.json"
  },
  {
   "id": "0xsline-awesome-deepseek-harness--compare-coding-agents-in-worktrees",
   "repo": "0xsline/awesome-deepseek-harness",
   "title": "Compare coding agents on one task in Git worktrees",
   "summary": "Run dsh-agent-arena to score coding agents in isolated worktrees and apply the winning change.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/compare-coding-agents-in-worktrees/",
   "json": "https://dedupedai.com/use-cases/u/0xsline-awesome-deepseek-harness/compare-coding-agents-in-worktrees.json",
   "md": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/compare-coding-agents-in-worktrees/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/0xsline-awesome-deepseek-harness--compare-coding-agents-in-worktrees.json"
  },
  {
   "id": "0xsline-awesome-deepseek-harness--keep-agent-todo-list-honest",
   "repo": "0xsline/awesome-deepseek-harness",
   "title": "Stop an agent from marking unfinished tasks as done",
   "summary": "Use dsh-todo-guard to keep todos across restarts and verify each completion against evidence.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/keep-agent-todo-list-honest/",
   "json": "https://dedupedai.com/use-cases/u/0xsline-awesome-deepseek-harness/keep-agent-todo-list-honest.json",
   "md": "https://dedupedai.com/use-cases/0xsline-awesome-deepseek-harness/keep-agent-todo-list-honest/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/0xsline-awesome-deepseek-harness--keep-agent-todo-list-honest.json"
  },
  {
   "id": "100yenadmin-fish-audio-hermes--give-hermes-agent-a-speaking-voice",
   "repo": "100yenadmin/fish-audio-hermes",
   "title": "Give your Hermes agent a spoken voice",
   "summary": "Install the Fish Audio plugin so voice replies and read-aloud use Fish Audio speech.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/100yenadmin-fish-audio-hermes/give-hermes-agent-a-speaking-voice/",
   "json": "https://dedupedai.com/use-cases/u/100yenadmin-fish-audio-hermes/give-hermes-agent-a-speaking-voice.json",
   "md": "https://dedupedai.com/use-cases/100yenadmin-fish-audio-hermes/give-hermes-agent-a-speaking-voice/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/100yenadmin-fish-audio-hermes--give-hermes-agent-a-speaking-voice.json"
  },
  {
   "id": "100yenadmin-fish-audio-hermes--transcribe-recordings-with-speakers-and-subtitles",
   "repo": "100yenadmin/fish-audio-hermes",
   "title": "Transcribe a recording with speakers and subtitles",
   "summary": "Turn a meeting or interview file into a transcript with speaker turns, timestamps and SRT subtitles.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/100yenadmin-fish-audio-hermes/transcribe-recordings-with-speakers-and-subtitles/",
   "json": "https://dedupedai.com/use-cases/u/100yenadmin-fish-audio-hermes/transcribe-recordings-with-speakers-and-subtitles.json",
   "md": "https://dedupedai.com/use-cases/100yenadmin-fish-audio-hermes/transcribe-recordings-with-speakers-and-subtitles/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/100yenadmin-fish-audio-hermes--transcribe-recordings-with-speakers-and-subtitles.json"
  },
  {
   "id": "100yenadmin-fish-audio-hermes--find-and-save-a-narrator-voice",
   "repo": "100yenadmin/fish-audio-hermes",
   "title": "Find a narrator voice and save it under a short name",
   "summary": "Search Fish Audio's community voices, choose one, and reuse it under a short name.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/100yenadmin-fish-audio-hermes/find-and-save-a-narrator-voice/",
   "json": "https://dedupedai.com/use-cases/u/100yenadmin-fish-audio-hermes/find-and-save-a-narrator-voice.json",
   "md": "https://dedupedai.com/use-cases/100yenadmin-fish-audio-hermes/find-and-save-a-narrator-voice/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/100yenadmin-fish-audio-hermes--find-and-save-a-narrator-voice.json"
  },
  {
   "id": "100yenadmin-fish-audio-hermes--clone-or-design-a-custom-voice",
   "repo": "100yenadmin/fish-audio-hermes",
   "title": "Clone or design a custom voice with approval",
   "summary": "Create your own voice from a short sample or a written description, after you approve it.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
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   "repo": "2022hpsk/SpeakerMemR1",
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   "id": "abubakrchan-product-launch-motion--add-webgl-glass-pass",
   "repo": "AbubakrChan/product-launch-motion",
   "title": "Add a WebGL glass pass to a launch film",
   "summary": "Render a second version of a launch film with refractive 3D glass shapes floating through each scene.",
   "category": "Content",
   "tags": [
    "Content"
   ],
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/abubakrchan-product-launch-motion--add-webgl-glass-pass.json"
  },
  {
   "id": "abubakrchan-product-launch-motion--reuse-review-notes-for-new-product",
   "repo": "AbubakrChan/product-launch-motion",
   "title": "Brief a new product film from the review-note prompts",
   "summary": "Reuse the saved prompts and review notes to direct a launch film for a different product.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/abubakrchan-product-launch-motion/reuse-review-notes-for-new-product.json",
   "md": "https://dedupedai.com/use-cases/abubakrchan-product-launch-motion/reuse-review-notes-for-new-product/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/abubakrchan-product-launch-motion--reuse-review-notes-for-new-product.json"
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  {
   "id": "academa-labs-manimgx--render-3d-scene-to-mp4",
   "repo": "academa-labs/manimgx",
   "title": "Render a 3D Python scene to a 1080p60 MP4",
   "summary": "Write a Manim-style 3D scene in Python and render it to a 1080p60 MP4 with one command.",
   "category": "Content",
   "tags": [
    "Content"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/academa-labs-manimgx/render-3d-scene-to-mp4/",
   "json": "https://dedupedai.com/use-cases/u/academa-labs-manimgx/render-3d-scene-to-mp4.json",
   "md": "https://dedupedai.com/use-cases/academa-labs-manimgx/render-3d-scene-to-mp4/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/academa-labs-manimgx--render-3d-scene-to-mp4.json"
  },
  {
   "id": "academa-labs-manimgx--agent-builds-3d-animation-from-prompt",
   "repo": "academa-labs/manimgx",
   "title": "Have an AI agent build and open a 3D animation",
   "summary": "Paste one prompt into a coding agent and get an installed, rendered 3D animation back.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/academa-labs-manimgx/agent-builds-3d-animation-from-prompt.json",
   "md": "https://dedupedai.com/use-cases/academa-labs-manimgx/agent-builds-3d-animation-from-prompt/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/academa-labs-manimgx--agent-builds-3d-animation-from-prompt.json"
  },
  {
   "id": "academa-labs-manimgx--narrated-explainer-video-with-voice-sync",
   "repo": "academa-labs/manimgx",
   "title": "Make a narrated explainer video synced to speech",
   "summary": "Match 3D and math animations to spoken narration using self.say() in a Python scene.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/academa-labs-manimgx/narrated-explainer-video-with-voice-sync/",
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   "api": "https://dedupedai.com/api/v1/usecases/academa-labs-manimgx--narrated-explainer-video-with-voice-sync.json"
  },
  {
   "id": "academa-labs-manimgx--embed-scene-in-web-page-with-webgpu",
   "repo": "academa-labs/manimgx",
   "title": "Embed a ManimGX scene in a web page",
   "summary": "Run a Python scene in the browser with Pyodide and WebGPU, with no render server.",
   "category": "Content",
   "tags": [
    "Content"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/academa-labs-manimgx/embed-scene-in-web-page-with-webgpu/",
   "json": "https://dedupedai.com/use-cases/u/academa-labs-manimgx/embed-scene-in-web-page-with-webgpu.json",
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   "api": "https://dedupedai.com/api/v1/usecases/academa-labs-manimgx--embed-scene-in-web-page-with-webgpu.json"
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   "id": "acryldev-acryl--keep-one-project-across-coding-agents",
   "repo": "acryldev/acryl",
   "title": "Keep one project context across coding agents",
   "summary": "Move between Claude Code, Codex, and Gemini CLI on the same project without re-setting context.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/acryldev-acryl/keep-one-project-across-coding-agents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/acryldev-acryl--keep-one-project-across-coding-agents.json"
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  {
   "id": "acryldev-acryl--run-several-agents-without-babysitting-terminals",
   "repo": "acryldev/acryl",
   "title": "Run several agents and act only when one needs you",
   "summary": "Use the attention queue to see the moment an agent needs input across parallel sessions.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/acryldev-acryl/run-several-agents-without-babysitting-terminals/",
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   "api": "https://dedupedai.com/api/v1/usecases/acryldev-acryl--run-several-agents-without-babysitting-terminals.json"
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   "id": "acryldev-acryl--review-agent-diffs-and-send-comments-back",
   "repo": "acryldev/acryl",
   "title": "Review agent diffs line by line and send comments back",
   "summary": "Comment on an agent's diff in ACRYL and send those comments straight back to the agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/acryldev-acryl/review-agent-diffs-and-send-comments-back/",
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   "id": "acryldev-acryl--diagnose-and-repair-a-broken-acryl-install",
   "repo": "acryldev/acryl",
   "title": "Diagnose and repair an ACRYL install that will not boot",
   "summary": "Use Acryl doctor and Acryl repair to find and fix a broken install, with backups and undo.",
   "category": "Software and DevOps",
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    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/acryldev-acryl/diagnose-and-repair-a-broken-acryl-install/",
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   "api": "https://dedupedai.com/api/v1/usecases/acryldev-acryl--diagnose-and-repair-a-broken-acryl-install.json"
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   "id": "acryldev-acryl--build-and-test-acryl-from-source",
   "repo": "acryldev/acryl",
   "title": "Build and test ACRYL from source for a contribution",
   "summary": "Clone the repo, sync upstream, and run the verify and check gates before handing off a change.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/acryldev-acryl/build-and-test-acryl-from-source/",
   "json": "https://dedupedai.com/use-cases/u/acryldev-acryl/build-and-test-acryl-from-source.json",
   "md": "https://dedupedai.com/use-cases/acryldev-acryl/build-and-test-acryl-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/acryldev-acryl--build-and-test-acryl-from-source.json"
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  {
   "id": "addyosmani-factory--install-factory-into-existing-repo",
   "repo": "addyosmani/factory",
   "title": "Install the Factory into an existing GitHub project",
   "summary": "Add the committed Claude and Codex Factory files to a repo and check the setup with doctor.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/addyosmani-factory/install-factory-into-existing-repo/",
   "json": "https://dedupedai.com/use-cases/u/addyosmani-factory/install-factory-into-existing-repo.json",
   "md": "https://dedupedai.com/use-cases/addyosmani-factory/install-factory-into-existing-repo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/addyosmani-factory--install-factory-into-existing-repo.json"
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   "id": "addyosmani-factory--turn-labeled-issues-into-draft-prs",
   "repo": "addyosmani/factory",
   "title": "Turn small labeled issues into reviewed draft pull requests",
   "summary": "Let scheduled agents implement charter-allowed issues on claimed branches and open draft PRs for review.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/addyosmani-factory/turn-labeled-issues-into-draft-prs/",
   "json": "https://dedupedai.com/use-cases/u/addyosmani-factory/turn-labeled-issues-into-draft-prs.json",
   "md": "https://dedupedai.com/use-cases/addyosmani-factory/turn-labeled-issues-into-draft-prs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/addyosmani-factory--turn-labeled-issues-into-draft-prs.json"
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   "id": "addyosmani-factory--triage-issue-backlog-into-queue-labels",
   "repo": "addyosmani/factory",
   "title": "Sort an issue backlog into implement, spec, or wait",
   "summary": "Have a triage run classify each untriaged issue and write a handoff comment with its gate level.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/addyosmani-factory/triage-issue-backlog-into-queue-labels.json",
   "md": "https://dedupedai.com/use-cases/addyosmani-factory/triage-issue-backlog-into-queue-labels/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/addyosmani-factory--triage-issue-backlog-into-queue-labels.json"
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  {
   "id": "addyosmani-factory--weekly-health-sweep-files-new-issues",
   "repo": "addyosmani/factory",
   "title": "Get a weekly health sweep that files issues for findings",
   "summary": "Run a monitor that checks the default branch and Factory health, then files findings as GitHub issues.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/addyosmani-factory/weekly-health-sweep-files-new-issues/",
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   "md": "https://dedupedai.com/use-cases/addyosmani-factory/weekly-health-sweep-files-new-issues/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/addyosmani-factory--weekly-health-sweep-files-new-issues.json"
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   "id": "adscanpro-claude-ad--scope-ad-assessment-phase-order",
   "repo": "ADScanPro/Claude-AD",
   "title": "Scope an AD assessment in the right phase order",
   "summary": "Use the methodology skills and /ad-scope to plan an authorized internal AD test before any tooling runs.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/adscanpro-claude-ad--scope-ad-assessment-phase-order.json"
  },
  {
   "id": "adscanpro-claude-ad--map-low-priv-to-domain-admin-paths",
   "repo": "ADScanPro/Claude-AD",
   "title": "Map low-privilege to Domain Admin attack paths",
   "summary": "Run /ad-recon and /ad-attack-paths to collect the directory graph and reason about paths to Domain Admin.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/adscanpro-claude-ad--map-low-priv-to-domain-admin-paths.json"
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  {
   "id": "adscanpro-claude-ad--review-adcs-esc-misconfigurations",
   "repo": "ADScanPro/Claude-AD",
   "title": "Review ADCS ESC1 through ESC17 misconfigurations",
   "summary": "Check certificate services for ESC1 through ESC17 weaknesses with the adcs-attacks skill and certipy.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "",
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  {
   "id": "adscanpro-claude-ad--map-ad-findings-to-compliance-controls",
   "repo": "ADScanPro/Claude-AD",
   "title": "Map AD findings to DORA, NIS2 and ENS controls",
   "summary": "Use the compliance-mapping skill to tie each technique you tested to a control family for an audit report.",
   "category": "Security and science",
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    "Security and science"
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   "lang": "",
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   "seen_in_the_wild": false,
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   "score": 0.7,
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   "repo": "adtexterry-lgtm/unigit-ecosystem",
   "title": "Get a finished file from a plain-language goal",
   "summary": "Describe an outcome in UNIGIT and receive a file you can preview, save, and revise.",
   "category": "Personal productivity",
   "tags": [
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   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "repo": "adtexterry-lgtm/unigit-ecosystem",
   "title": "Recommend an MCP server, tool, or model to UNIGIT",
   "summary": "Submit a structured resource issue so a useful public capability can be considered.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
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   "seen_in_the_wild": false,
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   "repo": "adtexterry-lgtm/unigit-ecosystem",
   "title": "Propose a partnership to connect model or channel reach",
   "summary": "Open a partnership issue to link model capacity or channels with real user demand.",
   "category": "Personal productivity",
   "tags": [
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   ],
   "lang": "javascript",
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   "json": "https://dedupedai.com/use-cases/u/adtexterry-lgtm-unigit-ecosystem/propose-partnership-for-user-demand.json",
   "md": "https://dedupedai.com/use-cases/adtexterry-lgtm-unigit-ecosystem/propose-partnership-for-user-demand/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/adtexterry-lgtm-unigit-ecosystem--propose-partnership-for-user-demand.json"
  },
  {
   "id": "aerovato-operator-memory--onboard-existing-repo-with-persistent-agent-memory",
   "repo": "aerovato/operator-memory",
   "title": "Give an existing repo a memory the agent keeps",
   "summary": "Set up Operator on a real project so each new agent session starts from an indexed codebase and written specs.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/aerovato-operator-memory/onboard-existing-repo-with-persistent-agent-memory/",
   "json": "https://dedupedai.com/use-cases/u/aerovato-operator-memory/onboard-existing-repo-with-persistent-agent-memory.json",
   "md": "https://dedupedai.com/use-cases/aerovato-operator-memory/onboard-existing-repo-with-persistent-agent-memory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aerovato-operator-memory--onboard-existing-repo-with-persistent-agent-memory.json"
  },
  {
   "id": "aerovato-operator-memory--share-project-specs-with-team-through-git",
   "repo": "aerovato/operator-memory",
   "title": "Publish agent-written specs to your team via Git",
   "summary": "Promote the specs an agent wrote into the shared folder so teammates receive the same project knowledge.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/aerovato-operator-memory/share-project-specs-with-team-through-git/",
   "json": "https://dedupedai.com/use-cases/u/aerovato-operator-memory/share-project-specs-with-team-through-git.json",
   "md": "https://dedupedai.com/use-cases/aerovato-operator-memory/share-project-specs-with-team-through-git/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aerovato-operator-memory--share-project-specs-with-team-through-git.json"
  },
  {
   "id": "aerovato-operator-memory--keep-personal-rules-across-all-projects",
   "repo": "aerovato/operator-memory",
   "title": "Carry your personal agent rules into every project",
   "summary": "Store your own standards and knowledge in a user partition that applies across all your repos.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/aerovato-operator-memory/keep-personal-rules-across-all-projects/",
   "json": "https://dedupedai.com/use-cases/u/aerovato-operator-memory/keep-personal-rules-across-all-projects.json",
   "md": "https://dedupedai.com/use-cases/aerovato-operator-memory/keep-personal-rules-across-all-projects/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aerovato-operator-memory--keep-personal-rules-across-all-projects.json"
  },
  {
   "id": "aerovato-operator-memory--audit-and-edit-agent-memory-as-markdown",
   "repo": "aerovato/operator-memory",
   "title": "Review and correct what the agent has written",
   "summary": "Read, update, or delete the Markdown memory files an agent produced to keep the project knowledge accurate.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/aerovato-operator-memory/audit-and-edit-agent-memory-as-markdown/",
   "json": "https://dedupedai.com/use-cases/u/aerovato-operator-memory/audit-and-edit-agent-memory-as-markdown.json",
   "md": "https://dedupedai.com/use-cases/aerovato-operator-memory/audit-and-edit-agent-memory-as-markdown/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aerovato-operator-memory--audit-and-edit-agent-memory-as-markdown.json"
  },
  {
   "id": "affaan-m-ecc--install-ecc-claude-code-plugin",
   "repo": "affaan-m/ECC",
   "title": "Install ECC as a Claude Code plugin in one guided run",
   "summary": "Get ECC's skills, agents, commands, and hooks into Claude Code without manual file copying.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/affaan-m-ecc/install-ecc-claude-code-plugin/",
   "json": "https://dedupedai.com/use-cases/u/affaan-m-ecc/install-ecc-claude-code-plugin.json",
   "md": "https://dedupedai.com/use-cases/affaan-m-ecc/install-ecc-claude-code-plugin/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/affaan-m-ecc--install-ecc-claude-code-plugin.json"
  },
  {
   "id": "affaan-m-ecc--configure-claude-and-codex-together",
   "repo": "affaan-m/ECC",
   "title": "Preview, then install ECC into Claude Code and Codex together",
   "summary": "Use the multi-harness wizard to set up two coding agents in one reviewed flow.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/affaan-m-ecc/configure-claude-and-codex-together/",
   "json": "https://dedupedai.com/use-cases/u/affaan-m-ecc/configure-claude-and-codex-together.json",
   "md": "https://dedupedai.com/use-cases/affaan-m-ecc/configure-claude-and-codex-together/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/affaan-m-ecc--configure-claude-and-codex-together.json"
  },
  {
   "id": "affaan-m-ecc--scan-agent-config-with-agentshield",
   "repo": "affaan-m/ECC",
   "title": "Scan agent prompts, hooks, and permissions for security issues",
   "summary": "Run AgentShield over an agent setup to check prompts, hooks, MCP config, permissions, and secrets.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/affaan-m-ecc/scan-agent-config-with-agentshield/",
   "json": "https://dedupedai.com/use-cases/u/affaan-m-ecc/scan-agent-config-with-agentshield.json",
   "md": "https://dedupedai.com/use-cases/affaan-m-ecc/scan-agent-config-with-agentshield/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/affaan-m-ecc--scan-agent-config-with-agentshield.json"
  },
  {
   "id": "affaan-m-ecc--find-the-right-ecc-skill-for-a-task",
   "repo": "affaan-m/ECC",
   "title": "Find the right ECC skill for a task before starting work",
   "summary": "Ask ECC which skill fits a request, such as security reviews, from its 311 skills.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/affaan-m-ecc/find-the-right-ecc-skill-for-a-task/",
   "json": "https://dedupedai.com/use-cases/u/affaan-m-ecc/find-the-right-ecc-skill-for-a-task.json",
   "md": "https://dedupedai.com/use-cases/affaan-m-ecc/find-the-right-ecc-skill-for-a-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/affaan-m-ecc--find-the-right-ecc-skill-for-a-task.json"
  },
  {
   "id": "afk-surf-comma--self-host-comma-with-docker-compose",
   "repo": "AFK-surf/Comma",
   "title": "Run your own Comma instance with Docker Compose",
   "summary": "Start a single-node personal agent on your own machine with one compose command.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "elixir",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/afk-surf-comma/self-host-comma-with-docker-compose/",
   "json": "https://dedupedai.com/use-cases/u/afk-surf-comma/self-host-comma-with-docker-compose.json",
   "md": "https://dedupedai.com/use-cases/afk-surf-comma/self-host-comma-with-docker-compose/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/afk-surf-comma--self-host-comma-with-docker-compose.json"
  },
  {
   "id": "afk-surf-comma--run-comma-locally-with-mock-model",
   "repo": "AFK-surf/Comma",
   "title": "Run Comma locally with a mock model for testing",
   "summary": "Start the backend and Web client without a model key and run the test suites.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "elixir",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/afk-surf-comma/run-comma-locally-with-mock-model/",
   "json": "https://dedupedai.com/use-cases/u/afk-surf-comma/run-comma-locally-with-mock-model.json",
   "md": "https://dedupedai.com/use-cases/afk-surf-comma/run-comma-locally-with-mock-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/afk-surf-comma--run-comma-locally-with-mock-model.json"
  },
  {
   "id": "afk-surf-comma--watch-inbox-or-repo-with-loops",
   "repo": "AFK-surf/Comma",
   "title": "Set a Loop to wake Comma only when something needs it",
   "summary": "Have Comma write a small watcher that acts only when an inbox, repo, or feed changes.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "elixir",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/afk-surf-comma/watch-inbox-or-repo-with-loops/",
   "json": "https://dedupedai.com/use-cases/u/afk-surf-comma/watch-inbox-or-repo-with-loops.json",
   "md": "https://dedupedai.com/use-cases/afk-surf-comma/watch-inbox-or-repo-with-loops/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/afk-surf-comma--watch-inbox-or-repo-with-loops.json"
  },
  {
   "id": "afk-surf-comma--hand-mac-file-work-to-codex-or-claude-code",
   "repo": "AFK-surf/Comma",
   "title": "Hand file edits on your Mac to Codex or Claude Code",
   "summary": "Let Comma read files on your Mac and delegate changes to an agent you already use.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "elixir",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/afk-surf-comma/hand-mac-file-work-to-codex-or-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/afk-surf-comma/hand-mac-file-work-to-codex-or-claude-code.json",
   "md": "https://dedupedai.com/use-cases/afk-surf-comma/hand-mac-file-work-to-codex-or-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/afk-surf-comma--hand-mac-file-work-to-codex-or-claude-code.json"
  },
  {
   "id": "agent-field-codeaf--security-audit-local-changes",
   "repo": "Agent-Field/CodeAF",
   "title": "Audit local code changes for security problems",
   "summary": "Run the sec specialist on changes since main and get findings with evidence and fixes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/agent-field-codeaf/security-audit-local-changes/",
   "json": "https://dedupedai.com/use-cases/u/agent-field-codeaf/security-audit-local-changes.json",
   "md": "https://dedupedai.com/use-cases/agent-field-codeaf/security-audit-local-changes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agent-field-codeaf--security-audit-local-changes.json"
  },
  {
   "id": "agent-field-codeaf--review-github-pull-request",
   "repo": "Agent-Field/CodeAF",
   "title": "Review a GitHub pull request with findings and reasons",
   "summary": "Run the review specialist on a PR and get findings with file locations and fixes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/agent-field-codeaf/review-github-pull-request/",
   "json": "https://dedupedai.com/use-cases/u/agent-field-codeaf/review-github-pull-request.json",
   "md": "https://dedupedai.com/use-cases/agent-field-codeaf/review-github-pull-request/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agent-field-codeaf--review-github-pull-request.json"
  },
  {
   "id": "agent-field-codeaf--hand-coding-fix-to-senior-dev",
   "repo": "Agent-Field/CodeAF",
   "title": "Hand a coding fix to senior-dev on its own branch",
   "summary": "Describe a bug and let senior-dev change code in a private copy, then check the results.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/agent-field-codeaf/hand-coding-fix-to-senior-dev/",
   "json": "https://dedupedai.com/use-cases/u/agent-field-codeaf/hand-coding-fix-to-senior-dev.json",
   "md": "https://dedupedai.com/use-cases/agent-field-codeaf/hand-coding-fix-to-senior-dev/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agent-field-codeaf--hand-coding-fix-to-senior-dev.json"
  },
  {
   "id": "agent-field-codeaf--headless-batch-tasks-in-ci",
   "repo": "Agent-Field/CodeAF",
   "title": "Run a batch of coding tasks headless in CI or cron",
   "summary": "Use codeaf do with a timeout and JSON output to run unattended work from scripts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/agent-field-codeaf/headless-batch-tasks-in-ci/",
   "json": "https://dedupedai.com/use-cases/u/agent-field-codeaf/headless-batch-tasks-in-ci.json",
   "md": "https://dedupedai.com/use-cases/agent-field-codeaf/headless-batch-tasks-in-ci/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agent-field-codeaf--headless-batch-tasks-in-ci.json"
  },
  {
   "id": "agent-field-codeaf--drive-coding-agent-on-remote-devbox",
   "repo": "Agent-Field/CodeAF",
   "title": "Drive a coding agent on a remote dev box from your laptop",
   "summary": "Run the conversation on a remote machine with codeaf chat --host and keep the work going.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/agent-field-codeaf/drive-coding-agent-on-remote-devbox/",
   "json": "https://dedupedai.com/use-cases/u/agent-field-codeaf/drive-coding-agent-on-remote-devbox.json",
   "md": "https://dedupedai.com/use-cases/agent-field-codeaf/drive-coding-agent-on-remote-devbox/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agent-field-codeaf--drive-coding-agent-on-remote-devbox.json"
  },
  {
   "id": "agent-labs-dev-fastbrowse--cited-answer-from-live-page",
   "repo": "agent-labs-dev/fastbrowse",
   "title": "Get a cited answer from a live web page",
   "summary": "Ask a question about a web page and get an answer where each claim quotes the page.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/agent-labs-dev-fastbrowse/cited-answer-from-live-page/",
   "json": "https://dedupedai.com/use-cases/u/agent-labs-dev-fastbrowse/cited-answer-from-live-page.json",
   "md": "https://dedupedai.com/use-cases/agent-labs-dev-fastbrowse/cited-answer-from-live-page/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agent-labs-dev-fastbrowse--cited-answer-from-live-page.json"
  },
  {
   "id": "agent-labs-dev-fastbrowse--vault-login-stops-before-submit",
   "repo": "agent-labs-dev/fastbrowse",
   "title": "Log in from a Bitwarden vault and stop before submitting",
   "summary": "Fill a login form from a vault item, then pause for confirmation before any submit.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/agent-labs-dev-fastbrowse/vault-login-stops-before-submit/",
   "json": "https://dedupedai.com/use-cases/u/agent-labs-dev-fastbrowse/vault-login-stops-before-submit.json",
   "md": "https://dedupedai.com/use-cases/agent-labs-dev-fastbrowse/vault-login-stops-before-submit/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agent-labs-dev-fastbrowse--vault-login-stops-before-submit.json"
  },
  {
   "id": "agent-labs-dev-fastbrowse--shopping-cart-with-signed-in-profile",
   "repo": "agent-labs-dev/fastbrowse",
   "title": "Add items to a cart in a profile that stays signed in",
   "summary": "Reuse a Chrome profile that is already signed in to run cart tasks without a password.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/agent-labs-dev-fastbrowse/shopping-cart-with-signed-in-profile/",
   "json": "https://dedupedai.com/use-cases/u/agent-labs-dev-fastbrowse/shopping-cart-with-signed-in-profile.json",
   "md": "https://dedupedai.com/use-cases/agent-labs-dev-fastbrowse/shopping-cart-with-signed-in-profile/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agent-labs-dev-fastbrowse--shopping-cart-with-signed-in-profile.json"
  },
  {
   "id": "agent-labs-dev-fastbrowse--read-open-electron-app-window",
   "repo": "agent-labs-dev/fastbrowse",
   "title": "Read values from an open Electron app window",
   "summary": "Attach to a running Electron app, such as VS Code, and read what its window shows.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/agent-labs-dev-fastbrowse/read-open-electron-app-window/",
   "json": "https://dedupedai.com/use-cases/u/agent-labs-dev-fastbrowse/read-open-electron-app-window.json",
   "md": "https://dedupedai.com/use-cases/agent-labs-dev-fastbrowse/read-open-electron-app-window/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agent-labs-dev-fastbrowse--read-open-electron-app-window.json"
  },
  {
   "id": "agent-launch-agent-launcher--run-all-installed-coding-agents-from-one-app",
   "repo": "agent-launch/agent-launcher",
   "title": "Run all installed coding agents from one desktop app",
   "summary": "Link the coding-agent CLIs already on your machine and start sessions for each from one place.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/agent-launch-agent-launcher/run-all-installed-coding-agents-from-one-app/",
   "json": "https://dedupedai.com/use-cases/u/agent-launch-agent-launcher/run-all-installed-coding-agents-from-one-app.json",
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   "id": "agent-launch-agent-launcher--set-up-a-provider-profile-with-a-connectivity-check",
   "repo": "agent-launch/agent-launcher",
   "title": "Set up an OpenAI-compatible provider profile for Codex CLI",
   "summary": "Add a provider profile, let the app check it with a real request, and keep native config in sync.",
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   "api": "https://dedupedai.com/api/v1/usecases/agent-launch-agent-launcher--set-up-a-provider-profile-with-a-connectivity-check.json"
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   "repo": "agent-launch/agent-launcher",
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    "Software and DevOps"
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   "repo": "agent-launch/agent-launcher",
   "title": "Run Agent Launcher from source to test a change",
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "agenta-ai-awesome-ai-agent-platforms--shortlist-self-hosted-ai-coworker",
   "repo": "Agenta-AI/awesome-ai-agent-platforms",
   "title": "Shortlist self-hosted AI coworkers for a team",
   "summary": "Compare persistent agent platforms by license and hosting before picking one to try.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
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   "lang": "astro",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/agenta-ai-awesome-ai-agent-platforms--shortlist-self-hosted-ai-coworker.json"
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   "id": "agenta-ai-awesome-ai-agent-platforms--choose-workflow-automation-with-ai-steps",
   "repo": "Agenta-AI/awesome-ai-agent-platforms",
   "title": "Choose a workflow automation tool that includes AI steps",
   "summary": "Match scheduled and event-driven automation tools to your needs and license rules.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "astro",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/agenta-ai-awesome-ai-agent-platforms/choose-workflow-automation-with-ai-steps/",
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   "api": "https://dedupedai.com/api/v1/usecases/agenta-ai-awesome-ai-agent-platforms--choose-workflow-automation-with-ai-steps.json"
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   "id": "agenta-ai-awesome-ai-agent-platforms--pick-python-agent-framework-for-prototype",
   "repo": "Agenta-AI/awesome-ai-agent-platforms",
   "title": "Pick a Python agent framework for a multi-agent prototype",
   "summary": "Narrow the Python agent frameworks to one that fits a role-based or tool-using prototype.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "astro",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/agenta-ai-awesome-ai-agent-platforms/pick-python-agent-framework-for-prototype/",
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   "api": "https://dedupedai.com/api/v1/usecases/agenta-ai-awesome-ai-agent-platforms--pick-python-agent-framework-for-prototype.json"
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   "id": "agenta-ai-awesome-ai-agent-platforms--pick-browser-agent-for-website-tasks",
   "repo": "Agenta-AI/awesome-ai-agent-platforms",
   "title": "Pick a browser agent for repetitive website tasks",
   "summary": "Choose between the listed browser agents by license and hosting for web task automation.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "astro",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/agenta-ai-awesome-ai-agent-platforms/pick-browser-agent-for-website-tasks/",
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   "api": "https://dedupedai.com/api/v1/usecases/agenta-ai-awesome-ai-agent-platforms--pick-browser-agent-for-website-tasks.json"
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   "id": "agenticsworks-agentpeerchat--deploy-private-agent-messaging",
   "repo": "AgenticsWorks/AgentPeerChat",
   "title": "Deploy a private messaging hub for your agents",
   "summary": "Set up your own Cloudflare-hosted Agent Peer Chat instance and install the shared CLI and skill.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/agenticsworks-agentpeerchat/deploy-private-agent-messaging/",
   "json": "https://dedupedai.com/use-cases/u/agenticsworks-agentpeerchat/deploy-private-agent-messaging.json",
   "md": "https://dedupedai.com/use-cases/agenticsworks-agentpeerchat/deploy-private-agent-messaging/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agenticsworks-agentpeerchat--deploy-private-agent-messaging.json"
  },
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   "id": "agenticsworks-agentpeerchat--invite-a-peer-agent-through-a-chat",
   "repo": "AgenticsWorks/AgentPeerChat",
   "title": "Invite a new agent to the group from a chat",
   "summary": "Let one connected agent create a short invitation link for another agent after you confirm the code.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/agenticsworks-agentpeerchat/invite-a-peer-agent-through-a-chat/",
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   "api": "https://dedupedai.com/api/v1/usecases/agenticsworks-agentpeerchat--invite-a-peer-agent-through-a-chat.json"
  },
  {
   "id": "agenticsworks-agentpeerchat--keep-agents-checking-their-inbox",
   "repo": "AgenticsWorks/AgentPeerChat",
   "title": "Keep an agent checking its inbox on a schedule",
   "summary": "Set up a recurring check so an agent picks up new messages from its durable inbox.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/agenticsworks-agentpeerchat/keep-agents-checking-their-inbox/",
   "json": "https://dedupedai.com/use-cases/u/agenticsworks-agentpeerchat/keep-agents-checking-their-inbox.json",
   "md": "https://dedupedai.com/use-cases/agenticsworks-agentpeerchat/keep-agents-checking-their-inbox/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agenticsworks-agentpeerchat--keep-agents-checking-their-inbox.json"
  },
  {
   "id": "agenticsworks-agentpeerchat--recover-owner-access-through-trusted-agent",
   "repo": "AgenticsWorks/AgentPeerChat",
   "title": "Recover owner sign-in through a trusted agent",
   "summary": "Let one trusted agent mint a one-time sign-in link after you ask, if you have granted that permission.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/agenticsworks-agentpeerchat/recover-owner-access-through-trusted-agent/",
   "json": "https://dedupedai.com/use-cases/u/agenticsworks-agentpeerchat/recover-owner-access-through-trusted-agent.json",
   "md": "https://dedupedai.com/use-cases/agenticsworks-agentpeerchat/recover-owner-access-through-trusted-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agenticsworks-agentpeerchat--recover-owner-access-through-trusted-agent.json"
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   "id": "agentsea-nautilo--try-nautilo-locally-on-mac",
   "repo": "agentsea/nautilo",
   "title": "Run Nautilo locally on a Mac and make a first document",
   "summary": "Start a private Nautilo on your Mac and write your first document with a Genie.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/agentsea-nautilo/try-nautilo-locally-on-mac/",
   "json": "https://dedupedai.com/use-cases/u/agentsea-nautilo/try-nautilo-locally-on-mac.json",
   "md": "https://dedupedai.com/use-cases/agentsea-nautilo/try-nautilo-locally-on-mac/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agentsea-nautilo--try-nautilo-locally-on-mac.json"
  },
  {
   "id": "agentsea-nautilo--deploy-shared-team-server",
   "repo": "agentsea/nautilo",
   "title": "Deploy a shared Nautilo server for your team",
   "summary": "Host your own Nautilo on a datacenter machine or VPS so your team shares one Room.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/agentsea-nautilo/deploy-shared-team-server/",
   "json": "https://dedupedai.com/use-cases/u/agentsea-nautilo/deploy-shared-team-server.json",
   "md": "https://dedupedai.com/use-cases/agentsea-nautilo/deploy-shared-team-server/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agentsea-nautilo--deploy-shared-team-server.json"
  },
  {
   "id": "agentsea-nautilo--build-and-test-nautilo-from-source",
   "repo": "agentsea/nautilo",
   "title": "Build and check Nautilo from source before a code change",
   "summary": "Clone the monorepo, start a dev stack, and run the standard checks before you submit a change.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/agentsea-nautilo/build-and-test-nautilo-from-source/",
   "json": "https://dedupedai.com/use-cases/u/agentsea-nautilo/build-and-test-nautilo-from-source.json",
   "md": "https://dedupedai.com/use-cases/agentsea-nautilo/build-and-test-nautilo-from-source/index.md",
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   "id": "agentvivekkumar-dontbemichael--set-up-small-business-ai-office",
   "repo": "agentvivekkumar/dontbemichael",
   "title": "Set up an AI office for your small business",
   "summary": "Install the app, name your business, and start a starter team led by Michael in about an hour.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/agentvivekkumar-dontbemichael/set-up-small-business-ai-office/",
   "json": "https://dedupedai.com/use-cases/u/agentvivekkumar-dontbemichael/set-up-small-business-ai-office.json",
   "md": "https://dedupedai.com/use-cases/agentvivekkumar-dontbemichael/set-up-small-business-ai-office/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agentvivekkumar-dontbemichael--set-up-small-business-ai-office.json"
  },
  {
   "id": "agentvivekkumar-dontbemichael--triage-support-inbox-with-team-member",
   "repo": "agentvivekkumar/dontbemichael",
   "title": "Sort and answer your support inbox on a schedule",
   "summary": "Connect a support mailbox, give it to a team member, and have it sort new mail hourly.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/agentvivekkumar-dontbemichael/triage-support-inbox-with-team-member/",
   "json": "https://dedupedai.com/use-cases/u/agentvivekkumar-dontbemichael/triage-support-inbox-with-team-member.json",
   "md": "https://dedupedai.com/use-cases/agentvivekkumar-dontbemichael/triage-support-inbox-with-team-member/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agentvivekkumar-dontbemichael--triage-support-inbox-with-team-member.json"
  },
  {
   "id": "agentvivekkumar-dontbemichael--approve-outgoing-sales-emails",
   "repo": "agentvivekkumar/dontbemichael",
   "title": "Approve each sales email before it leaves",
   "summary": "Have a Sales Director draft outreach and send only the emails you approve on Needs you.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/agentvivekkumar-dontbemichael/approve-outgoing-sales-emails/",
   "json": "https://dedupedai.com/use-cases/u/agentvivekkumar-dontbemichael/approve-outgoing-sales-emails.json",
   "md": "https://dedupedai.com/use-cases/agentvivekkumar-dontbemichael/approve-outgoing-sales-emails/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agentvivekkumar-dontbemichael--approve-outgoing-sales-emails.json"
  },
  {
   "id": "agentvivekkumar-dontbemichael--run-recurring-office-jobs-with-weekly-reports",
   "repo": "agentvivekkumar/dontbemichael",
   "title": "Run recurring office jobs and get weekly reports",
   "summary": "Put team jobs on a clock and receive scheduled outcomes as quiet Report cards on Needs you.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/agentvivekkumar-dontbemichael/run-recurring-office-jobs-with-weekly-reports/",
   "json": "https://dedupedai.com/use-cases/u/agentvivekkumar-dontbemichael/run-recurring-office-jobs-with-weekly-reports.json",
   "md": "https://dedupedai.com/use-cases/agentvivekkumar-dontbemichael/run-recurring-office-jobs-with-weekly-reports/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agentvivekkumar-dontbemichael--run-recurring-office-jobs-with-weekly-reports.json"
  },
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   "id": "agricidaniel-compass--start-nightly-daily-questions-journal",
   "repo": "AgriciDaniel/compass",
   "title": "Start a nightly journal with Compass daily questions",
   "summary": "Answer ten daily questions and write one journal line each night in an Obsidian vault.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/agricidaniel-compass/start-nightly-daily-questions-journal/",
   "json": "https://dedupedai.com/use-cases/u/agricidaniel-compass/start-nightly-daily-questions-journal.json",
   "md": "https://dedupedai.com/use-cases/agricidaniel-compass/start-nightly-daily-questions-journal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agricidaniel-compass--start-nightly-daily-questions-journal.json"
  },
  {
   "id": "agricidaniel-compass--run-quarterly-personal-retreat",
   "repo": "AgriciDaniel/compass",
   "title": "Run a quarterly personal retreat in your vault",
   "summary": "Use the Personal Retreat template to review the quarter and set the next one.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/agricidaniel-compass/run-quarterly-personal-retreat/",
   "json": "https://dedupedai.com/use-cases/u/agricidaniel-compass/run-quarterly-personal-retreat.json",
   "md": "https://dedupedai.com/use-cases/agricidaniel-compass/run-quarterly-personal-retreat/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agricidaniel-compass--run-quarterly-personal-retreat.json"
  },
  {
   "id": "agricidaniel-compass--triage-tasks-with-agent-and-approval",
   "repo": "AgriciDaniel/compass",
   "title": "Triage your task list with an agent, approving each edit",
   "summary": "Have a local agent sort Tasks.md while you approve every diff in Obsidian.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/agricidaniel-compass/triage-tasks-with-agent-and-approval/",
   "json": "https://dedupedai.com/use-cases/u/agricidaniel-compass/triage-tasks-with-agent-and-approval.json",
   "md": "https://dedupedai.com/use-cases/agricidaniel-compass/triage-tasks-with-agent-and-approval/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/agricidaniel-compass--triage-tasks-with-agent-and-approval.json"
  },
  {
   "id": "agricidaniel-compass--connect-claude-code-to-vault-via-mcp",
   "repo": "AgriciDaniel/compass",
   "title": "Connect Claude Code to your Obsidian vault over MCP",
   "summary": "Point Claude Code at Local REST API so it can read, search, and patch notes.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
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   "seen_in_the_wild": false,
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   "repo": "AhmadHassan-BTed/AutoSwarm-Shadow-Adapter",
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   "json": "https://dedupedai.com/use-cases/u/aindeev-agent-chrome-relay/approve-agent-browser-actions-from-iphone.json",
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   "api": "https://dedupedai.com/api/v1/usecases/aindeev-agent-chrome-relay--approve-agent-browser-actions-from-iphone.json"
  },
  {
   "id": "airsuphq-machine-skill--plant-training-pump-page",
   "repo": "AirsupHQ/machine-skill",
   "title": "Build a cut-open pump page for plant operator training",
   "summary": "Turn one line into a single HTML file of a cut-open process pump with curves and break modes.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/airsuphq-machine-skill/plant-training-pump-page/",
   "json": "https://dedupedai.com/use-cases/u/airsuphq-machine-skill/plant-training-pump-page.json",
   "md": "https://dedupedai.com/use-cases/airsuphq-machine-skill/plant-training-pump-page/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/airsuphq-machine-skill--plant-training-pump-page.json"
  },
  {
   "id": "airsuphq-machine-skill--social-film-of-a-machine",
   "repo": "AirsupHQ/machine-skill",
   "title": "Record a 28 second film of a machine for social feeds",
   "summary": "Generate a machine and record a numbered-beat film with music, sized for a feed post.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/airsuphq-machine-skill/social-film-of-a-machine/",
   "json": "https://dedupedai.com/use-cases/u/airsuphq-machine-skill/social-film-of-a-machine.json",
   "md": "https://dedupedai.com/use-cases/airsuphq-machine-skill/social-film-of-a-machine/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/airsuphq-machine-skill--social-film-of-a-machine.json"
  },
  {
   "id": "airsuphq-machine-skill--slowed-mechanism-for-teaching",
   "repo": "AirsupHQ/machine-skill",
   "title": "Make a slowed mechanism to teach how it works",
   "summary": "Build a mechanism such as a Swiss lever escapement and slow it down to show each impulse.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/airsuphq-machine-skill/slowed-mechanism-for-teaching/",
   "json": "https://dedupedai.com/use-cases/u/airsuphq-machine-skill/slowed-mechanism-for-teaching.json",
   "md": "https://dedupedai.com/use-cases/airsuphq-machine-skill/slowed-mechanism-for-teaching/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/airsuphq-machine-skill--slowed-mechanism-for-teaching.json"
  },
  {
   "id": "airsuphq-machine-skill--hand-built-machine-page-from-template",
   "repo": "AirsupHQ/machine-skill",
   "title": "Write a machine page by hand from the template",
   "summary": "Copy the template and fill four sections yourself when no agent is available.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/airsuphq-machine-skill/hand-built-machine-page-from-template/",
   "json": "https://dedupedai.com/use-cases/u/airsuphq-machine-skill/hand-built-machine-page-from-template.json",
   "md": "https://dedupedai.com/use-cases/airsuphq-machine-skill/hand-built-machine-page-from-template/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/airsuphq-machine-skill--hand-built-machine-page-from-template.json"
  },
  {
   "id": "aisland-sjl-dsh-worktable--watch-all-agent-projects-in-control-room",
   "repo": "Aisland-SJL/dsh-worktable",
   "title": "Watch every agent project status from one control room",
   "summary": "Install the plugin and bind one conversation to get a live card grid of working, needs-you, and done projects.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/aisland-sjl-dsh-worktable/watch-all-agent-projects-in-control-room/",
   "json": "https://dedupedai.com/use-cases/u/aisland-sjl-dsh-worktable/watch-all-agent-projects-in-control-room.json",
   "md": "https://dedupedai.com/use-cases/aisland-sjl-dsh-worktable/watch-all-agent-projects-in-control-room/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aisland-sjl-dsh-worktable--watch-all-agent-projects-in-control-room.json"
  },
  {
   "id": "aisland-sjl-dsh-worktable--run-multi-pane-project-workspace",
   "repo": "Aisland-SJL/dsh-worktable",
   "title": "Work on a project in one split window with files, terminal, and browser",
   "summary": "Open a project as a dockable workspace that combines file explorer, terminal, browser, and chat in one layout.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/aisland-sjl-dsh-worktable/run-multi-pane-project-workspace/",
   "json": "https://dedupedai.com/use-cases/u/aisland-sjl-dsh-worktable/run-multi-pane-project-workspace.json",
   "md": "https://dedupedai.com/use-cases/aisland-sjl-dsh-worktable/run-multi-pane-project-workspace/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aisland-sjl-dsh-worktable--run-multi-pane-project-workspace.json"
  },
  {
   "id": "aisland-sjl-dsh-worktable--hand-ui-fixes-to-agent-with-point-annotate",
   "repo": "Aisland-SJL/dsh-worktable",
   "title": "Point at a window element and send a fix request to the agent",
   "summary": "Click a spot in a window, type the change, and load a packaged annotation into chat for the agent to act on.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/aisland-sjl-dsh-worktable/hand-ui-fixes-to-agent-with-point-annotate/",
   "json": "https://dedupedai.com/use-cases/u/aisland-sjl-dsh-worktable/hand-ui-fixes-to-agent-with-point-annotate.json",
   "md": "https://dedupedai.com/use-cases/aisland-sjl-dsh-worktable/hand-ui-fixes-to-agent-with-point-annotate/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aisland-sjl-dsh-worktable--hand-ui-fixes-to-agent-with-point-annotate.json"
  },
  {
   "id": "aisland-sjl-dsh-worktable--build-custom-window-from-requirement",
   "repo": "Aisland-SJL/dsh-worktable",
   "title": "Turn a written requirement into a live window in the workspace",
   "summary": "Send a requirement to a conversation so the agent builds a result that auto-mounts into a locked custom window.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/aisland-sjl-dsh-worktable/build-custom-window-from-requirement/",
   "json": "https://dedupedai.com/use-cases/u/aisland-sjl-dsh-worktable/build-custom-window-from-requirement.json",
   "md": "https://dedupedai.com/use-cases/aisland-sjl-dsh-worktable/build-custom-window-from-requirement/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aisland-sjl-dsh-worktable--build-custom-window-from-requirement.json"
  },
  {
   "id": "alanhuangyoo-crux--benchmark-self-hosted-model-on-terminal-bench",
   "repo": "alanhuangyoo/crux",
   "title": "Benchmark a self-hosted model on Terminal-Bench 2.1",
   "summary": "Run the Crux agent on 89 Terminal-Bench 2.1 tasks to get a pass@1 score for your own model.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/alanhuangyoo-crux/benchmark-self-hosted-model-on-terminal-bench/",
   "json": "https://dedupedai.com/use-cases/u/alanhuangyoo-crux/benchmark-self-hosted-model-on-terminal-bench.json",
   "md": "https://dedupedai.com/use-cases/alanhuangyoo-crux/benchmark-self-hosted-model-on-terminal-bench/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alanhuangyoo-crux--benchmark-self-hosted-model-on-terminal-bench.json"
  },
  {
   "id": "alanhuangyoo-crux--compare-agent-versions-task-by-task",
   "repo": "alanhuangyoo/crux",
   "title": "Test whether an agent change helps, task by task",
   "summary": "Compare two agent versions on the same tasks with a paired sign test instead of one total score.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/alanhuangyoo-crux/compare-agent-versions-task-by-task/",
   "json": "https://dedupedai.com/use-cases/u/alanhuangyoo-crux/compare-agent-versions-task-by-task.json",
   "md": "https://dedupedai.com/use-cases/alanhuangyoo-crux/compare-agent-versions-task-by-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alanhuangyoo-crux--compare-agent-versions-task-by-task.json"
  },
  {
   "id": "alanhuangyoo-crux--diagnose-stalled-or-truncated-agent-runs",
   "repo": "alanhuangyoo/crux",
   "title": "Find why long agent runs stall, truncate, or time out",
   "summary": "Use the documented failure modes and trial outcome classes to explain a failed terminal run.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/alanhuangyoo-crux/diagnose-stalled-or-truncated-agent-runs/",
   "json": "https://dedupedai.com/use-cases/u/alanhuangyoo-crux/diagnose-stalled-or-truncated-agent-runs.json",
   "md": "https://dedupedai.com/use-cases/alanhuangyoo-crux/diagnose-stalled-or-truncated-agent-runs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alanhuangyoo-crux--diagnose-stalled-or-truncated-agent-runs.json"
  },
  {
   "id": "alexgaoth-awesome-reverse-engineered--check-index-before-reverse-engineering",
   "repo": "alexgaoth/awesome-reverse-engineered",
   "title": "Check for an existing tool before reverse engineering a device",
   "summary": "Search the index for a product or protocol and clone a maintained tool instead of starting over.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/alexgaoth-awesome-reverse-engineered/check-index-before-reverse-engineering/",
   "json": "https://dedupedai.com/use-cases/u/alexgaoth-awesome-reverse-engineered/check-index-before-reverse-engineering.json",
   "md": "https://dedupedai.com/use-cases/alexgaoth-awesome-reverse-engineered/check-index-before-reverse-engineering/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgaoth-awesome-reverse-engineered--check-index-before-reverse-engineering.json"
  },
  {
   "id": "alexgaoth-awesome-reverse-engineered--give-claude-code-the-index",
   "repo": "alexgaoth/awesome-reverse-engineered",
   "title": "Let Claude Code pick a tool for a task with no official API",
   "summary": "Install the plugin so Claude Code can search the index and choose a tool for a closed system.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/alexgaoth-awesome-reverse-engineered/give-claude-code-the-index/",
   "json": "https://dedupedai.com/use-cases/u/alexgaoth-awesome-reverse-engineered/give-claude-code-the-index.json",
   "md": "https://dedupedai.com/use-cases/alexgaoth-awesome-reverse-engineered/give-claude-code-the-index/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgaoth-awesome-reverse-engineered--give-claude-code-the-index.json"
  },
  {
   "id": "alexgaoth-awesome-reverse-engineered--browse-web-index-for-maintained-tool",
   "repo": "alexgaoth/awesome-reverse-engineered",
   "title": "Find a maintained emulator or client on the web index",
   "summary": "Filter the search site by category and health, then open the repo for a tool you can use.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/alexgaoth-awesome-reverse-engineered/browse-web-index-for-maintained-tool/",
   "json": "https://dedupedai.com/use-cases/u/alexgaoth-awesome-reverse-engineered/browse-web-index-for-maintained-tool.json",
   "md": "https://dedupedai.com/use-cases/alexgaoth-awesome-reverse-engineered/browse-web-index-for-maintained-tool/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgaoth-awesome-reverse-engineered--browse-web-index-for-maintained-tool.json"
  },
  {
   "id": "alexgaoth-awesome-reverse-engineered--publish-reverse-engineering-work-to-index",
   "repo": "alexgaoth/awesome-reverse-engineered",
   "title": "Publish your reverse engineering work and list it in the index",
   "summary": "Open-source your tool and add it to the index so the next person finds it.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/alexgaoth-awesome-reverse-engineered/publish-reverse-engineering-work-to-index/",
   "json": "https://dedupedai.com/use-cases/u/alexgaoth-awesome-reverse-engineered/publish-reverse-engineering-work-to-index.json",
   "md": "https://dedupedai.com/use-cases/alexgaoth-awesome-reverse-engineered/publish-reverse-engineering-work-to-index/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgaoth-awesome-reverse-engineered--publish-reverse-engineering-work-to-index.json"
  },
  {
   "id": "alexgreensh-anidoodle--launch-film-for-product",
   "repo": "alexgreensh/anidoodle",
   "title": "Cut a launch film for your product from a template",
   "summary": "Turn your product name, prompts, screens and install lines into a scored launch film in four shapes.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/launch-film-for-product/",
   "json": "https://dedupedai.com/use-cases/u/alexgreensh-anidoodle/launch-film-for-product.json",
   "md": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/launch-film-for-product/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgreensh-anidoodle--launch-film-for-product.json"
  },
  {
   "id": "alexgreensh-anidoodle--brand-illustrations-for-website",
   "repo": "alexgreensh/anidoodle",
   "title": "Make a set of brand illustrations for your website",
   "summary": "Generate a hero image and matching spot art in one chosen style, as transparent PNGs at any size.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/brand-illustrations-for-website/",
   "json": "https://dedupedai.com/use-cases/u/alexgreensh-anidoodle/brand-illustrations-for-website.json",
   "md": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/brand-illustrations-for-website/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgreensh-anidoodle--brand-illustrations-for-website.json"
  },
  {
   "id": "alexgreensh-anidoodle--interactive-web-mascot",
   "repo": "alexgreensh/anidoodle",
   "title": "Add an interactive mascot to a web page",
   "summary": "Add a small illustration that follows the cursor, reacts to buttons and covers its eyes at password fields.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/interactive-web-mascot/",
   "json": "https://dedupedai.com/use-cases/u/alexgreensh-anidoodle/interactive-web-mascot.json",
   "md": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/interactive-web-mascot/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgreensh-anidoodle--interactive-web-mascot.json"
  },
  {
   "id": "alexgreensh-anidoodle--drawing-lesson-for-teaching",
   "repo": "alexgreensh/anidoodle",
   "title": "Turn a drawing into a step-by-step drawing lesson",
   "summary": "Create a captioned timelapse and step sheet that teaches how a picture is built.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/drawing-lesson-for-teaching/",
   "json": "https://dedupedai.com/use-cases/u/alexgreensh-anidoodle/drawing-lesson-for-teaching.json",
   "md": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/drawing-lesson-for-teaching/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgreensh-anidoodle--drawing-lesson-for-teaching.json"
  },
  {
   "id": "alexgreensh-anidoodle--score-film-with-checked-music",
   "repo": "alexgreensh/anidoodle",
   "title": "Score a film with original music and check it before release",
   "summary": "Compose a score for your film and run the music check to catch loudness, masking and copied-sounding material.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/score-film-with-checked-music/",
   "json": "https://dedupedai.com/use-cases/u/alexgreensh-anidoodle/score-film-with-checked-music.json",
   "md": "https://dedupedai.com/use-cases/alexgreensh-anidoodle/score-film-with-checked-music/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgreensh-anidoodle--score-film-with-checked-music.json"
  },
  {
   "id": "alexgreensh-attention-span--read-claude-answers-at-a-glance",
   "repo": "alexgreensh/attention-span",
   "title": "Get Claude Code answers you can skim at a glance",
   "summary": "Install the Attention-kind output style so every answer leads with the conclusion and uses bold and arrows.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/alexgreensh-attention-span/read-claude-answers-at-a-glance/",
   "json": "https://dedupedai.com/use-cases/u/alexgreensh-attention-span/read-claude-answers-at-a-glance.json",
   "md": "https://dedupedai.com/use-cases/alexgreensh-attention-span/read-claude-answers-at-a-glance/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgreensh-attention-span--read-claude-answers-at-a-glance.json"
  },
  {
   "id": "alexgreensh-attention-span--switch-to-terse-mode-for-focused-coding",
   "repo": "alexgreensh/attention-span",
   "title": "Switch Claude to terse mode for heads-down work",
   "summary": "Use the Spartan style to get blunt, compressed replies during focused coding with no conversational padding.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/alexgreensh-attention-span/switch-to-terse-mode-for-focused-coding/",
   "json": "https://dedupedai.com/use-cases/u/alexgreensh-attention-span/switch-to-terse-mode-for-focused-coding.json",
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   "api": "https://dedupedai.com/api/v1/usecases/alexgreensh-attention-span--switch-to-terse-mode-for-focused-coding.json"
  },
  {
   "id": "alexgreensh-attention-span--turn-updates-into-standup-checklists",
   "repo": "alexgreensh/attention-span",
   "title": "Turn project status into a standup checklist",
   "summary": "Use the Rundown style to get a TL;DR and status checklist you can scan for standups and updates.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/alexgreensh-attention-span/turn-updates-into-standup-checklists/",
   "json": "https://dedupedai.com/use-cases/u/alexgreensh-attention-span/turn-updates-into-standup-checklists.json",
   "md": "https://dedupedai.com/use-cases/alexgreensh-attention-span/turn-updates-into-standup-checklists/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgreensh-attention-span--turn-updates-into-standup-checklists.json"
  },
  {
   "id": "alexgreensh-attention-span--get-clean-commit-messages-without-chat-wrapper",
   "repo": "alexgreensh/attention-span",
   "title": "Get commit messages from Claude with no chat wrapper",
   "summary": "Use the Attention-kind style so that when you ask for a message or commit, you get just that text.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/alexgreensh-attention-span/get-clean-commit-messages-without-chat-wrapper/",
   "json": "https://dedupedai.com/use-cases/u/alexgreensh-attention-span/get-clean-commit-messages-without-chat-wrapper.json",
   "md": "https://dedupedai.com/use-cases/alexgreensh-attention-span/get-clean-commit-messages-without-chat-wrapper/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexgreensh-attention-span--get-clean-commit-messages-without-chat-wrapper.json"
  },
  {
   "id": "alextnetto-res--rebuild-saas-from-browser-study",
   "repo": "alextnetto/res",
   "title": "Turn a SaaS product into a build kit for your team",
   "summary": "Have an agent study a web product in a trial account and hand back a report and a zip for rebuilding it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/alextnetto-res/rebuild-saas-from-browser-study/",
   "json": "https://dedupedai.com/use-cases/u/alextnetto-res/rebuild-saas-from-browser-study.json",
   "md": "https://dedupedai.com/use-cases/alextnetto-res/rebuild-saas-from-browser-study/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alextnetto-res--rebuild-saas-from-browser-study.json"
  },
  {
   "id": "alextnetto-res--check-production-barriers-before-launch",
   "repo": "alextnetto/res",
   "title": "Find what blocks a clone from launching",
   "summary": "Get a ranked list of integrations, licenses and approvals a rebuilt product would need before launch.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/alextnetto-res/check-production-barriers-before-launch/",
   "json": "https://dedupedai.com/use-cases/u/alextnetto-res/check-production-barriers-before-launch.json",
   "md": "https://dedupedai.com/use-cases/alextnetto-res/check-production-barriers-before-launch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alextnetto-res--check-production-barriers-before-launch.json"
  },
  {
   "id": "alextnetto-res--validate-and-package-knowledge-base",
   "repo": "alextnetto/res",
   "title": "Check a knowledge base and build its report and zip",
   "summary": "Run the RES scripts to validate, render and package a study without starting a new agent session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/alextnetto-res/validate-and-package-knowledge-base/",
   "json": "https://dedupedai.com/use-cases/u/alextnetto-res/validate-and-package-knowledge-base.json",
   "md": "https://dedupedai.com/use-cases/alextnetto-res/validate-and-package-knowledge-base/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alextnetto-res--validate-and-package-knowledge-base.json"
  },
  {
   "id": "alexwtlf-agentic-product-demo--render-product-demo-video",
   "repo": "Alexwtlf/agentic-product-demo",
   "title": "Render a product demo video from React code",
   "summary": "Install the repo and render the included 16-second demo as an mp4 without a screen recording.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/alexwtlf-agentic-product-demo/render-product-demo-video/",
   "json": "https://dedupedai.com/use-cases/u/alexwtlf-agentic-product-demo/render-product-demo-video.json",
   "md": "https://dedupedai.com/use-cases/alexwtlf-agentic-product-demo/render-product-demo-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexwtlf-agentic-product-demo--render-product-demo-video.json"
  },
  {
   "id": "alexwtlf-agentic-product-demo--agent-builds-demo-clip-for-product",
   "repo": "Alexwtlf/agentic-product-demo",
   "title": "Have a coding agent build a demo clip for your product",
   "summary": "Point Claude Code or Cursor at your product and let the skill file drive a shot list and render.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/alexwtlf-agentic-product-demo/agent-builds-demo-clip-for-product/",
   "json": "https://dedupedai.com/use-cases/u/alexwtlf-agentic-product-demo/agent-builds-demo-clip-for-product.json",
   "md": "https://dedupedai.com/use-cases/alexwtlf-agentic-product-demo/agent-builds-demo-clip-for-product/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexwtlf-agentic-product-demo--agent-builds-demo-clip-for-product.json"
  },
  {
   "id": "alexwtlf-agentic-product-demo--match-demo-colors-to-product-stylesheet",
   "repo": "Alexwtlf/agentic-product-demo",
   "title": "Match demo colours and easing to your product stylesheet",
   "summary": "Use the adopt script to copy your app's design tokens into the demo theme.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/alexwtlf-agentic-product-demo/match-demo-colors-to-product-stylesheet/",
   "json": "https://dedupedai.com/use-cases/u/alexwtlf-agentic-product-demo/match-demo-colors-to-product-stylesheet.json",
   "md": "https://dedupedai.com/use-cases/alexwtlf-agentic-product-demo/match-demo-colors-to-product-stylesheet/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexwtlf-agentic-product-demo--match-demo-colors-to-product-stylesheet.json"
  },
  {
   "id": "alexwtlf-agentic-product-demo--build-muted-loop-or-scored-launch-video",
   "repo": "Alexwtlf/agentic-product-demo",
   "title": "Ship a muted page loop or a scored launch video",
   "summary": "Choose the silent mp4 for autoplay or add a sound pass for a launch video.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/alexwtlf-agentic-product-demo/build-muted-loop-or-scored-launch-video/",
   "json": "https://dedupedai.com/use-cases/u/alexwtlf-agentic-product-demo/build-muted-loop-or-scored-launch-video.json",
   "md": "https://dedupedai.com/use-cases/alexwtlf-agentic-product-demo/build-muted-loop-or-scored-launch-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alexwtlf-agentic-product-demo--build-muted-loop-or-scored-launch-video.json"
  },
  {
   "id": "algonorhythm-flare--hand-agent-a-task-card-with-full-context",
   "repo": "AlgoNoRhythm/Flare",
   "title": "Hand an agent a task card with the graph context",
   "summary": "Turn a piece of work into a board card and give the agent a brief with the dependency facts attached.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/algonorhythm-flare/hand-agent-a-task-card-with-full-context/",
   "json": "https://dedupedai.com/use-cases/u/algonorhythm-flare/hand-agent-a-task-card-with-full-context.json",
   "md": "https://dedupedai.com/use-cases/algonorhythm-flare/hand-agent-a-task-card-with-full-context/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/algonorhythm-flare--hand-agent-a-task-card-with-full-context.json"
  },
  {
   "id": "algonorhythm-flare--check-agent-changes-with-shadow-history",
   "repo": "AlgoNoRhythm/Flare",
   "title": "Review and revert agent edits from shadow history",
   "summary": "Compare what an agent changed in a file or tree and revert the parts you reject.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/algonorhythm-flare/check-agent-changes-with-shadow-history/",
   "json": "https://dedupedai.com/use-cases/u/algonorhythm-flare/check-agent-changes-with-shadow-history.json",
   "md": "https://dedupedai.com/use-cases/algonorhythm-flare/check-agent-changes-with-shadow-history/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/algonorhythm-flare--check-agent-changes-with-shadow-history.json"
  },
  {
   "id": "algonorhythm-flare--coordinate-two-agents-in-channel",
   "repo": "AlgoNoRhythm/Flare",
   "title": "Keep two agents from colliding on the same files",
   "summary": "Have agents announce the files they take in the Channel tab and check who wrote what.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/algonorhythm-flare/coordinate-two-agents-in-channel/",
   "json": "https://dedupedai.com/use-cases/u/algonorhythm-flare/coordinate-two-agents-in-channel.json",
   "md": "https://dedupedai.com/use-cases/algonorhythm-flare/coordinate-two-agents-in-channel/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/algonorhythm-flare--coordinate-two-agents-in-channel.json"
  },
  {
   "id": "algonorhythm-flare--keep-claude-working-through-the-board",
   "repo": "AlgoNoRhythm/Flare",
   "title": "Keep Claude working through the board when it wants to stop",
   "summary": "Set the routine so the agent checks the board again instead of ending its session early.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/algonorhythm-flare/keep-claude-working-through-the-board/",
   "json": "https://dedupedai.com/use-cases/u/algonorhythm-flare/keep-claude-working-through-the-board.json",
   "md": "https://dedupedai.com/use-cases/algonorhythm-flare/keep-claude-working-through-the-board/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/algonorhythm-flare--keep-claude-working-through-the-board.json"
  },
  {
   "id": "alishahryar1-free-claude-code--run-claude-code-on-free-models",
   "repo": "Alishahryar1/free-claude-code",
   "title": "Run Claude Code on free models through FCC",
   "summary": "Point Claude Code at a free NVIDIA NIM model and code from your terminal in about 30 minutes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/alishahryar1-free-claude-code/run-claude-code-on-free-models/",
   "json": "https://dedupedai.com/use-cases/u/alishahryar1-free-claude-code/run-claude-code-on-free-models.json",
   "md": "https://dedupedai.com/use-cases/alishahryar1-free-claude-code/run-claude-code-on-free-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alishahryar1-free-claude-code--run-claude-code-on-free-models.json"
  },
  {
   "id": "alishahryar1-free-claude-code--keep-coding-through-provider-outages",
   "repo": "Alishahryar1/free-claude-code",
   "title": "Keep a coding session running during provider outages",
   "summary": "Set a fallback model list so FCC moves to your next model when a provider fails.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/alishahryar1-free-claude-code/keep-coding-through-provider-outages/",
   "json": "https://dedupedai.com/use-cases/u/alishahryar1-free-claude-code/keep-coding-through-provider-outages.json",
   "md": "https://dedupedai.com/use-cases/alishahryar1-free-claude-code/keep-coding-through-provider-outages/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alishahryar1-free-claude-code--keep-coding-through-provider-outages.json"
  },
  {
   "id": "alishahryar1-free-claude-code--run-codex-sessions-in-the-browser",
   "repo": "Alishahryar1/free-claude-code",
   "title": "Run a Codex session on a project folder in the browser",
   "summary": "Pick a folder in FCC's browser UI and run Codex there, switching models mid-session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/alishahryar1-free-claude-code/run-codex-sessions-in-the-browser/",
   "json": "https://dedupedai.com/use-cases/u/alishahryar1-free-claude-code/run-codex-sessions-in-the-browser.json",
   "md": "https://dedupedai.com/use-cases/alishahryar1-free-claude-code/run-codex-sessions-in-the-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alishahryar1-free-claude-code--run-codex-sessions-in-the-browser.json"
  },
  {
   "id": "alishahryar1-free-claude-code--route-opus-and-haiku-to-different-models",
   "repo": "Alishahryar1/free-claude-code",
   "title": "Route Claude model tiers to different models",
   "summary": "Send Opus, Sonnet, and Haiku requests to separate FCC models to balance cost and quality.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/alishahryar1-free-claude-code/route-opus-and-haiku-to-different-models/",
   "json": "https://dedupedai.com/use-cases/u/alishahryar1-free-claude-code/route-opus-and-haiku-to-different-models.json",
   "md": "https://dedupedai.com/use-cases/alishahryar1-free-claude-code/route-opus-and-haiku-to-different-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/alishahryar1-free-claude-code--route-opus-and-haiku-to-different-models.json"
  },
  {
   "id": "amal-david-awesome-jev--lint-jev-questions-before-deploy",
   "repo": "Amal-David/awesome-jev",
   "title": "Lint Jev questions before sending them to production",
   "summary": "Catch missing options and broken state references in Jev questions before they run.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/amal-david-awesome-jev/lint-jev-questions-before-deploy/",
   "json": "https://dedupedai.com/use-cases/u/amal-david-awesome-jev/lint-jev-questions-before-deploy.json",
   "md": "https://dedupedai.com/use-cases/amal-david-awesome-jev/lint-jev-questions-before-deploy/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amal-david-awesome-jev--lint-jev-questions-before-deploy.json"
  },
  {
   "id": "amal-david-awesome-jev--check-diffs-against-plain-english-rules",
   "repo": "Amal-David/awesome-jev",
   "title": "Check changed code lines against plain-English rules",
   "summary": "Flag rule violations on the lines a change adds, using rules written in plain English.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/amal-david-awesome-jev/check-diffs-against-plain-english-rules/",
   "json": "https://dedupedai.com/use-cases/u/amal-david-awesome-jev/check-diffs-against-plain-english-rules.json",
   "md": "https://dedupedai.com/use-cases/amal-david-awesome-jev/check-diffs-against-plain-english-rules/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amal-david-awesome-jev--check-diffs-against-plain-english-rules.json"
  },
  {
   "id": "amal-david-awesome-jev--flag-anomalous-fields-in-data-files",
   "repo": "Amal-David/awesome-jev",
   "title": "Flag anomalous fields in data files with a Jev-based CLI",
   "summary": "Find unusual values in selected fields of a data file and review them in local previews.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/amal-david-awesome-jev/flag-anomalous-fields-in-data-files/",
   "json": "https://dedupedai.com/use-cases/u/amal-david-awesome-jev/flag-anomalous-fields-in-data-files.json",
   "md": "https://dedupedai.com/use-cases/amal-david-awesome-jev/flag-anomalous-fields-in-data-files/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amal-david-awesome-jev--flag-anomalous-fields-in-data-files.json"
  },
  {
   "id": "amal-david-awesome-jev--pick-log-entries-that-need-review",
   "repo": "Amal-David/awesome-jev",
   "title": "Score log entries to find the ones that need a closer look",
   "summary": "Rank log entries by a Jev score so reviewers read the most suspicious ones first.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/amal-david-awesome-jev/pick-log-entries-that-need-review/",
   "json": "https://dedupedai.com/use-cases/u/amal-david-awesome-jev/pick-log-entries-that-need-review.json",
   "md": "https://dedupedai.com/use-cases/amal-david-awesome-jev/pick-log-entries-that-need-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amal-david-awesome-jev--pick-log-entries-that-need-review.json"
  },
  {
   "id": "amap-ml-longhorizon-harness--run-long-desktop-task-from-browser",
   "repo": "AMAP-ML/LongHorizon-Harness",
   "title": "Run a long desktop task from the browser",
   "summary": "Start a multi-step computer task in a web dashboard and keep it running with checkpoints.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/amap-ml-longhorizon-harness/run-long-desktop-task-from-browser/",
   "json": "https://dedupedai.com/use-cases/u/amap-ml-longhorizon-harness/run-long-desktop-task-from-browser.json",
   "md": "https://dedupedai.com/use-cases/amap-ml-longhorizon-harness/run-long-desktop-task-from-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amap-ml-longhorizon-harness--run-long-desktop-task-from-browser.json"
  },
  {
   "id": "amap-ml-longhorizon-harness--delegate-terminal-task-to-named-agent",
   "repo": "AMAP-ML/LongHorizon-Harness",
   "title": "Delegate a terminal task to a chosen agent",
   "summary": "Send a command-line job to a specific agent backend and collect normalized results.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/amap-ml-longhorizon-harness/delegate-terminal-task-to-named-agent/",
   "json": "https://dedupedai.com/use-cases/u/amap-ml-longhorizon-harness/delegate-terminal-task-to-named-agent.json",
   "md": "https://dedupedai.com/use-cases/amap-ml-longhorizon-harness/delegate-terminal-task-to-named-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amap-ml-longhorizon-harness--delegate-terminal-task-to-named-agent.json"
  },
  {
   "id": "amap-ml-longhorizon-harness--split-roles-across-different-models",
   "repo": "AMAP-ML/LongHorizon-Harness",
   "title": "Split planning, execution, and auditing across models",
   "summary": "Assign a different model or backend to the Manager, Executor, and Auditor of one task.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/amap-ml-longhorizon-harness/split-roles-across-different-models/",
   "json": "https://dedupedai.com/use-cases/u/amap-ml-longhorizon-harness/split-roles-across-different-models.json",
   "md": "https://dedupedai.com/use-cases/amap-ml-longhorizon-harness/split-roles-across-different-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amap-ml-longhorizon-harness--split-roles-across-different-models.json"
  },
  {
   "id": "amazingang-old-coder--verify-rate-limiter-demo-gauntlet",
   "repo": "AmazingAng/old-coder",
   "title": "Rerun the demo gauntlet to check the evidence yourself",
   "summary": "Run the full gauntlet on the included rate limiter and confirm the reported numbers.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/amazingang-old-coder/verify-rate-limiter-demo-gauntlet/",
   "json": "https://dedupedai.com/use-cases/u/amazingang-old-coder/verify-rate-limiter-demo-gauntlet.json",
   "md": "https://dedupedai.com/use-cases/amazingang-old-coder/verify-rate-limiter-demo-gauntlet/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amazingang-old-coder--verify-rate-limiter-demo-gauntlet.json"
  },
  {
   "id": "amazingang-old-coder--build-feature-with-spec-approval-claude-code",
   "repo": "AmazingAng/old-coder",
   "title": "Build a feature in Claude Code with a spec you approve first",
   "summary": "Install Old Coder in Claude Code so the agent writes a test plan, waits for your yes, then ships with evidence.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/amazingang-old-coder/build-feature-with-spec-approval-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/amazingang-old-coder/build-feature-with-spec-approval-claude-code.json",
   "md": "https://dedupedai.com/use-cases/amazingang-old-coder/build-feature-with-spec-approval-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amazingang-old-coder--build-feature-with-spec-approval-claude-code.json"
  },
  {
   "id": "amazingang-old-coder--add-old-coder-to-agents-md-any-agent",
   "repo": "AmazingAng/old-coder",
   "title": "Add the Old Coder workflow to Codex or Cursor rules",
   "summary": "Paste the Old Coder SKILL.md into AGENTS.md or a rules file so the agent follows the same gates.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/amazingang-old-coder/add-old-coder-to-agents-md-any-agent/",
   "json": "https://dedupedai.com/use-cases/u/amazingang-old-coder/add-old-coder-to-agents-md-any-agent.json",
   "md": "https://dedupedai.com/use-cases/amazingang-old-coder/add-old-coder-to-agents-md-any-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amazingang-old-coder--add-old-coder-to-agents-md-any-agent.json"
  },
  {
   "id": "amazingang-old-coder--design-review-http-json-api-old-coder-api",
   "repo": "AmazingAng/old-coder",
   "title": "Design and review an HTTP/JSON API against API gates",
   "summary": "Use the optional old-coder-api skill to check compatibility, auth, idempotency, pagination, and rate limits.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/amazingang-old-coder/design-review-http-json-api-old-coder-api/",
   "json": "https://dedupedai.com/use-cases/u/amazingang-old-coder/design-review-http-json-api-old-coder-api.json",
   "md": "https://dedupedai.com/use-cases/amazingang-old-coder/design-review-http-json-api-old-coder-api/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amazingang-old-coder--design-review-http-json-api-old-coder-api.json"
  },
  {
   "id": "amitshekhariitbhu-ai-engineering-course--plan-llm-engineer-learning-path",
   "repo": "amitshekhariitbhu/ai-engineering-course",
   "title": "Map a step-by-step learning path into AI engineering",
   "summary": "Turn the 18-module course into a dated reading plan you can follow in order.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-engineering-course/plan-llm-engineer-learning-path/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-ai-engineering-course/plan-llm-engineer-learning-path.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-engineering-course/plan-llm-engineer-learning-path/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-ai-engineering-course--plan-llm-engineer-learning-path.json"
  },
  {
   "id": "amitshekhariitbhu-ai-engineering-course--prepare-ai-engineer-interview",
   "repo": "amitshekhariitbhu/ai-engineering-course",
   "title": "Prepare for AI engineer interviews with course material",
   "summary": "Use the interview module, glossary, and FAQs to drill core AI engineering terms.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-engineering-course/prepare-ai-engineer-interview/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-ai-engineering-course/prepare-ai-engineer-interview.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-engineering-course/prepare-ai-engineer-interview/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-ai-engineering-course--prepare-ai-engineer-interview.json"
  },
  {
   "id": "amitshekhariitbhu-ai-engineering-course--choose-llm-serving-stack",
   "repo": "amitshekhariitbhu/ai-engineering-course",
   "title": "Compare LLM serving tools before picking one",
   "summary": "Use the inference module to compare the serving tools the README names.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-engineering-course/choose-llm-serving-stack/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-ai-engineering-course/choose-llm-serving-stack.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-engineering-course/choose-llm-serving-stack/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-ai-engineering-course--choose-llm-serving-stack.json"
  },
  {
   "id": "amitshekhariitbhu-ai-engineering-course--study-rag-pipeline-design",
   "repo": "amitshekhariitbhu/ai-engineering-course",
   "title": "Design a RAG pipeline from the retrieval lessons",
   "summary": "Use the RAG module to list the retrieval options before you build a pipeline.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-engineering-course/study-rag-pipeline-design/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-ai-engineering-course/study-rag-pipeline-design.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-engineering-course/study-rag-pipeline-design/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-ai-engineering-course--study-rag-pipeline-design.json"
  },
  {
   "id": "amitshekhariitbhu-ai-system-design--prepare-for-ai-system-design-interview",
   "repo": "amitshekhariitbhu/ai-system-design",
   "title": "Prepare for an AI system design interview",
   "summary": "Use the guide's framework and interview questions to practice designing AI systems.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-system-design/prepare-for-ai-system-design-interview/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-ai-system-design/prepare-for-ai-system-design-interview.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-system-design/prepare-for-ai-system-design-interview/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-ai-system-design--prepare-for-ai-system-design-interview.json"
  },
  {
   "id": "amitshekhariitbhu-ai-system-design--plan-rag-document-qa-architecture",
   "repo": "amitshekhariitbhu/ai-system-design",
   "title": "Plan a RAG architecture for document Q&A",
   "summary": "Use the RAG sections to choose chunking, search, and reranking for a document assistant.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-system-design/plan-rag-document-qa-architecture/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-ai-system-design/plan-rag-document-qa-architecture.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-system-design/plan-rag-document-qa-architecture/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-ai-system-design--plan-rag-document-qa-architecture.json"
  },
  {
   "id": "amitshekhariitbhu-ai-system-design--design-ai-agent-with-tools-and-memory",
   "repo": "amitshekhariitbhu/ai-system-design",
   "title": "Design an AI agent with tools and memory",
   "summary": "Use the agent, tool calling, MCP, and memory sections to scope an agent's design.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-system-design/design-ai-agent-with-tools-and-memory/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-ai-system-design/design-ai-agent-with-tools-and-memory.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-system-design/design-ai-agent-with-tools-and-memory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-ai-system-design--design-ai-agent-with-tools-and-memory.json"
  },
  {
   "id": "amitshekhariitbhu-ai-system-design--estimate-llm-feature-cost-and-gpus",
   "repo": "amitshekhariitbhu/ai-system-design",
   "title": "Estimate tokens, GPUs, and cost for an LLM feature",
   "summary": "Use the estimation and cost sections to size tokens, GPUs, and spend before launch.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-system-design/estimate-llm-feature-cost-and-gpus/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-ai-system-design/estimate-llm-feature-cost-and-gpus.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-ai-system-design/estimate-llm-feature-cost-and-gpus/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-ai-system-design--estimate-llm-feature-cost-and-gpus.json"
  },
  {
   "id": "amitshekhariitbhu-llm-inference-engineering--learn-how-llm-text-generation-works",
   "repo": "amitshekhariitbhu/llm-inference-engineering",
   "title": "Learn how LLMs generate text one token at a time",
   "summary": "Work through the Part 1 basics on autoregressive generation and the prefill and decode phases.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-llm-inference-engineering/learn-how-llm-text-generation-works/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-llm-inference-engineering/learn-how-llm-text-generation-works.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-llm-inference-engineering/learn-how-llm-text-generation-works/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-llm-inference-engineering--learn-how-llm-text-generation-works.json"
  },
  {
   "id": "amitshekhariitbhu-llm-inference-engineering--pick-a-memory-optimization-for-kv-cache",
   "repo": "amitshekhariitbhu/llm-inference-engineering",
   "title": "Pick a KV cache memory technique for long prompts",
   "summary": "Compare KV cache compression, PagedAttention, GQA, and Flash Attention to choose a memory approach.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-llm-inference-engineering/pick-a-memory-optimization-for-kv-cache/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-llm-inference-engineering/pick-a-memory-optimization-for-kv-cache.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-llm-inference-engineering/pick-a-memory-optimization-for-kv-cache/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-llm-inference-engineering--pick-a-memory-optimization-for-kv-cache.json"
  },
  {
   "id": "amitshekhariitbhu-llm-inference-engineering--choose-a-decoding-speedup-technique",
   "repo": "amitshekhariitbhu/llm-inference-engineering",
   "title": "Choose a faster decoding method for slow responses",
   "summary": "Compare speculative decoding, Medusa, EAGLE, and n-gram speculation to pick one to study.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-llm-inference-engineering/choose-a-decoding-speedup-technique/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-llm-inference-engineering/choose-a-decoding-speedup-technique.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-llm-inference-engineering/choose-a-decoding-speedup-technique/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-llm-inference-engineering--choose-a-decoding-speedup-technique.json"
  },
  {
   "id": "amitshekhariitbhu-llm-inference-engineering--understand-serving-many-users-at-once",
   "repo": "amitshekhariitbhu/llm-inference-engineering",
   "title": "Understand how LLM servers handle many users at once",
   "summary": "Read about continuous batching, streaming, and disaggregated serving to plan an LLM API.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/amitshekhariitbhu-llm-inference-engineering/understand-serving-many-users-at-once/",
   "json": "https://dedupedai.com/use-cases/u/amitshekhariitbhu-llm-inference-engineering/understand-serving-many-users-at-once.json",
   "md": "https://dedupedai.com/use-cases/amitshekhariitbhu-llm-inference-engineering/understand-serving-many-users-at-once/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amitshekhariitbhu-llm-inference-engineering--understand-serving-many-users-at-once.json"
  },
  {
   "id": "amontlabs-lcu--approve-desktop-apps-in-claude-code",
   "repo": "amontlabs/lcu",
   "title": "Let Claude Code drive desktop apps with native approvals",
   "summary": "Install LCU as a Claude Code plugin so Claude can use desktop apps after you approve each one.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/amontlabs-lcu/approve-desktop-apps-in-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/amontlabs-lcu/approve-desktop-apps-in-claude-code.json",
   "md": "https://dedupedai.com/use-cases/amontlabs-lcu/approve-desktop-apps-in-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amontlabs-lcu--approve-desktop-apps-in-claude-code.json"
  },
  {
   "id": "amontlabs-lcu--control-desktop-apps-from-codex-cli",
   "repo": "amontlabs/lcu",
   "title": "Give Codex CLI control of desktop apps on macOS or Linux",
   "summary": "Register LCU with Codex CLI so the agent can see windows, click, type, and capture screenshots.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/amontlabs-lcu/control-desktop-apps-from-codex-cli/",
   "json": "https://dedupedai.com/use-cases/u/amontlabs-lcu/control-desktop-apps-from-codex-cli.json",
   "md": "https://dedupedai.com/use-cases/amontlabs-lcu/control-desktop-apps-from-codex-cli/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/amontlabs-lcu--control-desktop-apps-from-codex-cli.json"
  },
  {
   "id": "amontlabs-lcu--drive-chrome-tabs-with-site-approval",
   "repo": "amontlabs/lcu",
   "title": "Let an agent read and control Chrome tabs with site approval",
   "summary": "Enable the official ChatGPT Chrome extension so an agent can list and control tabs, one approved site at a time.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "api": "https://dedupedai.com/api/v1/usecases/amontlabs-lcu--drive-chrome-tabs-with-site-approval.json"
  },
  {
   "id": "amontlabs-lcu--run-unattended-computer-use-on-a-vm",
   "repo": "amontlabs/lcu",
   "title": "Run unattended computer use on a disposable VM or CI machine",
   "summary": "Set LCU approval to auto on a sandbox machine so the agent can run without a person at the keyboard.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/amontlabs-lcu--run-unattended-computer-use-on-a-vm.json"
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  {
   "id": "andretripol-openghost--explain-topics-with-drawings",
   "repo": "ANDRETRIPOL/OpenGhost",
   "title": "Explain a topic with drawings beside the text",
   "summary": "Get a reply to a how-it-works question with a scheme, chart or table next to the words.",
   "category": "Research",
   "tags": [
    "Research"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/andretripol-openghost--explain-topics-with-drawings.json"
  },
  {
   "id": "andretripol-openghost--act-in-your-own-accounts",
   "repo": "ANDRETRIPOL/OpenGhost",
   "title": "Review your account activity through the agent's browser",
   "summary": "Have the agent open your signed-in account, read stats and pull out key comments.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/andretripol-openghost--act-in-your-own-accounts.json"
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  {
   "id": "andretripol-openghost--keep-notes-the-agent-brings-up",
   "repo": "ANDRETRIPOL/OpenGhost",
   "title": "Save notes the agent raises when the topic comes up",
   "summary": "Write a reminder once and let the agent bring it back when a chat reaches that subject.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
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   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/andretripol-openghost--keep-notes-the-agent-brings-up.json"
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  {
   "id": "andretripol-openghost--build-installers-from-source",
   "repo": "ANDRETRIPOL/OpenGhost",
   "title": "Build Open Ghost installers from source for your platform",
   "summary": "Run the app from code and produce an installer for Windows, macOS or Linux.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/andretripol-openghost/build-installers-from-source/",
   "json": "https://dedupedai.com/use-cases/u/andretripol-openghost/build-installers-from-source.json",
   "md": "https://dedupedai.com/use-cases/andretripol-openghost/build-installers-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/andretripol-openghost--build-installers-from-source.json"
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  {
   "id": "angel291592-intent-router--compile-vague-request-into-intentspec",
   "repo": "angel291592/Intent-Router",
   "title": "Turn a vague coding request into a checked spec",
   "summary": "Convert a one-line request into an IntentSpec that the repo partly answers and you answer once.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/angel291592-intent-router/compile-vague-request-into-intentspec/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/angel291592-intent-router--compile-vague-request-into-intentspec.json"
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  {
   "id": "angel291592-intent-router--hand-off-delegated-task-with-contract-check",
   "repo": "angel291592/Intent-Router",
   "title": "Delegate a task to an agent and check the result",
   "summary": "Hand a settled spec to a coding agent, then compare the delivered work against each constraint.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/angel291592-intent-router/hand-off-delegated-task-with-contract-check/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/angel291592-intent-router--hand-off-delegated-task-with-contract-check.json"
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  {
   "id": "angel291592-intent-router--stop-irreversible-guesses-before-routing",
   "repo": "angel291592/Intent-Router",
   "title": "Stop an agent from guessing past an irreversible step",
   "summary": "Make the skill halt and name the field when an inferred value touches an irreversible boundary.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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  {
   "id": "angusdevgo-seep-reverse-lab--audit-client-feature-gate-cwe-602",
   "repo": "angusdevgo/Seep-Reverse-Lab",
   "title": "Audit an app feature gate for CWE-602 authorization flaws",
   "summary": "Decide whether a client-side premium or feature check is local or enforced by the server.",
   "category": "Security and science",
   "tags": [
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   ],
   "lang": "lua",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/angusdevgo-seep-reverse-lab/audit-client-feature-gate-cwe-602/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/angusdevgo-seep-reverse-lab--audit-client-feature-gate-cwe-602.json"
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  {
   "id": "angusdevgo-seep-reverse-lab--triage-windows-pe-binary-protections",
   "repo": "angusdevgo/Seep-Reverse-Lab",
   "title": "Map a Windows PE binary's protections and key functions",
   "summary": "Get architecture, protections, and a function list for a PE file in one agent session.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "lua",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/angusdevgo-seep-reverse-lab/triage-windows-pe-binary-protections.json",
   "md": "https://dedupedai.com/use-cases/angusdevgo-seep-reverse-lab/triage-windows-pe-binary-protections/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/angusdevgo-seep-reverse-lab--triage-windows-pe-binary-protections.json"
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  {
   "id": "angusdevgo-seep-reverse-lab--map-apk-control-flow-within-token-budget",
   "repo": "angusdevgo/Seep-Reverse-Lab",
   "title": "Map an APK's control flow without flooding the agent context",
   "summary": "Decompile an Android APK to a control-flow skeleton to save tokens during analysis.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "lua",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "md": "https://dedupedai.com/use-cases/angusdevgo-seep-reverse-lab/map-apk-control-flow-within-token-budget/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/angusdevgo-seep-reverse-lab--map-apk-control-flow-within-token-budget.json"
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  {
   "id": "angusdevgo-seep-reverse-lab--generate-frida-hook-with-self-healing-run",
   "repo": "angusdevgo/Seep-Reverse-Lab",
   "title": "Generate a Frida verification hook that fixes its own errors",
   "summary": "Create a Frida hook script for an APK and let the agent retry failed runs up to three times.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "lua",
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   "seen_in_the_wild": false,
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   "json": "https://dedupedai.com/use-cases/u/angusdevgo-seep-reverse-lab/generate-frida-hook-with-self-healing-run.json",
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   "id": "anomalyco-opencode--explore-unfamiliar-codebase-read-only",
   "repo": "anomalyco/opencode",
   "title": "Explore an unfamiliar codebase without risking edits",
   "summary": "Use the read-only plan agent to map a new repo and plan changes before touching any files.",
   "category": "Software and DevOps",
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   "date": "2026-10-20",
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   "id": "anomalyco-opencode--delegate-multistep-code-search",
   "repo": "anomalyco/opencode",
   "title": "Hand multistep code searches to a subagent",
   "summary": "Call the built-in general subagent with @general to run complex searches across a repo.",
   "category": "Software and DevOps",
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   ],
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   "date": "2026-10-20",
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   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/anomalyco-opencode/delegate-multistep-code-search/index.md",
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  {
   "id": "anomalyco-opencode--build-feature-with-full-access-agent",
   "repo": "anomalyco/opencode",
   "title": "Build a code change with the default full-access agent",
   "summary": "Use the build agent, the default, to make changes in a project after reviewing a plan.",
   "category": "Software and DevOps",
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   "score": 0.8,
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   "id": "anomalyco-opencode--install-desktop-app-without-terminal",
   "repo": "anomalyco/opencode",
   "title": "Install the OpenCode desktop app for daily use",
   "summary": "Download the beta desktop app for your platform and open it without using a terminal.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 0.7,
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   "id": "anomalyco-opencode--install-opencode-to-chosen-directory",
   "repo": "anomalyco/opencode",
   "title": "Install OpenCode into a chosen directory on a shared machine",
   "summary": "Use the install script with OPENCODE_INSTALL_DIR to place the binary where you want it.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "anotiawang-awesome-decision-models--route-support-tickets-with-hosted-decision-api",
   "repo": "AnotiaWang/awesome-decision-models",
   "title": "Route support tickets with a hosted decision API",
   "summary": "Send a ticket and your label set to a hosted decision model and get a probability for each label.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
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   "id": "anotiawang-awesome-decision-models--run-small-open-decision-model-locally",
   "repo": "AnotiaWang/awesome-decision-models",
   "title": "Run a small open decision model locally",
   "summary": "Pull a small open-weight decision model into Ollama and score your own options on your own machine.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "repo": "AnotiaWang/awesome-decision-models",
   "title": "Check agent tool calls before they run",
   "summary": "Score a proposed tool call against your own allowed options before the agent executes it.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "python",
   "date": "2026-10-20",
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   "api": "https://dedupedai.com/api/v1/usecases/anotiawang-awesome-decision-models--check-agent-tool-calls-before-they-run.json"
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   "repo": "AnotiaWang/awesome-decision-models",
   "title": "Flag risky behavior in AI traces with Span-01",
   "summary": "Label each AI trace for behaviors you define, such as prompt injection or agent loops.",
   "category": "Software and DevOps",
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   "date": "2026-10-20",
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  },
  {
   "id": "ant-research-4danyone--multiview-video-from-casual-clip",
   "repo": "ant-research/4DAnyone",
   "title": "Turn a casual clip into a 24-view orbit set",
   "summary": "Generate 24 consistent target-view videos of one person from a single monocular video.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ant-research-4danyone/multiview-video-from-casual-clip/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-4danyone/multiview-video-from-casual-clip.json",
   "md": "https://dedupedai.com/use-cases/ant-research-4danyone/multiview-video-from-casual-clip/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ant-research-4danyone--multiview-video-from-casual-clip.json"
  },
  {
   "id": "ant-research-4danyone--preview-camera-layouts-in-gui",
   "repo": "ant-research/4DAnyone",
   "title": "Preview camera layouts in a browser GUI",
   "summary": "Run the Gradio GUI to inspect inference results and visualize target views with Rerun.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/ant-research-4danyone/preview-camera-layouts-in-gui/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-4danyone/preview-camera-layouts-in-gui.json",
   "md": "https://dedupedai.com/use-cases/ant-research-4danyone/preview-camera-layouts-in-gui/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ant-research-4danyone--preview-camera-layouts-in-gui.json"
  },
  {
   "id": "ant-research-4danyone--quick-six-view-test-on-consumer-gpu",
   "repo": "ant-research/4DAnyone",
   "title": "Run a quick 6-view test on a consumer GPU",
   "summary": "Produce a compact 360 degree six-view set with the Turbo default to check the pipeline works.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ant-research-4danyone/quick-six-view-test-on-consumer-gpu/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-4danyone/quick-six-view-test-on-consumer-gpu.json",
   "md": "https://dedupedai.com/use-cases/ant-research-4danyone/quick-six-view-test-on-consumer-gpu/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ant-research-4danyone--quick-six-view-test-on-consumer-gpu.json"
  },
  {
   "id": "ant-research-antomnievo--evolve-agent-skill-directory",
   "repo": "ant-research/AntOmniEvo",
   "title": "Evolve an agent skill directory against your eval set",
   "summary": "Let agents rewrite SKILL.md, references and scripts until an evaluator scores the agent higher.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ant-research-antomnievo/evolve-agent-skill-directory/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-antomnievo/evolve-agent-skill-directory.json",
   "md": "https://dedupedai.com/use-cases/ant-research-antomnievo/evolve-agent-skill-directory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ant-research-antomnievo--evolve-agent-skill-directory.json"
  },
  {
   "id": "ant-research-antomnievo--optimize-workflow-pipeline-config",
   "repo": "ant-research/AntOmniEvo",
   "title": "Optimize a retrieval workflow's pipeline.json and node code",
   "summary": "Have agents edit pipeline config and node scripts until a workflow scores better on your data.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/ant-research-antomnievo/optimize-workflow-pipeline-config/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-antomnievo/optimize-workflow-pipeline-config.json",
   "md": "https://dedupedai.com/use-cases/ant-research-antomnievo/optimize-workflow-pipeline-config/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ant-research-antomnievo--optimize-workflow-pipeline-config.json"
  },
  {
   "id": "ant-research-antomnievo--optimize-single-file-algorithm",
   "repo": "ant-research/AntOmniEvo",
   "title": "Optimize a single-file algorithm and its description",
   "summary": "Let agents rewrite one .py or .ts file and its description until scores improve.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ant-research-antomnievo/optimize-single-file-algorithm/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-antomnievo/optimize-single-file-algorithm.json",
   "md": "https://dedupedai.com/use-cases/ant-research-antomnievo/optimize-single-file-algorithm/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ant-research-antomnievo--optimize-single-file-algorithm.json"
  },
  {
   "id": "ant-research-antomnievo--start-experiment-with-agent-skill-template",
   "repo": "ant-research/AntOmniEvo",
   "title": "Set up an experiment with the bundled agent skill template",
   "summary": "Use the skills/ template so a coding agent interviews you and drives the experiment setup.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/ant-research-antomnievo/start-experiment-with-agent-skill-template/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-antomnievo/start-experiment-with-agent-skill-template.json",
   "md": "https://dedupedai.com/use-cases/ant-research-antomnievo/start-experiment-with-agent-skill-template/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ant-research-antomnievo--start-experiment-with-agent-skill-template.json"
  },
  {
   "id": "anteloc-ldraw-nova--review-sample-lego-model-previews",
   "repo": "anteloc/ldraw-nova",
   "title": "Review a sample LEGO model with previews and BOMs",
   "summary": "Run the bridge example through review and get PNG previews, a validation report and parts lists.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/anteloc-ldraw-nova/review-sample-lego-model-previews/",
   "json": "https://dedupedai.com/use-cases/u/anteloc-ldraw-nova/review-sample-lego-model-previews.json",
   "md": "https://dedupedai.com/use-cases/anteloc-ldraw-nova/review-sample-lego-model-previews/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anteloc-ldraw-nova--review-sample-lego-model-previews.json"
  },
  {
   "id": "anteloc-ldraw-nova--build-lego-model-from-plan-with-agent",
   "repo": "anteloc/ldraw-nova",
   "title": "Build an editable LEGO MPD from a JSON plan",
   "summary": "Have an agent turn a model idea into a JSON plan, then build and review an editable MPD.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/anteloc-ldraw-nova/build-lego-model-from-plan-with-agent/",
   "json": "https://dedupedai.com/use-cases/u/anteloc-ldraw-nova/build-lego-model-from-plan-with-agent.json",
   "md": "https://dedupedai.com/use-cases/anteloc-ldraw-nova/build-lego-model-from-plan-with-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anteloc-ldraw-nova--build-lego-model-from-plan-with-agent.json"
  },
  {
   "id": "anteloc-ldraw-nova--export-lego-model-glb-for-blender",
   "repo": "anteloc/ldraw-nova",
   "title": "Export an LDraw model to GLB for Blender",
   "summary": "Convert an MPD model to a GLB file with the local CLI so it can be opened in Blender.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/anteloc-ldraw-nova/export-lego-model-glb-for-blender/",
   "json": "https://dedupedai.com/use-cases/u/anteloc-ldraw-nova/export-lego-model-glb-for-blender.json",
   "md": "https://dedupedai.com/use-cases/anteloc-ldraw-nova/export-lego-model-glb-for-blender/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anteloc-ldraw-nova--export-lego-model-glb-for-blender.json"
  },
  {
   "id": "anteloc-ldraw-nova--run-ldraw-nova-web-app-locally",
   "repo": "anteloc/ldraw-nova",
   "title": "Run the Ldraw Nova web app with Docker",
   "summary": "Start the browser app with 3D and VR views on localhost using Docker Compose.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/anteloc-ldraw-nova/run-ldraw-nova-web-app-locally/",
   "json": "https://dedupedai.com/use-cases/u/anteloc-ldraw-nova/run-ldraw-nova-web-app-locally.json",
   "md": "https://dedupedai.com/use-cases/anteloc-ldraw-nova/run-ldraw-nova-web-app-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anteloc-ldraw-nova--run-ldraw-nova-web-app-locally.json"
  },
  {
   "id": "anthropics-claude-code--explain-unfamiliar-codebase",
   "repo": "anthropics/claude-code",
   "title": "Explain complex code in an unfamiliar project",
   "summary": "Ask Claude Code in your terminal to explain how a part of an unfamiliar codebase works.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-code/explain-unfamiliar-codebase/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-code/explain-unfamiliar-codebase.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-code/explain-unfamiliar-codebase/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-code--explain-unfamiliar-codebase.json"
  },
  {
   "id": "anthropics-claude-code--delegate-routine-coding-tasks",
   "repo": "anthropics/claude-code",
   "title": "Delegate routine coding tasks from the terminal",
   "summary": "Hand repetitive edits and small fixes to Claude Code using plain-language requests.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-code/delegate-routine-coding-tasks/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-code/delegate-routine-coding-tasks.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-code/delegate-routine-coding-tasks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-code--delegate-routine-coding-tasks.json"
  },
  {
   "id": "anthropics-claude-code--handle-git-workflows-in-chat",
   "repo": "anthropics/claude-code",
   "title": "Handle git workflows with natural language",
   "summary": "Describe a git task in plain words and let Claude Code carry it out in your project.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-code/handle-git-workflows-in-chat/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-code/handle-git-workflows-in-chat.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-code/handle-git-workflows-in-chat/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-code--handle-git-workflows-in-chat.json"
  },
  {
   "id": "anthropics-claude-plugins-official--install-marketplace-plugin",
   "repo": "anthropics/claude-plugins-official",
   "title": "Install a vetted plugin from the official marketplace",
   "summary": "Add a ready-made Claude Code plugin from the official directory in one command.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-plugins-official/install-marketplace-plugin/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-plugins-official/install-marketplace-plugin.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-plugins-official/install-marketplace-plugin/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-plugins-official--install-marketplace-plugin.json"
  },
  {
   "id": "anthropics-claude-plugins-official--build-external-plugin-for-submission",
   "repo": "anthropics/claude-plugins-official",
   "title": "Build a plugin in the standard layout for submission",
   "summary": "Scaffold a Claude Code plugin with the required manifest and submit it for review.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-plugins-official/build-external-plugin-for-submission/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-plugins-official/build-external-plugin-for-submission.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-plugins-official/build-external-plugin-for-submission/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-plugins-official--build-external-plugin-for-submission.json"
  },
  {
   "id": "anthropics-claude-plugins-official--publish-skill-bundle-without-manifest",
   "repo": "anthropics/claude-plugins-official",
   "title": "Publish existing SKILL.md files as a marketplace bundle",
   "summary": "List skill folders from a source repo in a marketplace entry with strict set to false.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-plugins-official/publish-skill-bundle-without-manifest/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-plugins-official/publish-skill-bundle-without-manifest.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-plugins-official/publish-skill-bundle-without-manifest/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-plugins-official--publish-skill-bundle-without-manifest.json"
  },
  {
   "id": "anthropics-claude-plugins-official--rename-plugin-without-breaking-installs",
   "repo": "anthropics/claude-plugins-official",
   "title": "Change a published plugin's label without breaking installs",
   "summary": "Update displayName or add a renames entry so existing users keep working.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-plugins-official/rename-plugin-without-breaking-installs/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-plugins-official/rename-plugin-without-breaking-installs.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-plugins-official/rename-plugin-without-breaking-installs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-plugins-official--rename-plugin-without-breaking-installs.json"
  },
  {
   "id": "anthropics-claude-quickstarts--build-customer-support-agent-prototype",
   "repo": "anthropics/claude-quickstarts",
   "title": "Run a Claude customer support agent over a knowledge base",
   "summary": "Get an AI support agent that answers customer questions from a knowledge base, as a starting point to customize.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-quickstarts/build-customer-support-agent-prototype/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-quickstarts/build-customer-support-agent-prototype.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-quickstarts/build-customer-support-agent-prototype/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-quickstarts--build-customer-support-agent-prototype.json"
  },
  {
   "id": "anthropics-claude-quickstarts--analyze-financial-data-with-chat-charts",
   "repo": "anthropics/claude-quickstarts",
   "title": "Analyze financial data by chat with interactive charts",
   "summary": "Ask questions about financial data in chat and see interactive visualizations as answers.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-quickstarts/analyze-financial-data-with-chat-charts/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-quickstarts/analyze-financial-data-with-chat-charts.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-quickstarts/analyze-financial-data-with-chat-charts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-quickstarts--analyze-financial-data-with-chat-charts.json"
  },
  {
   "id": "anthropics-claude-quickstarts--schedule-daily-slack-and-github-brief",
   "repo": "anthropics/claude-quickstarts",
   "title": "Post a weekday brief of Slack and GitHub activity",
   "summary": "Deploy a scheduled agent that posts one short brief to Slack each weekday from channels and pull requests.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-quickstarts/schedule-daily-slack-and-github-brief/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-quickstarts/schedule-daily-slack-and-github-brief.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-quickstarts/schedule-daily-slack-and-github-brief/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-quickstarts--schedule-daily-slack-and-github-brief.json"
  },
  {
   "id": "anthropics-claude-quickstarts--automate-browser-tasks-with-claude",
   "repo": "anthropics/claude-quickstarts",
   "title": "Automate browser tasks with Claude and Playwright",
   "summary": "Let Claude navigate websites, read page content and fill forms through a Playwright-backed browser tool.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/anthropics-claude-quickstarts/automate-browser-tasks-with-claude/",
   "json": "https://dedupedai.com/use-cases/u/anthropics-claude-quickstarts/automate-browser-tasks-with-claude.json",
   "md": "https://dedupedai.com/use-cases/anthropics-claude-quickstarts/automate-browser-tasks-with-claude/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anthropics-claude-quickstarts--automate-browser-tasks-with-claude.json"
  },
  {
   "id": "antinomie-lab-pi-book--check-book-claims-against-pi-source",
   "repo": "antinomie-lab/pi-book",
   "title": "Have an agent verify the book's code citations",
   "summary": "Use an AI agent to check each file:line quote in a chapter against the pi source at the stated commit.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "vue",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/antinomie-lab-pi-book/check-book-claims-against-pi-source/",
   "json": "https://dedupedai.com/use-cases/u/antinomie-lab-pi-book/check-book-claims-against-pi-source.json",
   "md": "https://dedupedai.com/use-cases/antinomie-lab-pi-book/check-book-claims-against-pi-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/antinomie-lab-pi-book--check-book-claims-against-pi-source.json"
  },
  {
   "id": "antinomie-lab-pi-book--run-book-reader-locally",
   "repo": "antinomie-lab/pi-book",
   "title": "Run the book's web reader on your own machine",
   "summary": "Start the Vite and Vue reader locally to browse the architecture book without the hosted site.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "vue",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/antinomie-lab-pi-book/run-book-reader-locally/",
   "json": "https://dedupedai.com/use-cases/u/antinomie-lab-pi-book/run-book-reader-locally.json",
   "md": "https://dedupedai.com/use-cases/antinomie-lab-pi-book/run-book-reader-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/antinomie-lab-pi-book--run-book-reader-locally.json"
  },
  {
   "id": "antinomie-lab-pi-book--compare-book-language-editions",
   "repo": "antinomie-lab/pi-book",
   "title": "Compare the Chinese, English and Spanish editions",
   "summary": "Read the same chapter in its three language versions to check translation consistency.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "vue",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/antinomie-lab-pi-book/compare-book-language-editions/",
   "json": "https://dedupedai.com/use-cases/u/antinomie-lab-pi-book/compare-book-language-editions.json",
   "md": "https://dedupedai.com/use-cases/antinomie-lab-pi-book/compare-book-language-editions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/antinomie-lab-pi-book--compare-book-language-editions.json"
  },
  {
   "id": "anujasid-blender-ai-mcp-addon--inspect-scene-before-editing",
   "repo": "anujasid/blender-ai-mcp-addon",
   "title": "Explain a Blender scene before changing anything",
   "summary": "Ask the assistant to read object structure and describe a scene before any edits are made.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/inspect-scene-before-editing/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-blender-ai-mcp-addon/inspect-scene-before-editing.json",
   "md": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/inspect-scene-before-editing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-blender-ai-mcp-addon--inspect-scene-before-editing.json"
  },
  {
   "id": "anujasid-blender-ai-mcp-addon--build-product-display-scene",
   "repo": "anujasid/blender-ai-mcp-addon",
   "title": "Build a product display scene from a short brief",
   "summary": "Turn a written layout brief into a pedestal, camera, lights and matte material in Blender.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/build-product-display-scene/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-blender-ai-mcp-addon/build-product-display-scene.json",
   "md": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/build-product-display-scene/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-blender-ai-mcp-addon--build-product-display-scene.json"
  },
  {
   "id": "anujasid-blender-ai-mcp-addon--review-scene-edits-with-agent-team",
   "repo": "anujasid/blender-ai-mcp-addon",
   "title": "Run a manager, worker and reviewer team on a scene task",
   "summary": "Split a larger Blender task across a manager, workers and reviewers with ordered steps.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/review-scene-edits-with-agent-team/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-blender-ai-mcp-addon/review-scene-edits-with-agent-team.json",
   "md": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/review-scene-edits-with-agent-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-blender-ai-mcp-addon--review-scene-edits-with-agent-team.json"
  },
  {
   "id": "anujasid-blender-ai-mcp-addon--find-and-import-licensed-asset",
   "repo": "anujasid/blender-ai-mcp-addon",
   "title": "Search Poly Haven or Sketchfab and import a chosen asset",
   "summary": "Let the assistant find a matching asset, ask before importing, and follow its license.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/find-and-import-licensed-asset/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-blender-ai-mcp-addon/find-and-import-licensed-asset.json",
   "md": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/find-and-import-licensed-asset/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-blender-ai-mcp-addon--find-and-import-licensed-asset.json"
  },
  {
   "id": "anujasid-blender-ai-mcp-addon--drive-blender-from-mcp-client",
   "repo": "anujasid/blender-ai-mcp-addon",
   "title": "Control Blender from an external MCP client",
   "summary": "Connect an MCP client to Blender's authenticated local endpoint and run scene tools from it.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/drive-blender-from-mcp-client/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-blender-ai-mcp-addon/drive-blender-from-mcp-client.json",
   "md": "https://dedupedai.com/use-cases/anujasid-blender-ai-mcp-addon/drive-blender-from-mcp-client/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-blender-ai-mcp-addon--drive-blender-from-mcp-client.json"
  },
  {
   "id": "anujasid-mcp-for-blender-pro--inspect-scene-before-editing",
   "repo": "anujasid/mcp-for-blender-pro",
   "title": "Inspect a Blender scene before the AI changes it",
   "summary": "Ask the built-in assistant to explain a scene's object structure before any edits are made.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/inspect-scene-before-editing/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-mcp-for-blender-pro/inspect-scene-before-editing.json",
   "md": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/inspect-scene-before-editing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-mcp-for-blender-pro--inspect-scene-before-editing.json"
  },
  {
   "id": "anujasid-mcp-for-blender-pro--build-product-display-scene",
   "repo": "anujasid/mcp-for-blender-pro",
   "title": "Build a product-display scene from a text brief",
   "summary": "Turn a short creative brief into a basic product-display layout with lights, a camera and materials.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/build-product-display-scene/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-mcp-for-blender-pro/build-product-display-scene.json",
   "md": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/build-product-display-scene/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-mcp-for-blender-pro--build-product-display-scene.json"
  },
  {
   "id": "anujasid-mcp-for-blender-pro--find-and-import-poly-haven-asset",
   "repo": "anujasid/mcp-for-blender-pro",
   "title": "Find an asset and import it only after approval",
   "summary": "Search Poly Haven for a fitting asset and ask for approval before anything is imported.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/find-and-import-poly-haven-asset/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-mcp-for-blender-pro/find-and-import-poly-haven-asset.json",
   "md": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/find-and-import-poly-haven-asset/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-mcp-for-blender-pro--find-and-import-poly-haven-asset.json"
  },
  {
   "id": "anujasid-mcp-for-blender-pro--run-manager-worker-reviewer-team",
   "repo": "anujasid/mcp-for-blender-pro",
   "title": "Run a multi-step scene edit with a manager, workers and reviewers",
   "summary": "Use a team chain so one agent plans, others edit and reviewers approve each change in order.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/run-manager-worker-reviewer-team/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-mcp-for-blender-pro/run-manager-worker-reviewer-team.json",
   "md": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/run-manager-worker-reviewer-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-mcp-for-blender-pro--run-manager-worker-reviewer-team.json"
  },
  {
   "id": "anujasid-mcp-for-blender-pro--drive-blender-from-opencode-over-mcp",
   "repo": "anujasid/mcp-for-blender-pro",
   "title": "Drive Blender from OpenCode through the built-in MCP server",
   "summary": "Connect an external MCP client to Blender's authenticated endpoint and run scene tools from it.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/drive-blender-from-opencode-over-mcp/",
   "json": "https://dedupedai.com/use-cases/u/anujasid-mcp-for-blender-pro/drive-blender-from-opencode-over-mcp.json",
   "md": "https://dedupedai.com/use-cases/anujasid-mcp-for-blender-pro/drive-blender-from-opencode-over-mcp/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/anujasid-mcp-for-blender-pro--drive-blender-from-opencode-over-mcp.json"
  },
  {
   "id": "aoci-spec-aoci-code--take-over-existing-codebase-in-one-step",
   "repo": "aoci-spec/aoci-code",
   "title": "Take over an existing codebase with an agent in one pass",
   "summary": "Build a Git-versioned index of a codebase of up to about 500,000 lines so the agent can start working from known context.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/aoci-spec-aoci-code/take-over-existing-codebase-in-one-step/",
   "json": "https://dedupedai.com/use-cases/u/aoci-spec-aoci-code/take-over-existing-codebase-in-one-step.json",
   "md": "https://dedupedai.com/use-cases/aoci-spec-aoci-code/take-over-existing-codebase-in-one-step/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aoci-spec-aoci-code--take-over-existing-codebase-in-one-step.json"
  },
  {
   "id": "aoci-spec-aoci-code--hand-off-project-to-new-agent-or-session",
   "repo": "aoci-spec/aoci-code",
   "title": "Resume a project in a new agent or chat without starting over",
   "summary": "Use the committed index so a new agent, host, or conversation picks up the system context in one read.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/aoci-spec-aoci-code/hand-off-project-to-new-agent-or-session/",
   "json": "https://dedupedai.com/use-cases/u/aoci-spec-aoci-code/hand-off-project-to-new-agent-or-session.json",
   "md": "https://dedupedai.com/use-cases/aoci-spec-aoci-code/hand-off-project-to-new-agent-or-session/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aoci-spec-aoci-code--hand-off-project-to-new-agent-or-session.json"
  },
  {
   "id": "aoci-spec-aoci-code--index-database-schema-alongside-code",
   "repo": "aoci-spec/aoci-code",
   "title": "Index PostgreSQL or MySQL table structures next to the code",
   "summary": "Add a table-level database index so the agent sees both code and schema before it changes either.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/aoci-spec-aoci-code/index-database-schema-alongside-code/",
   "json": "https://dedupedai.com/use-cases/u/aoci-spec-aoci-code/index-database-schema-alongside-code.json",
   "md": "https://dedupedai.com/use-cases/aoci-spec-aoci-code/index-database-schema-alongside-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aoci-spec-aoci-code--index-database-schema-alongside-code.json"
  },
  {
   "id": "aoci-spec-aoci-code--keep-index-aligned-after-each-change",
   "repo": "aoci-spec/aoci-code",
   "title": "Keep the codebase index current as the agent changes code",
   "summary": "Let the MCP workflow flag changed files and have the agent update their entries after each verified task.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/aoci-spec-aoci-code/keep-index-aligned-after-each-change/",
   "json": "https://dedupedai.com/use-cases/u/aoci-spec-aoci-code/keep-index-aligned-after-each-change.json",
   "md": "https://dedupedai.com/use-cases/aoci-spec-aoci-code/keep-index-aligned-after-each-change/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aoci-spec-aoci-code--keep-index-aligned-after-each-change.json"
  },
  {
   "id": "apeireth-apeireth--run-a-private-memory-companion",
   "repo": "Apeireth/Apeireth",
   "title": "Run a private companion that remembers your details",
   "summary": "Install the desktop companion, add a provider key, and keep memories on your own machine.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/apeireth-apeireth/run-a-private-memory-companion/",
   "json": "https://dedupedai.com/use-cases/u/apeireth-apeireth/run-a-private-memory-companion.json",
   "md": "https://dedupedai.com/use-cases/apeireth-apeireth/run-a-private-memory-companion/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apeireth-apeireth--run-a-private-memory-companion.json"
  },
  {
   "id": "apeireth-apeireth--delegate-tasks-with-approval-cards",
   "repo": "Apeireth/Apeireth",
   "title": "Hand the companion a task and approve each step",
   "summary": "Ask it to handle something for you, then approve or reject each side effect before it runs.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/apeireth-apeireth/delegate-tasks-with-approval-cards/",
   "json": "https://dedupedai.com/use-cases/u/apeireth-apeireth/delegate-tasks-with-approval-cards.json",
   "md": "https://dedupedai.com/use-cases/apeireth-apeireth/delegate-tasks-with-approval-cards/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apeireth-apeireth--delegate-tasks-with-approval-cards.json"
  },
  {
   "id": "apeireth-apeireth--build-and-audit-apeireth-from-source",
   "repo": "Apeireth/Apeireth",
   "title": "Build the companion from source and audit its claims",
   "summary": "Compile the CLI and desktop app, then check the README's honest boundaries against the code.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/apeireth-apeireth/build-and-audit-apeireth-from-source/",
   "json": "https://dedupedai.com/use-cases/u/apeireth-apeireth/build-and-audit-apeireth-from-source.json",
   "md": "https://dedupedai.com/use-cases/apeireth-apeireth/build-and-audit-apeireth-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apeireth-apeireth--build-and-audit-apeireth-from-source.json"
  },
  {
   "id": "apodexai-frontieragent--research-question-with-agent-team",
   "repo": "ApodexAI/FrontierAgent",
   "title": "Research a question with a parallel agent team",
   "summary": "A coordinator splits a broad question into parallel sub-agent tasks and returns one synthesized report.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/apodexai-frontieragent/research-question-with-agent-team/",
   "json": "https://dedupedai.com/use-cases/u/apodexai-frontieragent/research-question-with-agent-team.json",
   "md": "https://dedupedai.com/use-cases/apodexai-frontieragent/research-question-with-agent-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apodexai-frontieragent--research-question-with-agent-team.json"
  },
  {
   "id": "apodexai-frontieragent--analyze-project-files-with-react",
   "repo": "ApodexAI/FrontierAgent",
   "title": "Analyze a project or documents with one stateful agent",
   "summary": "A single ReAct agent reads files, runs commands, and writes deliverables inside a sandboxed task folder.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/apodexai-frontieragent/analyze-project-files-with-react/",
   "json": "https://dedupedai.com/use-cases/u/apodexai-frontieragent/analyze-project-files-with-react.json",
   "md": "https://dedupedai.com/use-cases/apodexai-frontieragent/analyze-project-files-with-react/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apodexai-frontieragent--analyze-project-files-with-react.json"
  },
  {
   "id": "apodexai-frontieragent--install-frontier-agent-once-for-any-project",
   "repo": "ApodexAI/FrontierAgent",
   "title": "Install frontier-agent once and launch it in any folder",
   "summary": "Install the command with uv and keep your endpoint settings in one user file.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/apodexai-frontieragent/install-frontier-agent-once-for-any-project/",
   "json": "https://dedupedai.com/use-cases/u/apodexai-frontieragent/install-frontier-agent-once-for-any-project.json",
   "md": "https://dedupedai.com/use-cases/apodexai-frontieragent/install-frontier-agent-once-for-any-project/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apodexai-frontieragent--install-frontier-agent-once-for-any-project.json"
  },
  {
   "id": "apodexai-frontieragent--run-agent-in-docker-with-local-build",
   "repo": "ApodexAI/FrontierAgent",
   "title": "Run the agent in a Docker container from a local build",
   "summary": "Build the checkout into a container with Compose and run the agent inside it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/apodexai-frontieragent/run-agent-in-docker-with-local-build/",
   "json": "https://dedupedai.com/use-cases/u/apodexai-frontieragent/run-agent-in-docker-with-local-build.json",
   "md": "https://dedupedai.com/use-cases/apodexai-frontieragent/run-agent-in-docker-with-local-build/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apodexai-frontieragent--run-agent-in-docker-with-local-build.json"
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  {
   "id": "appllama-appllama-skills--build-app-screens-from-top-grossing-patterns",
   "repo": "Appllama/appllama-skills",
   "title": "Build a mobile app's screens from top-grossing patterns",
   "summary": "Have an agent study top-grossing apps in a category, then build the screens for your new app to a simulator-checked bar.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/appllama-appllama-skills/build-app-screens-from-top-grossing-patterns/",
   "json": "https://dedupedai.com/use-cases/u/appllama-appllama-skills/build-app-screens-from-top-grossing-patterns.json",
   "md": "https://dedupedai.com/use-cases/appllama-appllama-skills/build-app-screens-from-top-grossing-patterns/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/appllama-appllama-skills--build-app-screens-from-top-grossing-patterns.json"
  },
  {
   "id": "appllama-appllama-skills--improve-an-existing-app-screen",
   "repo": "Appllama/appllama-skills",
   "title": "Improve an existing app screen against category leaders",
   "summary": "Give an agent a screenshot, code, or Copy Screen ID and have it rebuild the screen to a higher bar.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/appllama-appllama-skills/improve-an-existing-app-screen/",
   "json": "https://dedupedai.com/use-cases/u/appllama-appllama-skills/improve-an-existing-app-screen.json",
   "md": "https://dedupedai.com/use-cases/appllama-appllama-skills/improve-an-existing-app-screen/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/appllama-appllama-skills--improve-an-existing-app-screen.json"
  },
  {
   "id": "appllama-appllama-skills--research-onboarding-and-paywall-flows",
   "repo": "Appllama/appllama-skills",
   "title": "Research how top apps structure onboarding and paywalls",
   "summary": "Ask an agent how leading apps in a category run onboarding, what each step does, and where the paywall sits.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/appllama-appllama-skills/research-onboarding-and-paywall-flows/",
   "json": "https://dedupedai.com/use-cases/u/appllama-appllama-skills/research-onboarding-and-paywall-flows.json",
   "md": "https://dedupedai.com/use-cases/appllama-appllama-skills/research-onboarding-and-paywall-flows/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/appllama-appllama-skills--research-onboarding-and-paywall-flows.json"
  },
  {
   "id": "appllama-appllama-skills--plan-screen-navigation-for-a-checkout-flow",
   "repo": "Appllama/appllama-skills",
   "title": "Plan which checkout screens push, sheet, or lock",
   "summary": "Have an agent decide the navigation for a checkout flow so users cannot return to the paywall after paying.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/appllama-appllama-skills/plan-screen-navigation-for-a-checkout-flow/",
   "json": "https://dedupedai.com/use-cases/u/appllama-appllama-skills/plan-screen-navigation-for-a-checkout-flow.json",
   "md": "https://dedupedai.com/use-cases/appllama-appllama-skills/plan-screen-navigation-for-a-checkout-flow/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/appllama-appllama-skills--plan-screen-navigation-for-a-checkout-flow.json"
  },
  {
   "id": "appllama-appllama-skills--review-app-animations-and-motion",
   "repo": "Appllama/appllama-skills",
   "title": "Review an app's animations and produce a fix plan",
   "summary": "Have an agent audit motion in your app and list what to delete, move off the JS thread, or add velocity to.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/appllama-appllama-skills/review-app-animations-and-motion/",
   "json": "https://dedupedai.com/use-cases/u/appllama-appllama-skills/review-app-animations-and-motion.json",
   "md": "https://dedupedai.com/use-cases/appllama-appllama-skills/review-app-animations-and-motion/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/appllama-appllama-skills--review-app-animations-and-motion.json"
  },
  {
   "id": "apus-ai-lab-fast-browser-use--verify-web-form-changes-locally",
   "repo": "APUS-AI-Lab/fast-browser-use",
   "title": "Check a web settings form saves correctly, offline",
   "summary": "Fill and save a settings form in a local browser run, then confirm the saved message and page state.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/apus-ai-lab-fast-browser-use/verify-web-form-changes-locally/",
   "json": "https://dedupedai.com/use-cases/u/apus-ai-lab-fast-browser-use/verify-web-form-changes-locally.json",
   "md": "https://dedupedai.com/use-cases/apus-ai-lab-fast-browser-use/verify-web-form-changes-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apus-ai-lab-fast-browser-use--verify-web-form-changes-locally.json"
  },
  {
   "id": "apus-ai-lab-fast-browser-use--let-coding-agent-drive-browser-offline",
   "repo": "APUS-AI-Lab/fast-browser-use",
   "title": "Give a coding agent a fast local browser for page tasks",
   "summary": "Let Claude Code, Codex or Cursor handle planning while a local engine handles clicks, selects and scrolls.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/apus-ai-lab-fast-browser-use/let-coding-agent-drive-browser-offline/",
   "json": "https://dedupedai.com/use-cases/u/apus-ai-lab-fast-browser-use/let-coding-agent-drive-browser-offline.json",
   "md": "https://dedupedai.com/use-cases/apus-ai-lab-fast-browser-use/let-coding-agent-drive-browser-offline/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apus-ai-lab-fast-browser-use--let-coding-agent-drive-browser-offline.json"
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  {
   "id": "apus-ai-lab-fast-browser-use--benchmark-local-models-on-browser-tasks",
   "repo": "APUS-AI-Lab/fast-browser-use",
   "title": "Measure task time for two local Qwen models on your sites",
   "summary": "Run the same browser task on Qwen3.5-9B and Qwen3.5-35B-A3B and compare task times and verification results.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/apus-ai-lab-fast-browser-use/benchmark-local-models-on-browser-tasks/",
   "json": "https://dedupedai.com/use-cases/u/apus-ai-lab-fast-browser-use/benchmark-local-models-on-browser-tasks.json",
   "md": "https://dedupedai.com/use-cases/apus-ai-lab-fast-browser-use/benchmark-local-models-on-browser-tasks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/apus-ai-lab-fast-browser-use--benchmark-local-models-on-browser-tasks.json"
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  {
   "id": "arahim3-kaggle-tpu-lab--free-endpoint-for-claude-code",
   "repo": "ARahim3/kaggle-tpu-lab",
   "title": "Run a free open model as an endpoint for Claude Code",
   "summary": "Start a Kaggle notebook, copy the public URL and key, and point Claude Code at an open model.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/arahim3-kaggle-tpu-lab/free-endpoint-for-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/arahim3-kaggle-tpu-lab/free-endpoint-for-claude-code.json",
   "md": "https://dedupedai.com/use-cases/arahim3-kaggle-tpu-lab/free-endpoint-for-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/arahim3-kaggle-tpu-lab--free-endpoint-for-claude-code.json"
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  {
   "id": "arahim3-kaggle-tpu-lab--wire-codex-cli-to-open-model",
   "repo": "ARahim3/kaggle-tpu-lab",
   "title": "Point Codex CLI at a Kaggle-hosted open model",
   "summary": "Use the public endpoint from a Kaggle TPU session as the backend for Codex CLI.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/arahim3-kaggle-tpu-lab/wire-codex-cli-to-open-model/",
   "json": "https://dedupedai.com/use-cases/u/arahim3-kaggle-tpu-lab/wire-codex-cli-to-open-model.json",
   "md": "https://dedupedai.com/use-cases/arahim3-kaggle-tpu-lab/wire-codex-cli-to-open-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/arahim3-kaggle-tpu-lab--wire-codex-cli-to-open-model.json"
  },
  {
   "id": "arahim3-kaggle-tpu-lab--serve-model-from-terminal",
   "repo": "ARahim3/kaggle-tpu-lab",
   "title": "Launch a model server from the terminal",
   "summary": "Clone the repo and start the Qwen3.8-27B serve recipe from your command line.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/arahim3-kaggle-tpu-lab/serve-model-from-terminal/",
   "json": "https://dedupedai.com/use-cases/u/arahim3-kaggle-tpu-lab/serve-model-from-terminal.json",
   "md": "https://dedupedai.com/use-cases/arahim3-kaggle-tpu-lab/serve-model-from-terminal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/arahim3-kaggle-tpu-lab--serve-model-from-terminal.json"
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   "id": "arahim3-kaggle-tpu-lab--run-glm-on-google-cloud-tpu-vm",
   "repo": "ARahim3/kaggle-tpu-lab",
   "title": "Run GLM-5.3-Flash on a rented Google Cloud TPU VM",
   "summary": "Use the gcp/ guide and scripts to serve GLM-5.3-Flash without the Kaggle queue or time cap.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/arahim3-kaggle-tpu-lab/run-glm-on-google-cloud-tpu-vm/",
   "json": "https://dedupedai.com/use-cases/u/arahim3-kaggle-tpu-lab/run-glm-on-google-cloud-tpu-vm.json",
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   "api": "https://dedupedai.com/api/v1/usecases/arahim3-kaggle-tpu-lab--run-glm-on-google-cloud-tpu-vm.json"
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   "id": "arahim3-kaggle-tpu-lab--add-a-model-recipe",
   "repo": "ARahim3/kaggle-tpu-lab",
   "title": "Add a new model recipe to the repo",
   "summary": "Create a model folder with a README, kernel script and notebook following the repo's layout.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "api": "https://dedupedai.com/api/v1/usecases/arahim3-kaggle-tpu-lab--add-a-model-recipe.json"
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  {
   "id": "arcships-rutis--hot-reload-a-plugin-while-it-runs",
   "repo": "arcships/rutis",
   "title": "Iterate on a plugin without restarting the host",
   "summary": "Edit a TypeScript plugin and see the running host reload it on every file change.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/arcships-rutis/hot-reload-a-plugin-while-it-runs/",
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   "api": "https://dedupedai.com/api/v1/usecases/arcships-rutis--hot-reload-a-plugin-while-it-runs.json"
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  {
   "id": "arcships-rutis--check-plugin-dependencies-before-running",
   "repo": "arcships/rutis",
   "title": "Catch missing service dependencies before a plugin runs",
   "summary": "List what each plugin needs and provides, and fail early on a service nothing provides.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/arcships-rutis/check-plugin-dependencies-before-running/",
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   "api": "https://dedupedai.com/api/v1/usecases/arcships-rutis--check-plugin-dependencies-before-running.json"
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   "id": "arcships-rutis--prototype-in-python-then-move-it",
   "repo": "arcships/rutis",
   "title": "Prototype a capability in Python, then move it to another machine",
   "summary": "Build a Python plugin first, then swap its location or language without changing its callers.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "rust",
   "date": "2026-10-20",
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   "api": "https://dedupedai.com/api/v1/usecases/arcships-rutis--prototype-in-python-then-move-it.json"
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   "id": "arcships-rutis--embed-plugins-in-a-rust-app",
   "repo": "arcships/rutis",
   "title": "Add a plugin lifecycle to a Rust application",
   "summary": "Run plugins in a Rust program that starts once dependencies are ready and cleans up on stop.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "rust",
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   "id": "arla6ka-design-how--build-design-system-from-app",
   "repo": "arla6ka/design.how",
   "title": "Build a design system from your existing app UI",
   "summary": "Turn the screens your app already ships into tokens, components, docs and checks.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "typescript",
   "date": "2026-10-20",
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   "id": "arla6ka-design-how--migrate-screens-to-design-system",
   "repo": "arla6ka/design.how",
   "title": "Move every app screen onto a design system safely",
   "summary": "Migrate all routes with parallel workers, each checked against its before screenshot.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
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   "id": "arla6ka-design-how--add-ci-check-for-ui-drift",
   "repo": "arla6ka/design.how",
   "title": "Block new UI drift in CI with a design system check",
   "summary": "Fail the build when a screen stops following the design system's tokens and components.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/arla6ka-design-how--add-ci-check-for-ui-drift.json"
  },
  {
   "id": "arla6ka-design-how--review-screen-for-broken-states",
   "repo": "arla6ka/design.how",
   "title": "Find what is actually broken on a screen or flow",
   "summary": "Get a ranked review of a screen, including states a screenshot misses.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/arla6ka-design-how/review-screen-for-broken-states/",
   "json": "https://dedupedai.com/use-cases/u/arla6ka-design-how/review-screen-for-broken-states.json",
   "md": "https://dedupedai.com/use-cases/arla6ka-design-how/review-screen-for-broken-states/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/arla6ka-design-how--review-screen-for-broken-states.json"
  },
  {
   "id": "arronkler-pairfob--pair-phone-to-home-agents",
   "repo": "arronKler/pairfob",
   "title": "Pair your phone to agents on your computer",
   "summary": "Install Pairfob once, scan a QR code, and open live agent sessions on your phone.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/arronkler-pairfob/pair-phone-to-home-agents/",
   "json": "https://dedupedai.com/use-cases/u/arronkler-pairfob/pair-phone-to-home-agents.json",
   "md": "https://dedupedai.com/use-cases/arronkler-pairfob/pair-phone-to-home-agents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/arronkler-pairfob--pair-phone-to-home-agents.json"
  },
  {
   "id": "arronkler-pairfob--answer-waiting-agent-prompts-from-phone",
   "repo": "arronKler/pairfob",
   "title": "Answer agent prompts from your phone",
   "summary": "See which agents are waiting for input and reply to them from a phone.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/arronkler-pairfob/answer-waiting-agent-prompts-from-phone/",
   "json": "https://dedupedai.com/use-cases/u/arronkler-pairfob/answer-waiting-agent-prompts-from-phone.json",
   "md": "https://dedupedai.com/use-cases/arronkler-pairfob/answer-waiting-agent-prompts-from-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/arronkler-pairfob--answer-waiting-agent-prompts-from-phone.json"
  },
  {
   "id": "arronkler-pairfob--review-agent-diffs-from-phone",
   "repo": "arronKler/pairfob",
   "title": "Review agent code changes on your phone",
   "summary": "Read git status and diffs, comment on lines, and send the comments to the agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/arronkler-pairfob/review-agent-diffs-from-phone/",
   "json": "https://dedupedai.com/use-cases/u/arronkler-pairfob/review-agent-diffs-from-phone.json",
   "md": "https://dedupedai.com/use-cases/arronkler-pairfob/review-agent-diffs-from-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/arronkler-pairfob--review-agent-diffs-from-phone.json"
  },
  {
   "id": "arronkler-pairfob--send-photos-and-files-to-agent",
   "repo": "arronKler/pairfob",
   "title": "Send photos and PDFs to an agent from your phone",
   "summary": "Upload files over P2P and insert their workspace paths into the agent draft.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/arronkler-pairfob/send-photos-and-files-to-agent/",
   "json": "https://dedupedai.com/use-cases/u/arronkler-pairfob/send-photos-and-files-to-agent.json",
   "md": "https://dedupedai.com/use-cases/arronkler-pairfob/send-photos-and-files-to-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/arronkler-pairfob--send-photos-and-files-to-agent.json"
  },
  {
   "id": "arronkler-pairfob--track-agent-subscription-quota",
   "repo": "arronKler/pairfob",
   "title": "Check agent subscription quota from the computer",
   "summary": "List the quota each agent on the computer can report, and turn on Claude collection.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/arronkler-pairfob/track-agent-subscription-quota/",
   "json": "https://dedupedai.com/use-cases/u/arronkler-pairfob/track-agent-subscription-quota.json",
   "md": "https://dedupedai.com/use-cases/arronkler-pairfob/track-agent-subscription-quota/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/arronkler-pairfob--track-agent-subscription-quota.json"
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  {
   "id": "artemchuikin-youtube-skills--summarize-youtube-video-from-transcript",
   "repo": "artemchuikin/youtube-skills",
   "title": "Summarize a YouTube video from its transcript",
   "summary": "Get the spoken text of one video and pull a summary or quotes from it.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/artemchuikin-youtube-skills/summarize-youtube-video-from-transcript.json",
   "md": "https://dedupedai.com/use-cases/artemchuikin-youtube-skills/summarize-youtube-video-from-transcript/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/artemchuikin-youtube-skills--summarize-youtube-video-from-transcript.json"
  },
  {
   "id": "artemchuikin-youtube-skills--bulk-export-channel-transcripts-for-rag",
   "repo": "artemchuikin/youtube-skills",
   "title": "Bulk export a channel's transcripts for a search index",
   "summary": "Collect video IDs from a channel or playlist and export transcripts in retrieval-sized chunks.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/artemchuikin-youtube-skills/bulk-export-channel-transcripts-for-rag.json",
   "md": "https://dedupedai.com/use-cases/artemchuikin-youtube-skills/bulk-export-channel-transcripts-for-rag/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/artemchuikin-youtube-skills--bulk-export-channel-transcripts-for-rag.json"
  },
  {
   "id": "artemchuikin-youtube-skills--search-mentions-inside-one-channel",
   "repo": "artemchuikin/youtube-skills",
   "title": "Find every mention of a topic inside one channel",
   "summary": "Search a single channel's videos for a keyword and get the matching videos.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/artemchuikin-youtube-skills/search-mentions-inside-one-channel.json",
   "md": "https://dedupedai.com/use-cases/artemchuikin-youtube-skills/search-mentions-inside-one-channel/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/artemchuikin-youtube-skills--search-mentions-inside-one-channel.json"
  },
  {
   "id": "artemchuikin-youtube-skills--turn-playlist-into-study-notes",
   "repo": "artemchuikin/youtube-skills",
   "title": "Turn a playlist into study notes",
   "summary": "Read every video in a playlist and produce notes per lecture.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/artemchuikin-youtube-skills/turn-playlist-into-study-notes/",
   "json": "https://dedupedai.com/use-cases/u/artemchuikin-youtube-skills/turn-playlist-into-study-notes.json",
   "md": "https://dedupedai.com/use-cases/artemchuikin-youtube-skills/turn-playlist-into-study-notes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/artemchuikin-youtube-skills--turn-playlist-into-study-notes.json"
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  {
   "id": "artificialanalysis-aa-agentperf-local--benchmark-attached-local-server",
   "repo": "ArtificialAnalysis/aa-agentperf-local",
   "title": "Benchmark a local model server you already run",
   "summary": "Point the tool at a running OpenAI-compatible server and get tokens per second and latency numbers.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/artificialanalysis-aa-agentperf-local/benchmark-attached-local-server/",
   "json": "https://dedupedai.com/use-cases/u/artificialanalysis-aa-agentperf-local/benchmark-attached-local-server.json",
   "md": "https://dedupedai.com/use-cases/artificialanalysis-aa-agentperf-local/benchmark-attached-local-server/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/artificialanalysis-aa-agentperf-local--benchmark-attached-local-server.json"
  },
  {
   "id": "artificialanalysis-aa-agentperf-local--managed-run-pinned-catalog-model",
   "repo": "ArtificialAnalysis/aa-agentperf-local",
   "title": "Download and benchmark a pinned catalog model",
   "summary": "Let the tool fetch a verified model, start llama.cpp, run the replay, and stop the server.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/artificialanalysis-aa-agentperf-local/managed-run-pinned-catalog-model/",
   "json": "https://dedupedai.com/use-cases/u/artificialanalysis-aa-agentperf-local/managed-run-pinned-catalog-model.json",
   "md": "https://dedupedai.com/use-cases/artificialanalysis-aa-agentperf-local/managed-run-pinned-catalog-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/artificialanalysis-aa-agentperf-local--managed-run-pinned-catalog-model.json"
  },
  {
   "id": "artificialanalysis-aa-agentperf-local--quick-install-check-small-context",
   "repo": "ArtificialAnalysis/aa-agentperf-local",
   "title": "Check a setup quickly with the mini replay",
   "summary": "Confirm the tool and server work on a smaller device using the six-turn synthetic replay.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/artificialanalysis-aa-agentperf-local/quick-install-check-small-context/",
   "json": "https://dedupedai.com/use-cases/u/artificialanalysis-aa-agentperf-local/quick-install-check-small-context.json",
   "md": "https://dedupedai.com/use-cases/artificialanalysis-aa-agentperf-local/quick-install-check-small-context/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/artificialanalysis-aa-agentperf-local--quick-install-check-small-context.json"
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  {
   "id": "artificialanalysis-aa-agentperf-local--benchmark-splash-on-apple-silicon",
   "repo": "ArtificialAnalysis/aa-agentperf-local",
   "title": "Benchmark Qwen on Splash on an Apple Silicon Mac",
   "summary": "Run the pinned Splash recipe on an M3 or newer Mac and get a verified, reproducible result.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/artificialanalysis-aa-agentperf-local/benchmark-splash-on-apple-silicon/",
   "json": "https://dedupedai.com/use-cases/u/artificialanalysis-aa-agentperf-local/benchmark-splash-on-apple-silicon.json",
   "md": "https://dedupedai.com/use-cases/artificialanalysis-aa-agentperf-local/benchmark-splash-on-apple-silicon/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/artificialanalysis-aa-agentperf-local--benchmark-splash-on-apple-silicon.json"
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  {
   "id": "artificialanalysis-aa-agentperf-local--live-tool-calling-benchmark",
   "repo": "ArtificialAnalysis/aa-agentperf-local",
   "title": "Measure real tool time with live Docker tool calls",
   "summary": "Run the recorded shell commands in Docker containers so tool time is measured, not skipped.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "md": "https://dedupedai.com/use-cases/artificialanalysis-aa-agentperf-local/live-tool-calling-benchmark/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/artificialanalysis-aa-agentperf-local--live-tool-calling-benchmark.json"
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  {
   "id": "aryanutkarsh-seecode--explain-system-architecture-as-interactive-html",
   "repo": "Aryanutkarsh/SeeCode",
   "title": "Turn a system description into an interactive architecture diagram",
   "summary": "Describe a request flow in plain words and get one HTML file that teammates can hover, click and walk through.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/aryanutkarsh-seecode/explain-system-architecture-as-interactive-html/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aryanutkarsh-seecode--explain-system-architecture-as-interactive-html.json"
  },
  {
   "id": "aryanutkarsh-seecode--redraw-existing-diagrams-for-a-design-doc",
   "repo": "Aryanutkarsh/SeeCode",
   "title": "Redraw existing Mermaid or draw.io diagrams in See Code style",
   "summary": "Convert old diagram files into See Code diagrams, one per file, with an index page to browse them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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  {
   "id": "aryanutkarsh-seecode--export-diagram-for-slides-readme-or-social",
   "repo": "Aryanutkarsh/SeeCode",
   "title": "Export a diagram as SVG, PNG, GIF or MP4 for slides, docs or posts",
   "summary": "Pick the export format that matches where the diagram will be used, from a deck to a README to a short animated clip.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "md": "https://dedupedai.com/use-cases/aryanutkarsh-seecode/export-diagram-for-slides-readme-or-social/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aryanutkarsh-seecode--export-diagram-for-slides-readme-or-social.json"
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  {
   "id": "aryanutkarsh-seecode--match-diagrams-to-your-brand",
   "repo": "Aryanutkarsh/SeeCode",
   "title": "Make diagrams match your brand from your site or CSS",
   "summary": "Point See Code at your website, stylesheet or colour list so diagrams use your palette in light and dark modes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "md": "https://dedupedai.com/use-cases/aryanutkarsh-seecode/match-diagrams-to-your-brand/index.md",
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  {
   "id": "aryanutkarsh-seecode--diagram-personal-timeline-or-budget",
   "repo": "Aryanutkarsh/SeeCode",
   "title": "Draw a leave plan or a pay breakdown as a clear diagram",
   "summary": "Ask your agent to chart a year of leave or where your pay goes, and share the result as one file.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "json": "https://dedupedai.com/use-cases/u/aryanutkarsh-seecode/diagram-personal-timeline-or-budget.json",
   "md": "https://dedupedai.com/use-cases/aryanutkarsh-seecode/diagram-personal-timeline-or-budget/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/aryanutkarsh-seecode--diagram-personal-timeline-or-budget.json"
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  {
   "id": "ashutoshsinghpr7-wikiskill--evolve-agent-skills-overnight",
   "repo": "ashutoshsinghpr7/wikiskill",
   "title": "Evolve an agent's skills from its own task traces",
   "summary": "Run the full WikiSkill loop so the agent distills failures into a wiki and gates skill changes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/evolve-agent-skills-overnight/",
   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/evolve-agent-skills-overnight.json",
   "md": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/evolve-agent-skills-overnight/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ashutoshsinghpr7-wikiskill--evolve-agent-skills-overnight.json"
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  {
   "id": "ashutoshsinghpr7-wikiskill--check-if-a-skill-really-helped",
   "repo": "ashutoshsinghpr7/wikiskill",
   "title": "Test whether an evolved skill actually improved results",
   "summary": "Use paired per-task comparison with an exact binomial p-value to judge a skill change.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/check-if-a-skill-really-helped.json",
   "md": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/check-if-a-skill-really-helped/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ashutoshsinghpr7-wikiskill--check-if-a-skill-really-helped.json"
  },
  {
   "id": "ashutoshsinghpr7-wikiskill--run-wikiskill-loop-on-claude-code",
   "repo": "ashutoshsinghpr7/wikiskill",
   "title": "Run the WikiSkill loop with Claude Code as the agent",
   "summary": "Pin a workspace to the Claude backend and evolve skills using Claude Code runs.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/run-wikiskill-loop-on-claude-code.json",
   "md": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/run-wikiskill-loop-on-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ashutoshsinghpr7-wikiskill--run-wikiskill-loop-on-claude-code.json"
  },
  {
   "id": "ashutoshsinghpr7-wikiskill--evolve-skills-on-your-own-tasks",
   "repo": "ashutoshsinghpr7/wikiskill",
   "title": "Evolve skills on a custom task set you write",
   "summary": "Write tasks.json with auto-graded checks and run the loop on your own agent work.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/evolve-skills-on-your-own-tasks/",
   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/evolve-skills-on-your-own-tasks.json",
   "md": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/evolve-skills-on-your-own-tasks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ashutoshsinghpr7-wikiskill--evolve-skills-on-your-own-tasks.json"
  },
  {
   "id": "ashutoshsinghpr7-wikiskill--install-distilled-patterns-into-hermes",
   "repo": "ashutoshsinghpr7/wikiskill",
   "title": "Install the distilled Hermes skills from the WikiSkill tap",
   "summary": "Add the WikiSkill skills tap to Hermes and install the patterns from live runs.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/install-distilled-patterns-into-hermes/",
   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/install-distilled-patterns-into-hermes.json",
   "md": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/install-distilled-patterns-into-hermes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ashutoshsinghpr7-wikiskill--install-distilled-patterns-into-hermes.json"
  },
  {
   "id": "asktheway-dsh-auto-memory--persistent-agent-memory-across-sessions",
   "repo": "AskTheWay/dsh-auto-memory",
   "title": "Stop your dsh agent from forgetting you between sessions",
   "summary": "Install the plugin so facts you tell the agent are kept and recalled in new sessions.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/asktheway-dsh-auto-memory/persistent-agent-memory-across-sessions/",
   "json": "https://dedupedai.com/use-cases/u/asktheway-dsh-auto-memory/persistent-agent-memory-across-sessions.json",
   "md": "https://dedupedai.com/use-cases/asktheway-dsh-auto-memory/persistent-agent-memory-across-sessions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/asktheway-dsh-auto-memory--persistent-agent-memory-across-sessions.json"
  },
  {
   "id": "asktheway-dsh-auto-memory--see-memory-cycle-without-api-key",
   "repo": "AskTheWay/dsh-auto-memory",
   "title": "Watch the memory write, index, inject and recall cycle offline",
   "summary": "Run the bundled demo script to see how memories are written, indexed, injected and forgotten.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/asktheway-dsh-auto-memory/see-memory-cycle-without-api-key/",
   "json": "https://dedupedai.com/use-cases/u/asktheway-dsh-auto-memory/see-memory-cycle-without-api-key.json",
   "md": "https://dedupedai.com/use-cases/asktheway-dsh-auto-memory/see-memory-cycle-without-api-key/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/asktheway-dsh-auto-memory--see-memory-cycle-without-api-key.json"
  },
  {
   "id": "asktheway-dsh-auto-memory--hand-edit-and-audit-memory-files",
   "repo": "AskTheWay/dsh-auto-memory",
   "title": "Review and correct the agent's memories as plain files",
   "summary": "Open the memory folder to read, edit or version the facts your agent has stored.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/asktheway-dsh-auto-memory/hand-edit-and-audit-memory-files/",
   "json": "https://dedupedai.com/use-cases/u/asktheway-dsh-auto-memory/hand-edit-and-audit-memory-files.json",
   "md": "https://dedupedai.com/use-cases/asktheway-dsh-auto-memory/hand-edit-and-audit-memory-files/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/asktheway-dsh-auto-memory--hand-edit-and-audit-memory-files.json"
  },
  {
   "id": "asktheway-dsh-auto-memory--auto-file-facts-at-session-end",
   "repo": "AskTheWay/dsh-auto-memory",
   "title": "Let the agent file durable facts when a session ends",
   "summary": "Turn on auto-summarize so a background model saves new durable facts after each session.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/asktheway-dsh-auto-memory/auto-file-facts-at-session-end/",
   "json": "https://dedupedai.com/use-cases/u/asktheway-dsh-auto-memory/auto-file-facts-at-session-end.json",
   "md": "https://dedupedai.com/use-cases/asktheway-dsh-auto-memory/auto-file-facts-at-session-end/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/asktheway-dsh-auto-memory--auto-file-facts-at-session-end.json"
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  {
   "id": "assafkip-claudemy--build-audio-course-on-any-topic",
   "repo": "assafkip/claudemy",
   "title": "Build a 12-lesson audio course on any topic",
   "summary": "Turn a topic you name into about 12 two-minute audio lessons with cards and cited sources.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/assafkip-claudemy/build-audio-course-on-any-topic/",
   "json": "https://dedupedai.com/use-cases/u/assafkip-claudemy/build-audio-course-on-any-topic.json",
   "md": "https://dedupedai.com/use-cases/assafkip-claudemy/build-audio-course-on-any-topic/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/assafkip-claudemy--build-audio-course-on-any-topic.json"
  },
  {
   "id": "assafkip-claudemy--build-course-from-one-experts-writing",
   "repo": "assafkip/claudemy",
   "title": "Build a course from one expert's blog or Substack",
   "summary": "Name a specific expert and get a course built from their own published writing.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/assafkip-claudemy/build-course-from-one-experts-writing/",
   "json": "https://dedupedai.com/use-cases/u/assafkip-claudemy/build-course-from-one-experts-writing.json",
   "md": "https://dedupedai.com/use-cases/assafkip-claudemy/build-course-from-one-experts-writing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/assafkip-claudemy--build-course-from-one-experts-writing.json"
  },
  {
   "id": "assafkip-claudemy--map-where-experts-disagree-on-a-topic",
   "repo": "assafkip/claudemy",
   "title": "Map where experts disagree on a topic, as cards",
   "summary": "Get a cited lesson plan and cards that show where practitioners split on a topic.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/assafkip-claudemy/map-where-experts-disagree-on-a-topic/",
   "json": "https://dedupedai.com/use-cases/u/assafkip-claudemy/map-where-experts-disagree-on-a-topic.json",
   "md": "https://dedupedai.com/use-cases/assafkip-claudemy/map-where-experts-disagree-on-a-topic/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/assafkip-claudemy--map-where-experts-disagree-on-a-topic.json"
  },
  {
   "id": "atoll92-agent-standup--watch-live-agent-call",
   "repo": "Atoll92/agent-standup",
   "title": "Watch your agent sessions as a live team call",
   "summary": "Open a live animated call that shows which Claude Code or Codex agent is working and who is waiting on whom.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/atoll92-agent-standup/watch-live-agent-call/",
   "json": "https://dedupedai.com/use-cases/u/atoll92-agent-standup/watch-live-agent-call.json",
   "md": "https://dedupedai.com/use-cases/atoll92-agent-standup/watch-live-agent-call/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atoll92-agent-standup--watch-live-agent-call.json"
  },
  {
   "id": "atoll92-agent-standup--spot-stuck-looping-agents",
   "repo": "Atoll92/agent-standup",
   "title": "Find stuck or looping agents before they waste time",
   "summary": "Spot agents that are slow, quiet, failing or repeating work using the badges on each tile.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/atoll92-agent-standup/spot-stuck-looping-agents/",
   "json": "https://dedupedai.com/use-cases/u/atoll92-agent-standup/spot-stuck-looping-agents.json",
   "md": "https://dedupedai.com/use-cases/atoll92-agent-standup/spot-stuck-looping-agents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atoll92-agent-standup--spot-stuck-looping-agents.json"
  },
  {
   "id": "atoll92-agent-standup--track-token-use-per-agent",
   "repo": "Atoll92/agent-standup",
   "title": "Find which sub-agent uses the most tokens",
   "summary": "Read the per-agent ⚡ token counter to see which sub-agent is the expensive one in a session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/atoll92-agent-standup/track-token-use-per-agent/",
   "json": "https://dedupedai.com/use-cases/u/atoll92-agent-standup/track-token-use-per-agent.json",
   "md": "https://dedupedai.com/use-cases/atoll92-agent-standup/track-token-use-per-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atoll92-agent-standup--track-token-use-per-agent.json"
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  {
   "id": "atoll92-agent-standup--replay-session-recap",
   "repo": "Atoll92/agent-standup",
   "title": "Replay a past session and get a recap",
   "summary": "Scrub through an earlier session to see who worked when and get a recap of tool calls and files changed.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/atoll92-agent-standup/replay-session-recap/",
   "json": "https://dedupedai.com/use-cases/u/atoll92-agent-standup/replay-session-recap.json",
   "md": "https://dedupedai.com/use-cases/atoll92-agent-standup/replay-session-recap/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atoll92-agent-standup--replay-session-recap.json"
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  {
   "id": "atoll92-agent-standup--share-clip-with-code-hidden",
   "repo": "Atoll92/agent-standup",
   "title": "Make a 25-second clip to share without showing code",
   "summary": "Record a short shareable clip of the call with commands, file names and screenshots hidden.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/atoll92-agent-standup/share-clip-with-code-hidden/",
   "json": "https://dedupedai.com/use-cases/u/atoll92-agent-standup/share-clip-with-code-hidden.json",
   "md": "https://dedupedai.com/use-cases/atoll92-agent-standup/share-clip-with-code-hidden/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atoll92-agent-standup--share-clip-with-code-hidden.json"
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  {
   "id": "atomburstofficial-geiger--inventory-ai-agents-on-my-machine",
   "repo": "Atomburstofficial/geiger",
   "title": "See every AI agent and MCP server on a machine",
   "summary": "Run one read-only scan to list each agent, MCP server, and AI extension and what it can reach.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/atomburstofficial-geiger/inventory-ai-agents-on-my-machine.json",
   "md": "https://dedupedai.com/use-cases/atomburstofficial-geiger/inventory-ai-agents-on-my-machine/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atomburstofficial-geiger--inventory-ai-agents-on-my-machine.json"
  },
  {
   "id": "atomburstofficial-geiger--share-a-remediation-html-report",
   "repo": "Atomburstofficial/geiger",
   "title": "Turn a scan into an HTML report with fix steps",
   "summary": "Generate a self-contained HTML report with plain-language remediation for each finding.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "atomburstofficial-geiger--alert-on-new-risky-agent-installs",
   "repo": "Atomburstofficial/geiger",
   "title": "Alert when a new executing or secret-holding agent appears",
   "summary": "Save a baseline after review, then fail a scheduled check only when something new can run code or hold secrets.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/atomburstofficial-geiger/alert-on-new-risky-agent-installs.json",
   "md": "https://dedupedai.com/use-cases/atomburstofficial-geiger/alert-on-new-risky-agent-installs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atomburstofficial-geiger--alert-on-new-risky-agent-installs.json"
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   "id": "atomburstofficial-geiger--scan-project-folders-for-agent-configs",
   "repo": "Atomburstofficial/geiger",
   "title": "Find agent and MCP configs inside project folders",
   "summary": "Add project directories to the scan to catch project-level agent and MCP configuration.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/atomburstofficial-geiger/scan-project-folders-for-agent-configs.json",
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   "api": "https://dedupedai.com/api/v1/usecases/atomburstofficial-geiger--scan-project-folders-for-agent-configs.json"
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  {
   "id": "atomburstofficial-geiger--run-scheduled-fleet-inventory-for-machines",
   "repo": "Atomburstofficial/geiger",
   "title": "Track AI tool drift across a fleet of machines",
   "summary": "Write per-machine JSON on a schedule and let --diff report drift for each machine.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "api": "https://dedupedai.com/api/v1/usecases/atomburstofficial-geiger--run-scheduled-fleet-inventory-for-machines.json"
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  {
   "id": "atria-asi-atria-dawn--run-codex-text-only-atria-dawn",
   "repo": "atria-asi/Atria-Dawn",
   "title": "Run Codex CLI on Atria Dawn as a text-only agent",
   "summary": "Point Codex at the Atria endpoint and stop it from sending images to the model.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "",
   "date": "2026-10-20",
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   "json": "https://dedupedai.com/use-cases/u/atria-asi-atria-dawn/run-codex-text-only-atria-dawn.json",
   "md": "https://dedupedai.com/use-cases/atria-asi-atria-dawn/run-codex-text-only-atria-dawn/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atria-asi-atria-dawn--run-codex-text-only-atria-dawn.json"
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  {
   "id": "atria-asi-atria-dawn--block-pdf-image-reads-in-claude-code",
   "repo": "atria-asi/Atria-Dawn",
   "title": "Block Claude Code from reading PDFs and images",
   "summary": "Add a PreToolUse hook that denies the Read tool on PDF and image files.",
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    "Software and DevOps"
   ],
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   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/atria-asi-atria-dawn/block-pdf-image-reads-in-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atria-asi-atria-dawn--block-pdf-image-reads-in-claude-code.json"
  },
  {
   "id": "atria-asi-atria-dawn--connect-kimi-code-to-atria-dawn",
   "repo": "atria-asi/Atria-Dawn",
   "title": "Connect Kimi Code to Atria Dawn over Chat Completions",
   "summary": "Add an Atria provider and model entry to Kimi Code's user config.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/atria-asi-atria-dawn/connect-kimi-code-to-atria-dawn.json",
   "md": "https://dedupedai.com/use-cases/atria-asi-atria-dawn/connect-kimi-code-to-atria-dawn/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atria-asi-atria-dawn--connect-kimi-code-to-atria-dawn.json"
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  {
   "id": "atria-asi-atria-dawn--serve-atria-dawn-locally-with-sglang-or-vllm",
   "repo": "atria-asi/Atria-Dawn",
   "title": "Serve Atria Dawn on your own hardware with SGLang or vLLM",
   "summary": "Run the model locally using a supported SGLang or vLLM version.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/atria-asi-atria-dawn/serve-atria-dawn-locally-with-sglang-or-vllm.json",
   "md": "https://dedupedai.com/use-cases/atria-asi-atria-dawn/serve-atria-dawn-locally-with-sglang-or-vllm/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/atria-asi-atria-dawn--serve-atria-dawn-locally-with-sglang-or-vllm.json"
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  {
   "id": "autonomous-ai-openharness--run-agents-across-machines",
   "repo": "autonomous-ai/openharness",
   "title": "Run coding agents on several machines in one window",
   "summary": "Link a laptop and a GPU box so Claude Code and Codex run in one command center.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/autonomous-ai-openharness/run-agents-across-machines/",
   "json": "https://dedupedai.com/use-cases/u/autonomous-ai-openharness/run-agents-across-machines.json",
   "md": "https://dedupedai.com/use-cases/autonomous-ai-openharness/run-agents-across-machines/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/autonomous-ai-openharness--run-agents-across-machines.json"
  },
  {
   "id": "autonomous-ai-openharness--design-circuit-and-compare-traces",
   "repo": "autonomous-ai/openharness",
   "title": "Build a circuit and compare two versions of it",
   "summary": "Use a circuit agent in CircuitJS to change a resistor and overlay the results.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/autonomous-ai-openharness/design-circuit-and-compare-traces/",
   "json": "https://dedupedai.com/use-cases/u/autonomous-ai-openharness/design-circuit-and-compare-traces.json",
   "md": "https://dedupedai.com/use-cases/autonomous-ai-openharness/design-circuit-and-compare-traces/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/autonomous-ai-openharness--design-circuit-and-compare-traces.json"
  },
  {
   "id": "autonomous-ai-openharness--tune-robot-motion-in-mujoco",
   "repo": "autonomous-ai/openharness",
   "title": "Pin a robot moment and test a disturbance",
   "summary": "Use the MuJoCo harness to push a simulated robot and compare the two outcomes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/autonomous-ai-openharness/tune-robot-motion-in-mujoco/",
   "json": "https://dedupedai.com/use-cases/u/autonomous-ai-openharness/tune-robot-motion-in-mujoco.json",
   "md": "https://dedupedai.com/use-cases/autonomous-ai-openharness/tune-robot-motion-in-mujoco/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/autonomous-ai-openharness--tune-robot-motion-in-mujoco.json"
  },
  {
   "id": "autonomous-ai-openharness--author-a-custom-harness",
   "repo": "autonomous-ai/openharness",
   "title": "Wrap your team's toolchain as a harness",
   "summary": "Copy the hello-world example, check it, and install it as your own harness.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/autonomous-ai-openharness/author-a-custom-harness/",
   "json": "https://dedupedai.com/use-cases/u/autonomous-ai-openharness/author-a-custom-harness.json",
   "md": "https://dedupedai.com/use-cases/autonomous-ai-openharness/author-a-custom-harness/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/autonomous-ai-openharness--author-a-custom-harness.json"
  },
  {
   "id": "autonomous-ai-openharness--perform-and-keep-a-strudel-track",
   "repo": "autonomous-ai/openharness",
   "title": "Perform a Strudel track and keep the WAV",
   "summary": "Bring voices in and out of a live Strudel track and save the best take.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/autonomous-ai-openharness/perform-and-keep-a-strudel-track/",
   "json": "https://dedupedai.com/use-cases/u/autonomous-ai-openharness/perform-and-keep-a-strudel-track.json",
   "md": "https://dedupedai.com/use-cases/autonomous-ai-openharness/perform-and-keep-a-strudel-track/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/autonomous-ai-openharness--perform-and-keep-a-strudel-track.json"
  },
  {
   "id": "avijit07x-claude-db--resume-claude-code-project-after-break",
   "repo": "Avijit07x/claude-db",
   "title": "Pick up a Claude Code project where you stopped",
   "summary": "Get Claude to recap your last decisions and open threads when you return to a repo.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/avijit07x-claude-db/resume-claude-code-project-after-break/",
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   "md": "https://dedupedai.com/use-cases/avijit07x-claude-db/resume-claude-code-project-after-break/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/avijit07x-claude-db--resume-claude-code-project-after-break.json"
  },
  {
   "id": "avijit07x-claude-db--map-codebase-for-symbol-lookup",
   "repo": "Avijit07x/claude-db",
   "title": "Map a codebase so Claude finds callers in one call",
   "summary": "Index an existing project so Claude can see what defines, calls or imports a symbol.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/avijit07x-claude-db/map-codebase-for-symbol-lookup/",
   "json": "https://dedupedai.com/use-cases/u/avijit07x-claude-db/map-codebase-for-symbol-lookup.json",
   "md": "https://dedupedai.com/use-cases/avijit07x-claude-db/map-codebase-for-symbol-lookup/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/avijit07x-claude-db--map-codebase-for-symbol-lookup.json"
  },
  {
   "id": "avijit07x-claude-db--hand-off-work-to-next-chat",
   "repo": "Avijit07x/claude-db",
   "title": "Leave a short handoff note for the next chat",
   "summary": "Save a brief status note so the next Claude Code chat or a teammate can continue.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/avijit07x-claude-db/hand-off-work-to-next-chat/",
   "json": "https://dedupedai.com/use-cases/u/avijit07x-claude-db/hand-off-work-to-next-chat.json",
   "md": "https://dedupedai.com/use-cases/avijit07x-claude-db/hand-off-work-to-next-chat/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/avijit07x-claude-db--hand-off-work-to-next-chat.json"
  },
  {
   "id": "avijit07x-claude-db--share-memory-across-machines-with-postgres",
   "repo": "Avijit07x/claude-db",
   "title": "Share Claude Code memory across machines on Postgres",
   "summary": "Move Claude DB from local SQLite to a shared Postgres or MongoDB database.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/avijit07x-claude-db/share-memory-across-machines-with-postgres/",
   "json": "https://dedupedai.com/use-cases/u/avijit07x-claude-db/share-memory-across-machines-with-postgres.json",
   "md": "https://dedupedai.com/use-cases/avijit07x-claude-db/share-memory-across-machines-with-postgres/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/avijit07x-claude-db--share-memory-across-machines-with-postgres.json"
  },
  {
   "id": "avinash-jetwani-jevmem--stop-claude-repeating-past-decisions",
   "repo": "Avinash-jetwani/jevmem",
   "title": "Stop Claude Code from repeating past decisions and dead ends",
   "summary": "Save decisions, rules and failed approaches from Claude Code chats and reuse them next session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/avinash-jetwani-jevmem/stop-claude-repeating-past-decisions/",
   "json": "https://dedupedai.com/use-cases/u/avinash-jetwani-jevmem/stop-claude-repeating-past-decisions.json",
   "md": "https://dedupedai.com/use-cases/avinash-jetwani-jevmem/stop-claude-repeating-past-decisions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/avinash-jetwani-jevmem--stop-claude-repeating-past-decisions.json"
  },
  {
   "id": "avinash-jetwani-jevmem--turn-existing-claude-md-into-jevmem",
   "repo": "Avinash-jetwani/jevmem",
   "title": "Move an existing CLAUDE.md into JEVMEM.md lines",
   "summary": "Preview and apply the rules from a hand-written CLAUDE.md as Jevmem memory lines.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/avinash-jetwani-jevmem/turn-existing-claude-md-into-jevmem/",
   "json": "https://dedupedai.com/use-cases/u/avinash-jetwani-jevmem/turn-existing-claude-md-into-jevmem.json",
   "md": "https://dedupedai.com/use-cases/avinash-jetwani-jevmem/turn-existing-claude-md-into-jevmem/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/avinash-jetwani-jevmem--turn-existing-claude-md-into-jevmem.json"
  },
  {
   "id": "avinash-jetwani-jevmem--share-project-memory-with-team-through-git",
   "repo": "Avinash-jetwani/jevmem",
   "title": "Share project decisions with your team through git",
   "summary": "Commit JEVMEM.md so every teammate's agent gets the same saved decisions and rules.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/avinash-jetwani-jevmem/share-project-memory-with-team-through-git/",
   "json": "https://dedupedai.com/use-cases/u/avinash-jetwani-jevmem/share-project-memory-with-team-through-git.json",
   "md": "https://dedupedai.com/use-cases/avinash-jetwani-jevmem/share-project-memory-with-team-through-git/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/avinash-jetwani-jevmem--share-project-memory-with-team-through-git.json"
  },
  {
   "id": "avinash-jetwani-jevmem--same-project-memory-in-cursor-and-codex",
   "repo": "Avinash-jetwani/jevmem",
   "title": "Use one project memory across Cursor and Codex",
   "summary": "Point Cursor or Codex at the same JEVMEM.md so the agent reads the same saved lines.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/avinash-jetwani-jevmem/same-project-memory-in-cursor-and-codex/",
   "json": "https://dedupedai.com/use-cases/u/avinash-jetwani-jevmem/same-project-memory-in-cursor-and-codex.json",
   "md": "https://dedupedai.com/use-cases/avinash-jetwani-jevmem/same-project-memory-in-cursor-and-codex/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/avinash-jetwani-jevmem--same-project-memory-in-cursor-and-codex.json"
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  {
   "id": "awlevin-typesafe-computer-use--dry-run-a-goal-before-letting-it-click",
   "repo": "awlevin/typesafe-computer-use",
   "title": "Dry-run a goal to see the next step before any clicks",
   "summary": "Preview what the agent would do for one plain-English goal without touching your mouse or keyboard.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/awlevin-typesafe-computer-use/dry-run-a-goal-before-letting-it-click/",
   "json": "https://dedupedai.com/use-cases/u/awlevin-typesafe-computer-use/dry-run-a-goal-before-letting-it-click.json",
   "md": "https://dedupedai.com/use-cases/awlevin-typesafe-computer-use/dry-run-a-goal-before-letting-it-click/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/awlevin-typesafe-computer-use--dry-run-a-goal-before-letting-it-click.json"
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   "id": "awlevin-typesafe-computer-use--automate-a-multi-step-browser-task",
   "repo": "awlevin/typesafe-computer-use",
   "title": "Run a multi-step browser task on your Mac",
   "summary": "Give the agent a goal in plain English and let it click through a site for up to a set number of steps.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/awlevin-typesafe-computer-use--automate-a-multi-step-browser-task.json"
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   "id": "awlevin-typesafe-computer-use--debug-a-failed-run-offline",
   "repo": "awlevin/typesafe-computer-use",
   "title": "Find out why a run failed and replay it offline",
   "summary": "Inspect one screen with clicker-inspect, then replay a saved run folder without a live screen.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/awlevin-typesafe-computer-use/debug-a-failed-run-offline.json",
   "md": "https://dedupedai.com/use-cases/awlevin-typesafe-computer-use/debug-a-failed-run-offline/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/awlevin-typesafe-computer-use--debug-a-failed-run-offline.json"
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   "id": "awlevin-typesafe-computer-use--benchmark-jev-on-osworld-tasks",
   "repo": "awlevin/typesafe-computer-use",
   "title": "Run jev on OSWorld desktop tasks to compare results",
   "summary": "Set up OSWorld beside jev and run one desktop task to see how the agent performs on a benchmark.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/awlevin-typesafe-computer-use/benchmark-jev-on-osworld-tasks.json",
   "md": "https://dedupedai.com/use-cases/awlevin-typesafe-computer-use/benchmark-jev-on-osworld-tasks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/awlevin-typesafe-computer-use--benchmark-jev-on-osworld-tasks.json"
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  {
   "id": "axiomcodeai-axiomcodegraph--trace-call-path-before-editing",
   "repo": "AxiomCodeAI/axiomcodegraph",
   "title": "Trace the exact call path between two functions",
   "summary": "Show every hop from a caller to a target function, with source lines, before you change code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/axiomcodeai-axiomcodegraph/trace-call-path-before-editing/",
   "json": "https://dedupedai.com/use-cases/u/axiomcodeai-axiomcodegraph/trace-call-path-before-editing.json",
   "md": "https://dedupedai.com/use-cases/axiomcodeai-axiomcodegraph/trace-call-path-before-editing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/axiomcodeai-axiomcodegraph--trace-call-path-before-editing.json"
  },
  {
   "id": "axiomcodeai-axiomcodegraph--find-what-a-change-breaks",
   "repo": "AxiomCodeAI/axiomcodegraph",
   "title": "Find what breaks before changing a function",
   "summary": "Ask an agent which files and tests a change to one function can affect.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "typescript",
   "date": "2026-10-20",
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   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/axiomcodeai-axiomcodegraph/find-what-a-change-breaks/",
   "json": "https://dedupedai.com/use-cases/u/axiomcodeai-axiomcodegraph/find-what-a-change-breaks.json",
   "md": "https://dedupedai.com/use-cases/axiomcodeai-axiomcodegraph/find-what-a-change-breaks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/axiomcodeai-axiomcodegraph--find-what-a-change-breaks.json"
  },
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   "id": "axiomcodeai-axiomcodegraph--agent-explores-codebase-without-grep",
   "repo": "AxiomCodeAI/axiomcodegraph",
   "title": "Let an agent explore a new codebase without grep",
   "summary": "Give an AI agent a graph of the code so it queries structure instead of searching text.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/axiomcodeai-axiomcodegraph/agent-explores-codebase-without-grep.json",
   "md": "https://dedupedai.com/use-cases/axiomcodeai-axiomcodegraph/agent-explores-codebase-without-grep/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/axiomcodeai-axiomcodegraph--agent-explores-codebase-without-grep.json"
  },
  {
   "id": "axiomcodeai-axiomcodegraph--connect-any-mcp-client",
   "repo": "AxiomCodeAI/axiomcodegraph",
   "title": "Connect any MCP client to the code graph",
   "summary": "Add one config entry so an MCP-capable agent can query the graph.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/axiomcodeai-axiomcodegraph/connect-any-mcp-client.json",
   "md": "https://dedupedai.com/use-cases/axiomcodeai-axiomcodegraph/connect-any-mcp-client/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/axiomcodeai-axiomcodegraph--connect-any-mcp-client.json"
  },
  {
   "id": "azrtydxb-procoder--gate-agent-commits-before-they-land",
   "repo": "azrtydxb/procoder",
   "title": "Gate agent commits so bad changes never land",
   "summary": "Run the commit gate on agent output to catch formatting, conflict markers, junk files, and secrets.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/azrtydxb-procoder/gate-agent-commits-before-they-land/",
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   "md": "https://dedupedai.com/use-cases/azrtydxb-procoder/gate-agent-commits-before-they-land/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/azrtydxb-procoder--gate-agent-commits-before-they-land.json"
  },
  {
   "id": "azrtydxb-procoder--stop-agent-closing-unfinished-todos",
   "repo": "azrtydxb/procoder",
   "title": "Stop an agent from closing unfinished tasks",
   "summary": "Make todo close refuse until criteria are checked, evidence is recorded, and the gate is clean.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/azrtydxb-procoder/stop-agent-closing-unfinished-todos/",
   "json": "https://dedupedai.com/use-cases/u/azrtydxb-procoder/stop-agent-closing-unfinished-todos.json",
   "md": "https://dedupedai.com/use-cases/azrtydxb-procoder/stop-agent-closing-unfinished-todos/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/azrtydxb-procoder--stop-agent-closing-unfinished-todos.json"
  },
  {
   "id": "azrtydxb-procoder--run-release-checks-before-tagging",
   "repo": "azrtydxb/procoder",
   "title": "Run release checks before a version tag",
   "summary": "Use Procoder release to catch version drift, a missing changelog entry, and a red test suite before tagging.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/azrtydxb-procoder/run-release-checks-before-tagging/",
   "json": "https://dedupedai.com/use-cases/u/azrtydxb-procoder/run-release-checks-before-tagging.json",
   "md": "https://dedupedai.com/use-cases/azrtydxb-procoder/run-release-checks-before-tagging/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/azrtydxb-procoder--run-release-checks-before-tagging.json"
  },
  {
   "id": "azrtydxb-procoder--audit-existing-codebase-with-scorecard",
   "repo": "azrtydxb/procoder",
   "title": "Audit an existing codebase with a triaged scorecard",
   "summary": "Onboard a legacy repository and get a triaged scorecard of its quality before an agent edits it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/azrtydxb-procoder/audit-existing-codebase-with-scorecard/",
   "json": "https://dedupedai.com/use-cases/u/azrtydxb-procoder/audit-existing-codebase-with-scorecard.json",
   "md": "https://dedupedai.com/use-cases/azrtydxb-procoder/audit-existing-codebase-with-scorecard/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/azrtydxb-procoder--audit-existing-codebase-with-scorecard.json"
  },
  {
   "id": "baruquerodrigues-llm-legislativo--study-from-scratch-transformer-code",
   "repo": "BaruqueRodrigues/llm-legislativo",
   "title": "Study a from-scratch causal Transformer in PyTorch",
   "summary": "Read and test an explicit GPT-style decoder built without pretrained weights or the Hugging Face Trainer.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/baruquerodrigues-llm-legislativo/study-from-scratch-transformer-code.json",
   "md": "https://dedupedai.com/use-cases/baruquerodrigues-llm-legislativo/study-from-scratch-transformer-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/baruquerodrigues-llm-legislativo--study-from-scratch-transformer-code.json"
  },
  {
   "id": "baruquerodrigues-llm-legislativo--load-and-generate-with-legislative-model",
   "repo": "BaruqueRodrigues/llm-legislativo",
   "title": "Load the Brazilian legislative model and generate text",
   "summary": "Download the published safetensors model and tokenizer from Hugging Face and run its inference code.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/baruquerodrigues-llm-legislativo/load-and-generate-with-legislative-model/",
   "json": "https://dedupedai.com/use-cases/u/baruquerodrigues-llm-legislativo/load-and-generate-with-legislative-model.json",
   "md": "https://dedupedai.com/use-cases/baruquerodrigues-llm-legislativo/load-and-generate-with-legislative-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/baruquerodrigues-llm-legislativo--load-and-generate-with-legislative-model.json"
  },
  {
   "id": "baruquerodrigues-llm-legislativo--reuse-curated-legislative-corpus",
   "repo": "BaruqueRodrigues/llm-legislativo",
   "title": "Build a Portuguese legislative text dataset",
   "summary": "Load the curated Parquet release with leakage-free train, validation, and test splits for NLP work.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/baruquerodrigues-llm-legislativo/reuse-curated-legislative-corpus/",
   "json": "https://dedupedai.com/use-cases/u/baruquerodrigues-llm-legislativo/reuse-curated-legislative-corpus.json",
   "md": "https://dedupedai.com/use-cases/baruquerodrigues-llm-legislativo/reuse-curated-legislative-corpus/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/baruquerodrigues-llm-legislativo--reuse-curated-legislative-corpus.json"
  },
  {
   "id": "baruquerodrigues-llm-legislativo--reproduce-byte-nll-evaluation",
   "repo": "BaruqueRodrigues/llm-legislativo",
   "title": "Reproduce the byte_nll_v1 evaluation numbers",
   "summary": "Rerun the byte-level NLL protocol on the test split and compare against the reported results.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/baruquerodrigues-llm-legislativo/reproduce-byte-nll-evaluation/",
   "json": "https://dedupedai.com/use-cases/u/baruquerodrigues-llm-legislativo/reproduce-byte-nll-evaluation.json",
   "md": "https://dedupedai.com/use-cases/baruquerodrigues-llm-legislativo/reproduce-byte-nll-evaluation/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/baruquerodrigues-llm-legislativo--reproduce-byte-nll-evaluation.json"
  },
  {
   "id": "bearisbug-quilt--prototype-app-from-description",
   "repo": "Bearisbug/Quilt",
   "title": "Turn an app idea into a clickable multi-screen prototype",
   "summary": "Describe an app and get linked HTML screens you can click through and export as one offline file.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/bearisbug-quilt/prototype-app-from-description/",
   "json": "https://dedupedai.com/use-cases/u/bearisbug-quilt/prototype-app-from-description.json",
   "md": "https://dedupedai.com/use-cases/bearisbug-quilt/prototype-app-from-description/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bearisbug-quilt--prototype-app-from-description.json"
  },
  {
   "id": "bearisbug-quilt--let-coding-agent-edit-canvas-over-mcp",
   "repo": "Bearisbug/Quilt",
   "title": "Let your coding agent read and edit design screens",
   "summary": "Connect Claude Code to Quilt over MCP so it can inspect and patch screens without losing others' edits.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/bearisbug-quilt/let-coding-agent-edit-canvas-over-mcp/",
   "json": "https://dedupedai.com/use-cases/u/bearisbug-quilt/let-coding-agent-edit-canvas-over-mcp.json",
   "md": "https://dedupedai.com/use-cases/bearisbug-quilt/let-coding-agent-edit-canvas-over-mcp/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bearisbug-quilt--let-coding-agent-edit-canvas-over-mcp.json"
  },
  {
   "id": "bearisbug-quilt--build-shared-design-system-and-components",
   "repo": "Bearisbug/Quilt",
   "title": "Set one brand palette and reuse shared navigation across screens",
   "summary": "Define tokens once and edit a shared tab bar or sidebar to update every screen that uses it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/bearisbug-quilt/build-shared-design-system-and-components/",
   "json": "https://dedupedai.com/use-cases/u/bearisbug-quilt/build-shared-design-system-and-components.json",
   "md": "https://dedupedai.com/use-cases/bearisbug-quilt/build-shared-design-system-and-components/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bearisbug-quilt--build-shared-design-system-and-components.json"
  },
  {
   "id": "beatapi-beatdesign--edit-local-clips-into-mp4",
   "repo": "BeatAPI/BeatDesign",
   "title": "Edit local clips into an MP4 without an API key",
   "summary": "Import local video, audio, and images, arrange them on a timeline, and export an MP4 in the browser.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/beatapi-beatdesign/edit-local-clips-into-mp4/",
   "json": "https://dedupedai.com/use-cases/u/beatapi-beatdesign/edit-local-clips-into-mp4.json",
   "md": "https://dedupedai.com/use-cases/beatapi-beatdesign/edit-local-clips-into-mp4/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/beatapi-beatdesign--edit-local-clips-into-mp4.json"
  },
  {
   "id": "beatapi-beatdesign--let-agent-edit-timeline-in-project",
   "repo": "BeatAPI/BeatDesign",
   "title": "Let an MCP agent edit the same timeline you see",
   "summary": "Connect a coding agent over local MCP so it updates Editor timelines, overlays, and captions in your open project.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/beatapi-beatdesign/let-agent-edit-timeline-in-project/",
   "json": "https://dedupedai.com/use-cases/u/beatapi-beatdesign/let-agent-edit-timeline-in-project.json",
   "md": "https://dedupedai.com/use-cases/beatapi-beatdesign/let-agent-edit-timeline-in-project/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/beatapi-beatdesign--let-agent-edit-timeline-in-project.json"
  },
  {
   "id": "beatapi-beatdesign--generate-images-on-canvas-with-beatapi",
   "repo": "BeatAPI/BeatDesign",
   "title": "Generate and branch images and video on a Canvas",
   "summary": "Build a node-based image or video workflow on the infinite Canvas using your own BeatAPI key.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/beatapi-beatdesign/generate-images-on-canvas-with-beatapi/",
   "json": "https://dedupedai.com/use-cases/u/beatapi-beatdesign/generate-images-on-canvas-with-beatapi.json",
   "md": "https://dedupedai.com/use-cases/beatapi-beatdesign/generate-images-on-canvas-with-beatapi/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/beatapi-beatdesign--generate-images-on-canvas-with-beatapi.json"
  },
  {
   "id": "bestagentkits-motion-video-skill--make-beat-synced-launch-video",
   "repo": "bestagentkits/motion-video-skill",
   "title": "Make a beat-synced launch video from a script",
   "summary": "An agent turns a release script into a 1920×1080 video with voice-over, captions and music.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/bestagentkits-motion-video-skill/make-beat-synced-launch-video/",
   "json": "https://dedupedai.com/use-cases/u/bestagentkits-motion-video-skill/make-beat-synced-launch-video.json",
   "md": "https://dedupedai.com/use-cases/bestagentkits-motion-video-skill/make-beat-synced-launch-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bestagentkits-motion-video-skill--make-beat-synced-launch-video.json"
  },
  {
   "id": "bestagentkits-motion-video-skill--restyle-release-video-second-edition",
   "repo": "bestagentkits/motion-video-skill",
   "title": "Make a second style edition of a release video",
   "summary": "Re-render an existing release video in the glass keynote style without touching the first edition.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/bestagentkits-motion-video-skill/restyle-release-video-second-edition/",
   "json": "https://dedupedai.com/use-cases/u/bestagentkits-motion-video-skill/restyle-release-video-second-edition.json",
   "md": "https://dedupedai.com/use-cases/bestagentkits-motion-video-skill/restyle-release-video-second-edition/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bestagentkits-motion-video-skill--restyle-release-video-second-edition.json"
  },
  {
   "id": "bestagentkits-motion-video-skill--run-manual-motion-pipeline-from-templates",
   "repo": "bestagentkits/motion-video-skill",
   "title": "Scaffold a motion video project by hand from templates",
   "summary": "Copy the bundled templates into a project folder and follow the pipeline step by step.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/bestagentkits-motion-video-skill/run-manual-motion-pipeline-from-templates/",
   "json": "https://dedupedai.com/use-cases/u/bestagentkits-motion-video-skill/run-manual-motion-pipeline-from-templates.json",
   "md": "https://dedupedai.com/use-cases/bestagentkits-motion-video-skill/run-manual-motion-pipeline-from-templates/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bestagentkits-motion-video-skill--run-manual-motion-pipeline-from-templates.json"
  },
  {
   "id": "bestagentkits-motion-video-skill--verify-sync-and-mix-of-motion-video",
   "repo": "bestagentkits/motion-video-skill",
   "title": "Check beat sync and mix balance of a motion video",
   "summary": "Run the bundled Python checks on a project to find splice drift and a music-to-speech imbalance.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/bestagentkits-motion-video-skill/verify-sync-and-mix-of-motion-video/",
   "json": "https://dedupedai.com/use-cases/u/bestagentkits-motion-video-skill/verify-sync-and-mix-of-motion-video.json",
   "md": "https://dedupedai.com/use-cases/bestagentkits-motion-video-skill/verify-sync-and-mix-of-motion-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bestagentkits-motion-video-skill--verify-sync-and-mix-of-motion-video.json"
  },
  {
   "id": "beyondtahir-beyondwords--plan-first-kdp-book-from-income-goal",
   "repo": "beyondtahir/beyondwords",
   "title": "Plan a first KDP book from an income goal",
   "summary": "Turn a monthly profit target into a researched niche, book idea and small first experiment.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/beyondtahir-beyondwords/plan-first-kdp-book-from-income-goal/",
   "json": "https://dedupedai.com/use-cases/u/beyondtahir-beyondwords/plan-first-kdp-book-from-income-goal.json",
   "md": "https://dedupedai.com/use-cases/beyondtahir-beyondwords/plan-first-kdp-book-from-income-goal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/beyondtahir-beyondwords--plan-first-kdp-book-from-income-goal.json"
  },
  {
   "id": "beyondtahir-beyondwords--produce-ebook-and-print-files-for-kdp",
   "repo": "beyondtahir/beyondwords",
   "title": "Produce ebook and print files for a KDP title",
   "summary": "Create EPUB, print PDF and editable DOCX outputs for a Kindle or paperback edition.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "blendi-remade-dioramas--build-cinematic-3d-landing-page",
   "repo": "blendi-remade/dioramas",
   "title": "Build a cinematic 3D landing page from a brief",
   "summary": "Turn a one-page brief into a scroll-driven 3D product site using the Dioramas engine.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/blendi-remade-dioramas/build-cinematic-3d-landing-page/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/blendi-remade-dioramas--build-cinematic-3d-landing-page.json"
  },
  {
   "id": "blendi-remade-dioramas--generate-hero-3d-models-from-prompts",
   "repo": "blendi-remade/dioramas",
   "title": "Generate hero 3D models from text prompts",
   "summary": "Create product plates and optimized GLB models with Nano Banana 2 and Meshy 7.1 on fal.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/blendi-remade-dioramas/generate-hero-3d-models-from-prompts/",
   "json": "https://dedupedai.com/use-cases/u/blendi-remade-dioramas/generate-hero-3d-models-from-prompts.json",
   "md": "https://dedupedai.com/use-cases/blendi-remade-dioramas/generate-hero-3d-models-from-prompts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/blendi-remade-dioramas--generate-hero-3d-models-from-prompts.json"
  },
  {
   "id": "blendi-remade-dioramas--study-interactive-3d-site-patterns",
   "repo": "blendi-remade/dioramas",
   "title": "Study 20 interactive 3D site patterns for a design brief",
   "summary": "Run the gallery locally and review how each example handles scroll and interaction.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/blendi-remade-dioramas--study-interactive-3d-site-patterns.json"
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   "id": "boadij-pi-herdsman--delegate-background-investigation-to-scout-agent",
   "repo": "boadij/pi-herdsman",
   "title": "Delegate a background code investigation to an Agent",
   "summary": "Hand a bounded read-only question to a background Agent while the Lead session stays free.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/boadij-pi-herdsman--delegate-background-investigation-to-scout-agent.json"
  },
  {
   "id": "boadij-pi-herdsman--coordinate-parallel-branch-work-with-manager",
   "repo": "boadij/pi-herdsman",
   "title": "Split a project into parallel branch work under a Manager",
   "summary": "Use a Manager to coordinate several Leads, each working on its own durable Git branch.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/boadij-pi-herdsman--coordinate-parallel-branch-work-with-manager.json"
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  {
   "id": "boadij-pi-herdsman--check-token-usage-and-cost-per-session",
   "repo": "boadij/pi-herdsman",
   "title": "Check token usage and cost for a session and its Agents",
   "summary": "Read Pi-native token usage and cost for the current session and its owned Agent sessions.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/boadij-pi-herdsman/check-token-usage-and-cost-per-session/",
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   "api": "https://dedupedai.com/api/v1/usecases/boadij-pi-herdsman--check-token-usage-and-cost-per-session.json"
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  {
   "id": "boadij-pi-herdsman--customize-agents-with-own-models-and-tools",
   "repo": "boadij/pi-herdsman",
   "title": "Define custom Agents with your own models and tools",
   "summary": "Write Agent definitions that use your own models, tools, skills, and workflow.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/boadij-pi-herdsman--customize-agents-with-own-models-and-tools.json"
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  {
   "id": "boardui-boardui--deploy-ai-chat-on-own-key",
   "repo": "BoardUI/boardui",
   "title": "Deploy a working AI chat app with your own model key",
   "summary": "Click one deploy button, paste one API key, and get a live AI chat site from this repo.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/boardui-boardui/deploy-ai-chat-on-own-key/",
   "json": "https://dedupedai.com/use-cases/u/boardui-boardui/deploy-ai-chat-on-own-key.json",
   "md": "https://dedupedai.com/use-cases/boardui-boardui/deploy-ai-chat-on-own-key/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/boardui-boardui--deploy-ai-chat-on-own-key.json"
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  {
   "id": "boardui-boardui--run-boardui-chat-locally",
   "repo": "BoardUI/boardui",
   "title": "Run the BoardUI chat app on your machine",
   "summary": "Install dependencies, add your key to a local env file, and start the chat on localhost.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/boardui-boardui/run-boardui-chat-locally/",
   "json": "https://dedupedai.com/use-cases/u/boardui-boardui/run-boardui-chat-locally.json",
   "md": "https://dedupedai.com/use-cases/boardui-boardui/run-boardui-chat-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/boardui-boardui--run-boardui-chat-locally.json"
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   "id": "boardui-boardui--add-boardui-components-to-nextjs-app",
   "repo": "BoardUI/boardui",
   "title": "Copy BoardUI components into an existing Next.js app",
   "summary": "Use the CLI to list, add, and install single components as editable source files.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/boardui-boardui/add-boardui-components-to-nextjs-app/",
   "json": "https://dedupedai.com/use-cases/u/boardui-boardui/add-boardui-components-to-nextjs-app.json",
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  {
   "id": "boardui-boardui--have-coding-agent-build-with-boardui",
   "repo": "BoardUI/boardui",
   "title": "Let a coding agent build screens from BoardUI through MCP",
   "summary": "Connect the BoardUI MCP server so your agent can browse the catalog and install components.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/boardui-boardui/have-coding-agent-build-with-boardui/",
   "json": "https://dedupedai.com/use-cases/u/boardui-boardui/have-coding-agent-build-with-boardui.json",
   "md": "https://dedupedai.com/use-cases/boardui-boardui/have-coding-agent-build-with-boardui/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/boardui-boardui--have-coding-agent-build-with-boardui.json"
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  {
   "id": "boardui-boardui--switch-app-to-arabic-or-hebrew",
   "repo": "BoardUI/boardui",
   "title": "Switch the BoardUI app to Arabic or Hebrew layout",
   "summary": "Configure DirectionProvider and the document locale for a right-to-left interface.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/boardui-boardui/switch-app-to-arabic-or-hebrew/",
   "json": "https://dedupedai.com/use-cases/u/boardui-boardui/switch-app-to-arabic-or-hebrew.json",
   "md": "https://dedupedai.com/use-cases/boardui-boardui/switch-app-to-arabic-or-hebrew/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/boardui-boardui--switch-app-to-arabic-or-hebrew.json"
  },
  {
   "id": "bojieli-greenbubbles--turn-chats-into-cited-personal-notes",
   "repo": "bojieli/greenbubbles",
   "title": "Turn chosen WeChat chats into cited personal notes",
   "summary": "Have a coding agent write a private wiki from your chats, with each fact tied to its source message.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/bojieli-greenbubbles/turn-chats-into-cited-personal-notes/",
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   "md": "https://dedupedai.com/use-cases/bojieli-greenbubbles/turn-chats-into-cited-personal-notes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bojieli-greenbubbles--turn-chats-into-cited-personal-notes.json"
  },
  {
   "id": "bojieli-greenbubbles--search-one-chat-for-a-keyword",
   "repo": "bojieli/greenbubbles",
   "title": "Find a past message in one WeChat chat by keyword",
   "summary": "Search the text of a single conversation from the command line without scrolling through WeChat.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/bojieli-greenbubbles/search-one-chat-for-a-keyword/",
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   "api": "https://dedupedai.com/api/v1/usecases/bojieli-greenbubbles--search-one-chat-for-a-keyword.json"
  },
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   "id": "bojieli-greenbubbles--pick-the-chats-worth-summarizing",
   "repo": "bojieli/greenbubbles",
   "title": "Rank your WeChat chats to choose which ones to review",
   "summary": "List your most active conversations, with one-on-one chats first, before deciding what to summarize.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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  },
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   "id": "bojieli-greenbubbles--make-an-encrypted-history-backup",
   "repo": "bojieli/greenbubbles",
   "title": "Make an encrypted backup of your WeChat history",
   "summary": "Create a copy of your chat history protected by a 24-word recovery phrase, readable later without WeChat.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/bojieli-greenbubbles/make-an-encrypted-history-backup/",
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   "md": "https://dedupedai.com/use-cases/bojieli-greenbubbles/make-an-encrypted-history-backup/index.md",
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   "id": "bomwiki-partmode--model-a-part-in-local-partmode",
   "repo": "BOMWiki/partmode",
   "title": "Model a parametric part in a local PartMode browser",
   "summary": "Run PartMode on your own machine and build a constrained, editable 3D part in the browser.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "id": "bomwiki-partmode--let-an-agent-edit-an-open-project",
   "repo": "BOMWiki/partmode",
   "title": "Let an approved MCP agent revise an open CAD project",
   "summary": "Connect Codex to PartMode so the agent works on your open project after you approve it in the browser.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "bomwiki-partmode--run-unattended-cad-on-a-headless-server",
   "repo": "BOMWiki/partmode",
   "title": "Run unattended CAD edits on a durable headless project",
   "summary": "Create an explicit headless edit key so an agent can revise a server-stored project without a browser.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
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   "date": "2026-10-20",
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   "id": "bomwiki-partmode--contribute-a-cad-fix-with-the-release-checks",
   "repo": "BOMWiki/partmode",
   "title": "Ship a PartMode CAD fix that passes the contributor gate",
   "summary": "Run the focused gate and the affected smoke checks before submitting a behavior change.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
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   "repo": "BootLoops-ai/bootloops",
   "title": "Validate a fresh BootLoops clone before trusting it",
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   "category": "Research",
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    "Research"
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   "date": "2026-10-20",
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   "repo": "BootLoops-ai/bootloops",
   "title": "Reproduce the one-loop box with the Landau Alphabet engine",
   "summary": "Run the Landau Alphabet test to reproduce the solver's reference results for a one-loop box integral.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
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   "id": "bootloops-ai-bootloops--agent-plan-for-precision-problem",
   "repo": "BootLoops-ai/bootloops",
   "title": "Have an agent map a precision problem to the right tools",
   "summary": "Point an agent at the tools index so it proposes a plan for your problem and waits for your approval.",
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    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/agent-plan-for-precision-problem/",
   "json": "https://dedupedai.com/use-cases/u/bootloops-ai-bootloops/agent-plan-for-precision-problem.json",
   "md": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/agent-plan-for-precision-problem/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bootloops-ai-bootloops--agent-plan-for-precision-problem.json"
  },
  {
   "id": "bootloops-ai-bootloops--audit-prose-with-skills",
   "repo": "BootLoops-ai/bootloops",
   "title": "Audit a draft's prose and bibliography with the skills",
   "summary": "Install the skills repository so an agent can check claims, quoted numbers, and bibliography entries.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/audit-prose-with-skills/",
   "json": "https://dedupedai.com/use-cases/u/bootloops-ai-bootloops/audit-prose-with-skills.json",
   "md": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/audit-prose-with-skills/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bootloops-ai-bootloops--audit-prose-with-skills.json"
  },
  {
   "id": "botbus-io-botbus-protocol--approve-coding-agent-requests-from-phone",
   "repo": "botbus-io/botbus-protocol",
   "title": "Approve Codex and Claude Code requests from your phone",
   "summary": "Pair your computer with your phone so you can approve commands and answer agent questions away from your desk.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/botbus-io-botbus-protocol/approve-coding-agent-requests-from-phone/",
   "json": "https://dedupedai.com/use-cases/u/botbus-io-botbus-protocol/approve-coding-agent-requests-from-phone.json",
   "md": "https://dedupedai.com/use-cases/botbus-io-botbus-protocol/approve-coding-agent-requests-from-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/botbus-io-botbus-protocol--approve-coding-agent-requests-from-phone.json"
  },
  {
   "id": "botbus-io-botbus-protocol--review-agent-output-on-phone",
   "repo": "botbus-io/botbus-protocol",
   "title": "Review agent screenshots, previews and changes on your phone",
   "summary": "Open what an agent built, including dev-server pages and working changes, without going back to your desk.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/botbus-io-botbus-protocol/review-agent-output-on-phone/",
   "json": "https://dedupedai.com/use-cases/u/botbus-io-botbus-protocol/review-agent-output-on-phone.json",
   "md": "https://dedupedai.com/use-cases/botbus-io-botbus-protocol/review-agent-output-on-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/botbus-io-botbus-protocol--review-agent-output-on-phone.json"
  },
  {
   "id": "botbus-io-botbus-protocol--run-agent-host-on-linux-and-pair",
   "repo": "botbus-io/botbus-protocol",
   "title": "Pair a Linux machine running agents with your phone",
   "summary": "Install BotBus on a Linux computer and pair it so agents on that box can be followed from your phone.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/botbus-io-botbus-protocol/run-agent-host-on-linux-and-pair/",
   "json": "https://dedupedai.com/use-cases/u/botbus-io-botbus-protocol/run-agent-host-on-linux-and-pair.json",
   "md": "https://dedupedai.com/use-cases/botbus-io-botbus-protocol/run-agent-host-on-linux-and-pair/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/botbus-io-botbus-protocol--run-agent-host-on-linux-and-pair.json"
  },
  {
   "id": "botbus-io-botbus-protocol--check-client-against-public-fixtures",
   "repo": "botbus-io/botbus-protocol",
   "title": "Test a BotBus client against the public wire fixtures",
   "summary": "Run the Swift and TypeScript checks and the sealed fixtures to confirm a client decodes the protocol correctly.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/botbus-io-botbus-protocol/check-client-against-public-fixtures/",
   "json": "https://dedupedai.com/use-cases/u/botbus-io-botbus-protocol/check-client-against-public-fixtures.json",
   "md": "https://dedupedai.com/use-cases/botbus-io-botbus-protocol/check-client-against-public-fixtures/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/botbus-io-botbus-protocol--check-client-against-public-fixtures.json"
  },
  {
   "id": "breakstageaxe61-genspark-claw--deep-research-with-cited-report",
   "repo": "breakstageaxe61/genspark-claw",
   "title": "Run cited deep research and turn it into a report",
   "summary": "Install super-research and spark-report so your agent researches a question and writes a cited page.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/breakstageaxe61-genspark-claw/deep-research-with-cited-report/",
   "json": "https://dedupedai.com/use-cases/u/breakstageaxe61-genspark-claw/deep-research-with-cited-report.json",
   "md": "https://dedupedai.com/use-cases/breakstageaxe61-genspark-claw/deep-research-with-cited-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/breakstageaxe61-genspark-claw--deep-research-with-cited-report.json"
  },
  {
   "id": "breakstageaxe61-genspark-claw--research-to-slide-deck-outline",
   "repo": "breakstageaxe61/genspark-claw",
   "title": "Turn research into a slide deck outline",
   "summary": "Convert a research topic into a narrative slide outline with speaker notes ready for AI Slides.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/breakstageaxe61-genspark-claw/research-to-slide-deck-outline/",
   "json": "https://dedupedai.com/use-cases/u/breakstageaxe61-genspark-claw/research-to-slide-deck-outline.json",
   "md": "https://dedupedai.com/use-cases/breakstageaxe61-genspark-claw/research-to-slide-deck-outline/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/breakstageaxe61-genspark-claw--research-to-slide-deck-outline.json"
  },
  {
   "id": "breakstageaxe61-genspark-claw--prepare-ai-phone-call",
   "repo": "breakstageaxe61/genspark-claw",
   "title": "Prepare an AI phone call with a script and guardrails",
   "summary": "Use call-prep to research a callee, set an objective and fallback, and draft a branching call script.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/breakstageaxe61-genspark-claw/prepare-ai-phone-call/",
   "json": "https://dedupedai.com/use-cases/u/breakstageaxe61-genspark-claw/prepare-ai-phone-call.json",
   "md": "https://dedupedai.com/use-cases/breakstageaxe61-genspark-claw/prepare-ai-phone-call/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/breakstageaxe61-genspark-claw--prepare-ai-phone-call.json"
  },
  {
   "id": "breakstageaxe61-genspark-claw--browser-automation-that-survives-redesigns",
   "repo": "breakstageaxe61/genspark-claw",
   "title": "Automate browser steps that survive page redesigns",
   "summary": "Use claw-browser-anchor to target stable DOM selectors and ARIA roles instead of screen coordinates.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/breakstageaxe61-genspark-claw/browser-automation-that-survives-redesigns/",
   "json": "https://dedupedai.com/use-cases/u/breakstageaxe61-genspark-claw/browser-automation-that-survives-redesigns.json",
   "md": "https://dedupedai.com/use-cases/breakstageaxe61-genspark-claw/browser-automation-that-survives-redesigns/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/breakstageaxe61-genspark-claw--browser-automation-that-survives-redesigns.json"
  },
  {
   "id": "brig-sh-brig--run-claude-code-in-sandbox",
   "repo": "brig-sh/brig",
   "title": "Run Claude Code on one project inside a sandbox",
   "summary": "Start Claude Code in a microVM that can only see the project folder you name.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/brig-sh-brig/run-claude-code-in-sandbox/",
   "json": "https://dedupedai.com/use-cases/u/brig-sh-brig/run-claude-code-in-sandbox.json",
   "md": "https://dedupedai.com/use-cases/brig-sh-brig/run-claude-code-in-sandbox/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/brig-sh-brig--run-claude-code-in-sandbox.json"
  },
  {
   "id": "brig-sh-brig--test-unfamiliar-code-in-throwaway-sandbox",
   "repo": "brig-sh/brig",
   "title": "Try unfamiliar code in a disposable sandbox",
   "summary": "Open a root shell in a throwaway sandbox, then delete it when the test is done.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/brig-sh-brig/test-unfamiliar-code-in-throwaway-sandbox/",
   "json": "https://dedupedai.com/use-cases/u/brig-sh-brig/test-unfamiliar-code-in-throwaway-sandbox.json",
   "md": "https://dedupedai.com/use-cases/brig-sh-brig/test-unfamiliar-code-in-throwaway-sandbox/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/brig-sh-brig--test-unfamiliar-code-in-throwaway-sandbox.json"
  },
  {
   "id": "brig-sh-brig--audit-credentials-before-agent-run",
   "repo": "brig-sh/brig",
   "title": "Check what a sandbox forwards before an agent runs",
   "summary": "List the credentials a run forwards by name, and restrict egress if needed.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/brig-sh-brig/audit-credentials-before-agent-run/",
   "json": "https://dedupedai.com/use-cases/u/brig-sh-brig/audit-credentials-before-agent-run.json",
   "md": "https://dedupedai.com/use-cases/brig-sh-brig/audit-credentials-before-agent-run/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/brig-sh-brig--audit-credentials-before-agent-run.json"
  },
  {
   "id": "browser-use-macos-harness--let-coding-agent-drive-mac-app",
   "repo": "browser-use/macos-harness",
   "title": "Let a coding agent operate a running Mac app",
   "summary": "Give an agent read and click access to a Mac app window, one shell command per step.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/browser-use-macos-harness/let-coding-agent-drive-mac-app/",
   "json": "https://dedupedai.com/use-cases/u/browser-use-macos-harness/let-coding-agent-drive-mac-app.json",
   "md": "https://dedupedai.com/use-cases/browser-use-macos-harness/let-coding-agent-drive-mac-app/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/browser-use-macos-harness--let-coding-agent-drive-mac-app.json"
  },
  {
   "id": "browser-use-macos-harness--fill-desktop-app-form-fields",
   "repo": "browser-use/macos-harness",
   "title": "Fill fields in a desktop app that has no API",
   "summary": "Set field values and type text into a Mac app window using numbered elements from a read.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/browser-use-macos-harness/fill-desktop-app-form-fields/",
   "json": "https://dedupedai.com/use-cases/u/browser-use-macos-harness/fill-desktop-app-form-fields.json",
   "md": "https://dedupedai.com/use-cases/browser-use-macos-harness/fill-desktop-app-form-fields/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/browser-use-macos-harness--fill-desktop-app-form-fields.json"
  },
  {
   "id": "browser-use-macos-harness--check-app-state-after-each-action",
   "repo": "browser-use/macos-harness",
   "title": "Check what an app window shows after each step",
   "summary": "Read a window, act once, then read again to see only what changed.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/browser-use-macos-harness/check-app-state-after-each-action/",
   "json": "https://dedupedai.com/use-cases/u/browser-use-macos-harness/check-app-state-after-each-action.json",
   "md": "https://dedupedai.com/use-cases/browser-use-macos-harness/check-app-state-after-each-action/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/browser-use-macos-harness--check-app-state-after-each-action.json"
  },
  {
   "id": "bybit-exchange-svg-diagram--draw-lint-clean-svg-diagram",
   "repo": "bybit-exchange/svg-diagram",
   "title": "Draw a flowchart or architecture diagram as lint-clean SVG",
   "summary": "Have your agent hand-place an SVG diagram in the house style and confirm it with svg-lint.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/bybit-exchange-svg-diagram/draw-lint-clean-svg-diagram/",
   "json": "https://dedupedai.com/use-cases/u/bybit-exchange-svg-diagram/draw-lint-clean-svg-diagram.json",
   "md": "https://dedupedai.com/use-cases/bybit-exchange-svg-diagram/draw-lint-clean-svg-diagram/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bybit-exchange-svg-diagram--draw-lint-clean-svg-diagram.json"
  },
  {
   "id": "bybit-exchange-svg-diagram--lint-svg-and-read-json-findings",
   "repo": "bybit-exchange/svg-diagram",
   "title": "Lint an existing SVG and read findings as JSON",
   "summary": "Run svg-lint on a diagram and get each violation with its check id and repair line.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/bybit-exchange-svg-diagram/lint-svg-and-read-json-findings/",
   "json": "https://dedupedai.com/use-cases/u/bybit-exchange-svg-diagram/lint-svg-and-read-json-findings.json",
   "md": "https://dedupedai.com/use-cases/bybit-exchange-svg-diagram/lint-svg-and-read-json-findings/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bybit-exchange-svg-diagram--lint-svg-and-read-json-findings.json"
  },
  {
   "id": "bybit-exchange-svg-diagram--draw-cjk-labelled-sequence-diagram",
   "repo": "bybit-exchange/svg-diagram",
   "title": "Draw a sequence or data-flow diagram with CJK labels",
   "summary": "Get an agent to size Chinese, Japanese or Korean labels correctly so text stays inside its boxes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/bybit-exchange-svg-diagram/draw-cjk-labelled-sequence-diagram/",
   "json": "https://dedupedai.com/use-cases/u/bybit-exchange-svg-diagram/draw-cjk-labelled-sequence-diagram.json",
   "md": "https://dedupedai.com/use-cases/bybit-exchange-svg-diagram/draw-cjk-labelled-sequence-diagram/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/bybit-exchange-svg-diagram--draw-cjk-labelled-sequence-diagram.json"
  },
  {
   "id": "cablate-ctx-handoff-mod--hand-off-full-context-to-fresh-chat",
   "repo": "cablate/ctx-handoff-mod",
   "title": "Hand off a full Claude Code session to a fresh chat",
   "summary": "Automatically write a summary, clear a nearly full conversation and continue in a new one with the work intact.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/cablate-ctx-handoff-mod/hand-off-full-context-to-fresh-chat/",
   "json": "https://dedupedai.com/use-cases/u/cablate-ctx-handoff-mod/hand-off-full-context-to-fresh-chat.json",
   "md": "https://dedupedai.com/use-cases/cablate-ctx-handoff-mod/hand-off-full-context-to-fresh-chat/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cablate-ctx-handoff-mod--hand-off-full-context-to-fresh-chat.json"
  },
  {
   "id": "cablate-ctx-handoff-mod--keep-cache-warm-while-away",
   "repo": "cablate/ctx-handoff-mod",
   "title": "Keep a long chat's cache warm while you step away",
   "summary": "Send small keep-alive requests during idle time, then resume the saved handoff or the same chat on return.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/cablate-ctx-handoff-mod/keep-cache-warm-while-away/",
   "json": "https://dedupedai.com/use-cases/u/cablate-ctx-handoff-mod/keep-cache-warm-while-away.json",
   "md": "https://dedupedai.com/use-cases/cablate-ctx-handoff-mod/keep-cache-warm-while-away/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cablate-ctx-handoff-mod--keep-cache-warm-while-away.json"
  },
  {
   "id": "cablate-ctx-handoff-mod--turn-repeated-instructions-into-project-notes",
   "repo": "cablate/ctx-handoff-mod",
   "title": "Turn repeated instructions into project notes",
   "summary": "Save the preferences, corrections and facts you keep repeating into a notes file loaded into every new chat.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/cablate-ctx-handoff-mod/turn-repeated-instructions-into-project-notes/",
   "json": "https://dedupedai.com/use-cases/u/cablate-ctx-handoff-mod/turn-repeated-instructions-into-project-notes.json",
   "md": "https://dedupedai.com/use-cases/cablate-ctx-handoff-mod/turn-repeated-instructions-into-project-notes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cablate-ctx-handoff-mod--turn-repeated-instructions-into-project-notes.json"
  },
  {
   "id": "cablate-ctx-handoff-mod--approve-guards-for-recurring-claude-mistakes",
   "repo": "cablate/ctx-handoff-mod",
   "title": "Approve guards for mistakes Claude keeps repeating",
   "summary": "Review drafted tool-call checks that remind or block Claude, and apply only the ones you approve.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "repo": "calesthio/OpenMontage",
   "title": "Build a real-footage documentary montage for free",
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   "md": "https://dedupedai.com/use-cases/carasibana-comfyui-h3-facerefine/pick-the-right-face-in-multi-person-clip/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/carasibana-comfyui-h3-facerefine--pick-the-right-face-in-multi-person-clip.json"
  },
  {
   "id": "carasibana-comfyui-h3-facerefine--check-face-crop-before-full-render",
   "repo": "Carasibana/ComfyUI-H3-FaceRefine",
   "title": "Check the face crop before a full H3 render",
   "summary": "Use preview output to confirm the crop sits still on the subject before spending a full H3 render.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/carasibana-comfyui-h3-facerefine/check-face-crop-before-full-render/",
   "json": "https://dedupedai.com/use-cases/u/carasibana-comfyui-h3-facerefine/check-face-crop-before-full-render.json",
   "md": "https://dedupedai.com/use-cases/carasibana-comfyui-h3-facerefine/check-face-crop-before-full-render/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/carasibana-comfyui-h3-facerefine--check-face-crop-before-full-render.json"
  },
  {
   "id": "carloslfu-slotstream--private-offline-chat-on-mac",
   "repo": "carloslfu/slotstream",
   "title": "Chat with a large model offline on your Mac",
   "summary": "Install Slotstream and get a first offline reply from a 125B model on a 16 to 64 GB Mac.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/carloslfu-slotstream/private-offline-chat-on-mac/",
   "json": "https://dedupedai.com/use-cases/u/carloslfu-slotstream/private-offline-chat-on-mac.json",
   "md": "https://dedupedai.com/use-cases/carloslfu-slotstream/private-offline-chat-on-mac/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/carloslfu-slotstream--private-offline-chat-on-mac.json"
  },
  {
   "id": "carloslfu-slotstream--run-claude-code-on-local-model",
   "repo": "carloslfu/slotstream",
   "title": "Code with Claude Code on a local model",
   "summary": "Start Claude Code connected to the Slotstream local model with one command.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/carloslfu-slotstream/run-claude-code-on-local-model/",
   "json": "https://dedupedai.com/use-cases/u/carloslfu-slotstream/run-claude-code-on-local-model.json",
   "md": "https://dedupedai.com/use-cases/carloslfu-slotstream/run-claude-code-on-local-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/carloslfu-slotstream--run-claude-code-on-local-model.json"
  },
  {
   "id": "carloslfu-slotstream--run-codex-on-local-model",
   "repo": "carloslfu/slotstream",
   "title": "Use Codex with a local model on your Mac",
   "summary": "Launch Codex against the Slotstream model so code tasks stay on your machine.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/carloslfu-slotstream/run-codex-on-local-model/",
   "json": "https://dedupedai.com/use-cases/u/carloslfu-slotstream/run-codex-on-local-model.json",
   "md": "https://dedupedai.com/use-cases/carloslfu-slotstream/run-codex-on-local-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/carloslfu-slotstream--run-codex-on-local-model.json"
  },
  {
   "id": "carloslfu-slotstream--connect-own-app-to-local-api",
   "repo": "carloslfu/slotstream",
   "title": "Connect your own app to a local model API",
   "summary": "Run the Slotstream server and point an Ollama or OpenAI client at it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/carloslfu-slotstream/connect-own-app-to-local-api/",
   "json": "https://dedupedai.com/use-cases/u/carloslfu-slotstream/connect-own-app-to-local-api.json",
   "md": "https://dedupedai.com/use-cases/carloslfu-slotstream/connect-own-app-to-local-api/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/carloslfu-slotstream--connect-own-app-to-local-api.json"
  },
  {
   "id": "cbrock84-headcount--review-design-before-build",
   "repo": "cbrock84/headcount",
   "title": "Review a design for threats before building it",
   "summary": "Load the security threat-modeling skill to find assets, entry points, and trust boundaries in a planned design.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/cbrock84-headcount/review-design-before-build/",
   "json": "https://dedupedai.com/use-cases/u/cbrock84-headcount/review-design-before-build.json",
   "md": "https://dedupedai.com/use-cases/cbrock84-headcount/review-design-before-build/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cbrock84-headcount--review-design-before-build.json"
  },
  {
   "id": "cbrock84-headcount--check-hire-affordability",
   "repo": "cbrock84/headcount",
   "title": "Check whether a planned hire is affordable",
   "summary": "Use the finance unit-economics skill to test a hire against your revenue and cost figures.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/cbrock84-headcount/check-hire-affordability/",
   "json": "https://dedupedai.com/use-cases/u/cbrock84-headcount/check-hire-affordability.json",
   "md": "https://dedupedai.com/use-cases/cbrock84-headcount/check-hire-affordability/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cbrock84-headcount--check-hire-affordability.json"
  },
  {
   "id": "cbrock84-headcount--diagnose-landing-page-conversion",
   "repo": "cbrock84/headcount",
   "title": "Diagnose why a landing page is not converting",
   "summary": "Load the demand-generation landing-page CRO skill to find the likely causes of low conversion.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/cbrock84-headcount/diagnose-landing-page-conversion/",
   "json": "https://dedupedai.com/use-cases/u/cbrock84-headcount/diagnose-landing-page-conversion.json",
   "md": "https://dedupedai.com/use-cases/cbrock84-headcount/diagnose-landing-page-conversion/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cbrock84-headcount--diagnose-landing-page-conversion.json"
  },
  {
   "id": "cbrock84-headcount--pressure-test-a-decision",
   "repo": "cbrock84/headcount",
   "title": "Pressure-test a business decision before committing",
   "summary": "Use the CEO advisor skill to surface the assumption a plan rests on and the case against it.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/cbrock84-headcount/pressure-test-a-decision/",
   "json": "https://dedupedai.com/use-cases/u/cbrock84-headcount/pressure-test-a-decision.json",
   "md": "https://dedupedai.com/use-cases/cbrock84-headcount/pressure-test-a-decision/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cbrock84-headcount--pressure-test-a-decision.json"
  },
  {
   "id": "cdcailf-cjkfold--check-pdf-text-for-lookalikes",
   "repo": "cdcailf/cjkfold",
   "title": "Check PDF-extracted Chinese text for look-alike glyphs",
   "summary": "Find Kangxi and radical look-alike characters in extracted text and fail an ingest run on them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/cdcailf-cjkfold/check-pdf-text-for-lookalikes/",
   "json": "https://dedupedai.com/use-cases/u/cdcailf-cjkfold/check-pdf-text-for-lookalikes.json",
   "md": "https://dedupedai.com/use-cases/cdcailf-cjkfold/check-pdf-text-for-lookalikes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cdcailf-cjkfold--check-pdf-text-for-lookalikes.json"
  },
  {
   "id": "cdcailf-cjkfold--fold-rag-corpus-and-queries",
   "repo": "cdcailf/cjkfold",
   "title": "Fold a RAG corpus and its queries so Chinese terms match",
   "summary": "Apply folding on the way into the index and on the way out, then restore verbatim matches with rerank.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/cdcailf-cjkfold/fold-rag-corpus-and-queries/",
   "json": "https://dedupedai.com/use-cases/u/cdcailf-cjkfold/fold-rag-corpus-and-queries.json",
   "md": "https://dedupedai.com/use-cases/cdcailf-cjkfold/fold-rag-corpus-and-queries/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cdcailf-cjkfold--fold-rag-corpus-and-queries.json"
  },
  {
   "id": "cdcailf-cjkfold--scan-corpus-for-invisible-characters",
   "repo": "cdcailf/cjkfold",
   "title": "Audit a folder of extracted text for hidden characters",
   "summary": "Scan a whole folder for look-alikes, compatibility characters and invisible characters in one report.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/cdcailf-cjkfold/scan-corpus-for-invisible-characters/",
   "json": "https://dedupedai.com/use-cases/u/cdcailf-cjkfold/scan-corpus-for-invisible-characters.json",
   "md": "https://dedupedai.com/use-cases/cdcailf-cjkfold/scan-corpus-for-invisible-characters/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cdcailf-cjkfold--scan-corpus-for-invisible-characters.json"
  },
  {
   "id": "cdcailf-cjkfold--fold-extracted-text-in-place",
   "repo": "cdcailf/cjkfold",
   "title": "Rewrite extracted text files with look-alikes folded",
   "summary": "Replace look-alike glyphs in your text files directly, after confirming what will change.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/cdcailf-cjkfold/fold-extracted-text-in-place/",
   "json": "https://dedupedai.com/use-cases/u/cdcailf-cjkfold/fold-extracted-text-in-place.json",
   "md": "https://dedupedai.com/use-cases/cdcailf-cjkfold/fold-extracted-text-in-place/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cdcailf-cjkfold--fold-extracted-text-in-place.json"
  },
  {
   "id": "ceyyy427-finathink--run-offline-research-sample-and-open-report",
   "repo": "ceyyy427/finathink",
   "title": "Run the offline research sample and open its workbench",
   "summary": "Start the local app on bundled fixtures and inspect the staged research workbench without any external services.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ceyyy427-finathink/run-offline-research-sample-and-open-report/",
   "json": "https://dedupedai.com/use-cases/u/ceyyy427-finathink/run-offline-research-sample-and-open-report.json",
   "md": "https://dedupedai.com/use-cases/ceyyy427-finathink/run-offline-research-sample-and-open-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ceyyy427-finathink--run-offline-research-sample-and-open-report.json"
  },
  {
   "id": "ceyyy427-finathink--connect-own-data-api-with-point-in-time-checks",
   "repo": "ceyyy427/finathink",
   "title": "Normalize your own data API into point-in-time batches",
   "summary": "Save a data connection, map its fields, run a trial pull and check PIT status and fingerprints before research uses it.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/ceyyy427-finathink/connect-own-data-api-with-point-in-time-checks/",
   "json": "https://dedupedai.com/use-cases/u/ceyyy427-finathink/connect-own-data-api-with-point-in-time-checks.json",
   "md": "https://dedupedai.com/use-cases/ceyyy427-finathink/connect-own-data-api-with-point-in-time-checks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ceyyy427-finathink--connect-own-data-api-with-point-in-time-checks.json"
  },
  {
   "id": "ceyyy427-finathink--audit-why-paper-decision-card-is-blocked",
   "repo": "ceyyy427/finathink",
   "title": "Trace why a paper decision card cannot be executed",
   "summary": "Follow the risk, portfolio and quant gates to see which stage kept a paper decision card in a non-executable state.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ceyyy427-finathink/audit-why-paper-decision-card-is-blocked/",
   "json": "https://dedupedai.com/use-cases/u/ceyyy427-finathink/audit-why-paper-decision-card-is-blocked.json",
   "md": "https://dedupedai.com/use-cases/ceyyy427-finathink/audit-why-paper-decision-card-is-blocked/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ceyyy427-finathink--audit-why-paper-decision-card-is-blocked.json"
  },
  {
   "id": "charlesfeng0314-jev-sees--answer-color-question-per-object-in-photo",
   "repo": "CharlesFeng0314/JEV_sees",
   "title": "Ask JEV a color question about each object in a photo",
   "summary": "Detect objects in one image and get a per-object color answer from a fixed list of options.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/charlesfeng0314-jev-sees/answer-color-question-per-object-in-photo/",
   "json": "https://dedupedai.com/use-cases/u/charlesfeng0314-jev-sees/answer-color-question-per-object-in-photo.json",
   "md": "https://dedupedai.com/use-cases/charlesfeng0314-jev-sees/answer-color-question-per-object-in-photo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/charlesfeng0314-jev-sees--answer-color-question-per-object-in-photo.json"
  },
  {
   "id": "charlesfeng0314-jev-sees--track-pedestrian-risk-across-traffic-clip",
   "repo": "CharlesFeng0314/JEV_sees",
   "title": "Score each tracked pedestrian's accident probability in a clip",
   "summary": "Get a per-frame probability for every tracked pedestrian in a short traffic video segment.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/charlesfeng0314-jev-sees/track-pedestrian-risk-across-traffic-clip/",
   "json": "https://dedupedai.com/use-cases/u/charlesfeng0314-jev-sees/track-pedestrian-risk-across-traffic-clip.json",
   "md": "https://dedupedai.com/use-cases/charlesfeng0314-jev-sees/track-pedestrian-risk-across-traffic-clip/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/charlesfeng0314-jev-sees--track-pedestrian-risk-across-traffic-clip.json"
  },
  {
   "id": "charlesfeng0314-jev-sees--label-animal-motion-state-in-video",
   "repo": "CharlesFeng0314/JEV_sees",
   "title": "Label each tracked animal's motion state in a video",
   "summary": "Assign stationary, walking, running, or uncertain to every tracked animal in a clip.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/charlesfeng0314-jev-sees/label-animal-motion-state-in-video/",
   "json": "https://dedupedai.com/use-cases/u/charlesfeng0314-jev-sees/label-animal-motion-state-in-video.json",
   "md": "https://dedupedai.com/use-cases/charlesfeng0314-jev-sees/label-animal-motion-state-in-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/charlesfeng0314-jev-sees--label-animal-motion-state-in-video.json"
  },
  {
   "id": "charlesfeng0314-jev-sees--grade-package-obstruction-in-warehouse-photo",
   "repo": "CharlesFeng0314/JEV_sees",
   "title": "Grade how obstructed each package is in a photo",
   "summary": "Score every detected package in a warehouse image against a rubric you define.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/charlesfeng0314-jev-sees/grade-package-obstruction-in-warehouse-photo/",
   "json": "https://dedupedai.com/use-cases/u/charlesfeng0314-jev-sees/grade-package-obstruction-in-warehouse-photo.json",
   "md": "https://dedupedai.com/use-cases/charlesfeng0314-jev-sees/grade-package-obstruction-in-warehouse-photo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/charlesfeng0314-jev-sees--grade-package-obstruction-in-warehouse-photo.json"
  },
  {
   "id": "charlesfeng0314-jev-sees--ask-jev-about-rgbd-camera-objects-live",
   "repo": "CharlesFeng0314/JEV_sees",
   "title": "Ask JEV questions about objects from a live RGB-D camera",
   "summary": "Feed RGB and depth frames into a loop and ask JEV about detected objects with 3D positions.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "json": "https://dedupedai.com/use-cases/u/charlesfeng0314-jev-sees/ask-jev-about-rgbd-camera-objects-live.json",
   "md": "https://dedupedai.com/use-cases/charlesfeng0314-jev-sees/ask-jev-about-rgbd-camera-objects-live/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/charlesfeng0314-jev-sees--ask-jev-about-rgbd-camera-objects-live.json"
  },
  {
   "id": "chelinho139-wow-ai--chat-with-coding-agent-in-game",
   "repo": "chelinho139/wow-ai",
   "title": "Ask your coding agent questions from inside WoW",
   "summary": "Run the bridge, then send a task from the game and get pinged when the agent replies.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "id": "chelinho139-wow-ai--draw-quest-route-on-world-map",
   "repo": "chelinho139/wow-ai",
   "title": "Get a numbered quest route drawn on your world map",
   "summary": "Ask the agent for a route and follow the navigator arrow from stop to stop.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
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   "id": "chelinho139-wow-ai--make-macro-from-chat-reply",
   "repo": "chelinho139/wow-ai",
   "title": "Turn a chat request into a macro on your action bar",
   "summary": "Ask for a macro, click Create macro, and drop it on an action bar from the cursor.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
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   "lang": "javascript",
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   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/chelinho139-wow-ai--make-macro-from-chat-reply.json"
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  {
   "id": "chelinho139-wow-ai--find-herb-and-ore-spawns-on-map",
   "repo": "chelinho139/wow-ai",
   "title": "See herb and ore spawns on your world map",
   "summary": "Use two slash commands to show gathering nodes filtered by your skill.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
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   "lang": "javascript",
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   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/chelinho139-wow-ai--find-herb-and-ore-spawns-on-map.json"
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   "id": "chenxiachan-textfold--read-a-paper-in-five-levels",
   "repo": "chenxiachan/textfold",
   "title": "Read a long paper from overview to full text",
   "summary": "Paste an arXiv or PubMed Central link and read the paper one level at a time.",
   "category": "Research",
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    "Research"
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   "lang": "python",
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   "seen_in_the_wild": false,
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   "score": 1.0,
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   "id": "chenxiachan-textfold--let-an-agent-read-a-document-by-level",
   "repo": "chenxiachan/textfold",
   "title": "Let an agent read a document map first, then one section",
   "summary": "Give an agent a command that returns a document one level at a time, coarsest first.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/chenxiachan-textfold--let-an-agent-read-a-document-by-level.json"
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   "id": "chenxiachan-textfold--fold-claude-code-replies",
   "repo": "chenxiachan/textfold",
   "title": "Fold long Claude Code replies to a level you can scan",
   "summary": "Install the TextFold mod so every Claude Code reply shows five levels, from one sentence to full text.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "chenxiachan-textfold--save-a-folded-page-to-share",
   "repo": "chenxiachan/textfold",
   "title": "Export a folded paper as one page that opens without a server",
   "summary": "Export a paper's levels as a single HTML file to share or keep offline.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
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   "id": "chenxiachan-textfold--read-a-zotero-library-in-levels",
   "repo": "chenxiachan/textfold",
   "title": "Open your Zotero library items as folded text",
   "summary": "Connect TextFold to the Zotero 7 app and read any library item in five levels.",
   "category": "Research",
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    "Research"
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   "lang": "python",
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   "score": 0.6,
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   "id": "chienbm98-foxprofile--isolate-multiple-accounts-per-profile",
   "repo": "chienbm98/foxprofile",
   "title": "Keep several accounts in separate browser identities",
   "summary": "Give each account its own fingerprint, cookies, proxy and timezone so sessions never mix.",
   "category": "Work and operations",
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   "lang": "python",
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   "id": "chienbm98-foxprofile--let-ai-agent-browse-logged-in-profile",
   "repo": "chienbm98/foxprofile",
   "title": "Let an AI agent browse a logged-in profile",
   "summary": "Connect Claude Code to FoxProfile over MCP so the agent can open pages, click and take screenshots.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
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   "lang": "python",
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   "id": "chienbm98-foxprofile--run-profiles-on-vps-with-remote-screen",
   "repo": "chienbm98/foxprofile",
   "title": "Run profiles on a VPS and view their screens remotely",
   "summary": "Host FoxProfile in server mode and use the web panel to log in or solve captchas on hidden browsers.",
   "category": "Work and operations",
   "tags": [
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   "id": "chienbm98-foxprofile--check-exit-ip-and-geo-before-testing",
   "repo": "chienbm98/foxprofile",
   "title": "Check exit IP, timezone and locale before a site test",
   "summary": "Confirm a proxy's country, timezone and datacenter status before a geo-specific test.",
   "category": "Work and operations",
   "tags": [
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   "lang": "python",
   "date": "2026-10-20",
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   "id": "chienbm98-foxprofile--move-profiles-and-export-cookies",
   "repo": "chienbm98/foxprofile",
   "title": "Move profiles between machines and export cookies",
   "summary": "Export a profile as a ZIP and its cookies as cookies.txt for tools like yt-dlp or curl.",
   "category": "Work and operations",
   "tags": [
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   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "chipfighter-context-attachment-manager--keep-long-codex-image-task-running",
   "repo": "chipfighter/context-attachment-manager",
   "title": "Keep a long Codex image task going by unchecking old images",
   "summary": "Uncheck past images in the Context Assets panel so later requests stay small and the task keeps running.",
   "category": "Software and DevOps",
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   "seen_in_the_wild": false,
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   "id": "chipfighter-context-attachment-manager--trim-claude-code-session-images-in-claude-desktop",
   "repo": "chipfighter/context-attachment-manager",
   "title": "Cut Claude Code session size in Claude Desktop by leaving out past images",
   "summary": "Install the plugin from the command line, start a new Code tab session, and uncheck old images to shrink each request.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
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   "id": "chipfighter-context-attachment-manager--let-model-fetch-only-needed-codex-images",
   "repo": "chipfighter/context-attachment-manager",
   "title": "Let the model fetch only the images it needs with Auto-select",
   "summary": "Keep Auto-select on so earlier images are left out by default and the model asks for the ones it needs by ID.",
   "category": "Software and DevOps",
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   "id": "chipfighter-context-attachment-manager--find-past-image-by-what-you-remember",
   "repo": "chipfighter/context-attachment-manager",
   "title": "Find a past image by what it shows or what you said about it",
   "summary": "Search the panel by description or your earlier comment, then check the right image before sending.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
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   "repo": "chokwinlee/deepseek-harness-desktop",
   "title": "Run DeepSeek Harness in a desktop window",
   "summary": "Install the desktop app and start a Harness coding session with no Node.js or terminal setup.",
   "category": "Software and DevOps",
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   "date": "2026-10-20",
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   "repo": "chokwinlee/deepseek-harness-desktop",
   "title": "Continue Harness sessions from an iPhone on Wi-Fi",
   "summary": "Pair DSH Remote with your computer on trusted Wi-Fi to check projects, steer tasks, and handle approvals.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "kotlin",
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   "repo": "chokwinlee/deepseek-harness-desktop",
   "title": "Track Harness token use and estimated cost on macOS",
   "summary": "Read today and seven-day token totals and estimated cost from the title bar while you work.",
   "category": "Software and DevOps",
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   "lang": "kotlin",
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   "repo": "chokwinlee/deepseek-harness-desktop",
   "title": "Install a third-party Harness plugin from GitHub",
   "summary": "Add a Harness plugin from a GitHub repo through Desktop, with automatic rollback if startup fails.",
   "category": "Software and DevOps",
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  {
   "id": "christos-antono-npctalk--make-game-npcs-talk-back",
   "repo": "christos-antono/NPCTalk",
   "title": "Make an NPC in your own game answer you in character",
   "summary": "Install the skills, stand up the voice server and get one NPC replying in a cloned voice.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/christos-antono-npctalk/make-game-npcs-talk-back/",
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   "api": "https://dedupedai.com/api/v1/usecases/christos-antono-npctalk--make-game-npcs-talk-back.json"
  },
  {
   "id": "christos-antono-npctalk--clone-a-voice-from-your-recordings",
   "repo": "christos-antono/NPCTalk",
   "title": "Clone a character voice from recordings you have rights to",
   "summary": "Turn your own recording into reference clips, upload them and measure how close the voice sounds.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/christos-antono-npctalk/clone-a-voice-from-your-recordings/",
   "json": "https://dedupedai.com/use-cases/u/christos-antono-npctalk/clone-a-voice-from-your-recordings.json",
   "md": "https://dedupedai.com/use-cases/christos-antono-npctalk/clone-a-voice-from-your-recordings/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/christos-antono-npctalk--clone-a-voice-from-your-recordings.json"
  },
  {
   "id": "christos-antono-npctalk--record-npc-conversation-clips",
   "repo": "christos-antono/NPCTalk",
   "title": "Record short gameplay clips of NPCs talking to each other",
   "summary": "Produce 5 to 10 second conversation clips with a fixed gameplay camera and lines rendered first.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/christos-antono-npctalk/record-npc-conversation-clips/",
   "json": "https://dedupedai.com/use-cases/u/christos-antono-npctalk/record-npc-conversation-clips.json",
   "md": "https://dedupedai.com/use-cases/christos-antono-npctalk/record-npc-conversation-clips/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/christos-antono-npctalk--record-npc-conversation-clips.json"
  },
  {
   "id": "cinderline-northcinder--compare-products-for-a-shopping-brief",
   "repo": "cinderline/northcinder",
   "title": "Compare products for a shopping brief",
   "summary": "Get ranked product choices with reasons, rejected offers, and sources from your AI app.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/cinderline-northcinder/compare-products-for-a-shopping-brief/",
   "json": "https://dedupedai.com/use-cases/u/cinderline-northcinder/compare-products-for-a-shopping-brief.json",
   "md": "https://dedupedai.com/use-cases/cinderline-northcinder/compare-products-for-a-shopping-brief/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cinderline-northcinder--compare-products-for-a-shopping-brief.json"
  },
  {
   "id": "cinderline-northcinder--vet-a-seller-before-buying",
   "repo": "cinderline/northcinder",
   "title": "Vet a seller before buying",
   "summary": "Run NorthCinder's seller research guide to check identity, sources, and unknowns.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/cinderline-northcinder/vet-a-seller-before-buying/",
   "json": "https://dedupedai.com/use-cases/u/cinderline-northcinder/vet-a-seller-before-buying.json",
   "md": "https://dedupedai.com/use-cases/cinderline-northcinder/vet-a-seller-before-buying/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cinderline-northcinder--vet-a-seller-before-buying.json"
  },
  {
   "id": "cinderline-northcinder--approve-one-exact-purchase",
   "repo": "cinderline/northcinder",
   "title": "Approve one exact purchase at a set cap",
   "summary": "Buy a single chosen offer through a one-time signed approval or finish in your browser.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/cinderline-northcinder/approve-one-exact-purchase/",
   "json": "https://dedupedai.com/use-cases/u/cinderline-northcinder/approve-one-exact-purchase.json",
   "md": "https://dedupedai.com/use-cases/cinderline-northcinder/approve-one-exact-purchase/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cinderline-northcinder--approve-one-exact-purchase.json"
  },
  {
   "id": "clavia-labs-tardigrade--scaffold-research-agent-from-quickstart",
   "repo": "clavia-labs/tardigrade",
   "title": "Scaffold a research agent from the quickstart template",
   "summary": "Generate a working Tardigrade agent project and adapt its atoms to your own task.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/scaffold-research-agent-from-quickstart/",
   "json": "https://dedupedai.com/use-cases/u/clavia-labs-tardigrade/scaffold-research-agent-from-quickstart.json",
   "md": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/scaffold-research-agent-from-quickstart/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/clavia-labs-tardigrade--scaffold-research-agent-from-quickstart.json"
  },
  {
   "id": "clavia-labs-tardigrade--rebuild-agent-state-from-event-log",
   "repo": "clavia-labs/tardigrade",
   "title": "Rebuild agent state by replaying an event log",
   "summary": "Keep an agent's history as an immutable log and derive its state from it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/rebuild-agent-state-from-event-log/",
   "json": "https://dedupedai.com/use-cases/u/clavia-labs-tardigrade/rebuild-agent-state-from-event-log.json",
   "md": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/rebuild-agent-state-from-event-log/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/clavia-labs-tardigrade--rebuild-agent-state-from-event-log.json"
  },
  {
   "id": "clavia-labs-tardigrade--deploy-actor-to-cloudflare-workers",
   "repo": "clavia-labs/tardigrade",
   "title": "Deploy an actor to Cloudflare Workers",
   "summary": "Test an actor locally with wrangler, then deploy it to Cloudflare.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/deploy-actor-to-cloudflare-workers/",
   "json": "https://dedupedai.com/use-cases/u/clavia-labs-tardigrade/deploy-actor-to-cloudflare-workers.json",
   "md": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/deploy-actor-to-cloudflare-workers/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/clavia-labs-tardigrade--deploy-actor-to-cloudflare-workers.json"
  },
  {
   "id": "clavia-labs-tardigrade--self-host-actors-on-celld-fleet",
   "repo": "clavia-labs/tardigrade",
   "title": "Self-host actors on a Celld fleet",
   "summary": "Deploy the same Worker entrypoint to your own Celld fleet with an S3 bucket.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/self-host-actors-on-celld-fleet/",
   "json": "https://dedupedai.com/use-cases/u/clavia-labs-tardigrade/self-host-actors-on-celld-fleet.json",
   "md": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/self-host-actors-on-celld-fleet/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/clavia-labs-tardigrade--self-host-actors-on-celld-fleet.json"
  },
  {
   "id": "clavia-labs-tardigrade--run-actor-in-bun-process",
   "repo": "clavia-labs/tardigrade",
   "title": "Run an actor inside a plain Bun process",
   "summary": "Start an actor from the Bun example without deploying to a Worker host.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/run-actor-in-bun-process/",
   "json": "https://dedupedai.com/use-cases/u/clavia-labs-tardigrade/run-actor-in-bun-process.json",
   "md": "https://dedupedai.com/use-cases/clavia-labs-tardigrade/run-actor-in-bun-process/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/clavia-labs-tardigrade--run-actor-in-bun-process.json"
  },
  {
   "id": "cobanov-awesome-jev--rank-items-with-weighted-criteria",
   "repo": "cobanov/awesome-jev",
   "title": "Rank a shortlist by weighted criteria in CI",
   "summary": "Score each item on weighted dimensions from a YAML spec and gate builds on the result.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/cobanov-awesome-jev/rank-items-with-weighted-criteria/",
   "json": "https://dedupedai.com/use-cases/u/cobanov-awesome-jev/rank-items-with-weighted-criteria.json",
   "md": "https://dedupedai.com/use-cases/cobanov-awesome-jev/rank-items-with-weighted-criteria/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cobanov-awesome-jev--rank-items-with-weighted-criteria.json"
  },
  {
   "id": "cobanov-awesome-jev--label-dataframe-rows-with-typed-questions",
   "repo": "cobanov/awesome-jev",
   "title": "Label DataFrame rows with closed-set Jev answers",
   "summary": "Ask Jev a closed-set question for each row, cache the answers, and join them back to the table.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/cobanov-awesome-jev/label-dataframe-rows-with-typed-questions/",
   "json": "https://dedupedai.com/use-cases/u/cobanov-awesome-jev/label-dataframe-rows-with-typed-questions.json",
   "md": "https://dedupedai.com/use-cases/cobanov-awesome-jev/label-dataframe-rows-with-typed-questions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cobanov-awesome-jev--label-dataframe-rows-with-typed-questions.json"
  },
  {
   "id": "cobanov-awesome-jev--search-repo-files-by-meaning",
   "repo": "cobanov/awesome-jev",
   "title": "Find repository files by meaning, not keywords",
   "summary": "Score live repository files and code ranges with Jev probabilities, without an index.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/cobanov-awesome-jev/search-repo-files-by-meaning/",
   "json": "https://dedupedai.com/use-cases/u/cobanov-awesome-jev/search-repo-files-by-meaning.json",
   "md": "https://dedupedai.com/use-cases/cobanov-awesome-jev/search-repo-files-by-meaning/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cobanov-awesome-jev--search-repo-files-by-meaning.json"
  },
  {
   "id": "cobanov-awesome-jev--add-typed-routing-to-langchain-pipeline",
   "repo": "cobanov/awesome-jev",
   "title": "Add typed routing to a LangChain pipeline",
   "summary": "Insert a Jev classifier Runnable that routes requests and checks risky tool calls.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/cobanov-awesome-jev/add-typed-routing-to-langchain-pipeline/",
   "json": "https://dedupedai.com/use-cases/u/cobanov-awesome-jev/add-typed-routing-to-langchain-pipeline.json",
   "md": "https://dedupedai.com/use-cases/cobanov-awesome-jev/add-typed-routing-to-langchain-pipeline/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cobanov-awesome-jev--add-typed-routing-to-langchain-pipeline.json"
  },
  {
   "id": "cobanov-awesome-jev--rerank-retrieved-documents-with-jev",
   "repo": "cobanov/awesome-jev",
   "title": "Rerank retrieved documents with Jev Noul scores",
   "summary": "Send candidate documents as Noul questions in one request and sort by the returned scores.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/cobanov-awesome-jev/rerank-retrieved-documents-with-jev/",
   "json": "https://dedupedai.com/use-cases/u/cobanov-awesome-jev/rerank-retrieved-documents-with-jev.json",
   "md": "https://dedupedai.com/use-cases/cobanov-awesome-jev/rerank-retrieved-documents-with-jev/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cobanov-awesome-jev--rerank-retrieved-documents-with-jev.json"
  },
  {
   "id": "cobanov-ps5lm--run-private-model-server-on-ps5",
   "repo": "cobanov/PS5LM",
   "title": "Run a private model server on your PS5",
   "summary": "Load a GGUF model on the PS5 GPU and use it from any device on your home network.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/cobanov-ps5lm/run-private-model-server-on-ps5/",
   "json": "https://dedupedai.com/use-cases/u/cobanov-ps5lm/run-private-model-server-on-ps5.json",
   "md": "https://dedupedai.com/use-cases/cobanov-ps5lm/run-private-model-server-on-ps5/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cobanov-ps5lm--run-private-model-server-on-ps5.json"
  },
  {
   "id": "cobanov-ps5lm--use-ps5-model-with-claude-code",
   "repo": "cobanov/PS5LM",
   "title": "Point Claude Code at your PS5 model",
   "summary": "Route Claude Code requests to the PS5 model server through its Anthropic-compatible endpoint.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/cobanov-ps5lm/use-ps5-model-with-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/cobanov-ps5lm/use-ps5-model-with-claude-code.json",
   "md": "https://dedupedai.com/use-cases/cobanov-ps5lm/use-ps5-model-with-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cobanov-ps5lm--use-ps5-model-with-claude-code.json"
  },
  {
   "id": "cobanov-ps5lm--classify-support-messages-with-decision-model",
   "repo": "cobanov/PS5LM",
   "title": "Classify support messages with a decision model",
   "summary": "Send a message to the PS5 /v1/systemone API to get typed intent and yes-or-no answers.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/cobanov-ps5lm/classify-support-messages-with-decision-model/",
   "json": "https://dedupedai.com/use-cases/u/cobanov-ps5lm/classify-support-messages-with-decision-model.json",
   "md": "https://dedupedai.com/use-cases/cobanov-ps5lm/classify-support-messages-with-decision-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cobanov-ps5lm--classify-support-messages-with-decision-model.json"
  },
  {
   "id": "cobanov-ps5lm--benchmark-models-that-fit-ps5",
   "repo": "cobanov/PS5LM",
   "title": "Find the largest model your PS5 can run",
   "summary": "Compare suggested models and watch console load to choose one that fits memory and speed.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/cobanov-ps5lm/benchmark-models-that-fit-ps5/",
   "json": "https://dedupedai.com/use-cases/u/cobanov-ps5lm/benchmark-models-that-fit-ps5.json",
   "md": "https://dedupedai.com/use-cases/cobanov-ps5lm/benchmark-models-that-fit-ps5/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cobanov-ps5lm--benchmark-models-that-fit-ps5.json"
  },
  {
   "id": "cocofhu-grasp--run-one-project-through-clarify-implement-review",
   "repo": "cocofhu/grasp",
   "title": "Run a coding task from one sentence to a reviewed change",
   "summary": "Start a task from one prompt and approve the spec and diff at a human gate.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/cocofhu-grasp/run-one-project-through-clarify-implement-review/",
   "json": "https://dedupedai.com/use-cases/u/cocofhu-grasp/run-one-project-through-clarify-implement-review.json",
   "md": "https://dedupedai.com/use-cases/cocofhu-grasp/run-one-project-through-clarify-implement-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cocofhu-grasp--run-one-project-through-clarify-implement-review.json"
  },
  {
   "id": "cocofhu-grasp--build-custom-fsm-workflow-with-rollback-paths",
   "repo": "cocofhu/grasp",
   "title": "Design a custom workflow with fail and rollback paths",
   "summary": "Edit the FSM canvas to add nodes, guards, and fail or rollback edges.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/cocofhu-grasp/build-custom-fsm-workflow-with-rollback-paths/",
   "json": "https://dedupedai.com/use-cases/u/cocofhu-grasp/build-custom-fsm-workflow-with-rollback-paths.json",
   "md": "https://dedupedai.com/use-cases/cocofhu-grasp/build-custom-fsm-workflow-with-rollback-paths/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cocofhu-grasp--build-custom-fsm-workflow-with-rollback-paths.json"
  },
  {
   "id": "cocofhu-grasp--review-agent-output-with-share-links",
   "repo": "cocofhu/grasp",
   "title": "Review agent specs and diffs with an outside reviewer",
   "summary": "Let a reviewer without an account approve a gate through a one-time share link.",
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   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/copilotkit-openbot/bring-own-ag-ui-agent-as-bot/",
   "json": "https://dedupedai.com/use-cases/u/copilotkit-openbot/bring-own-ag-ui-agent-as-bot.json",
   "md": "https://dedupedai.com/use-cases/copilotkit-openbot/bring-own-ag-ui-agent-as-bot/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/copilotkit-openbot--bring-own-ag-ui-agent-as-bot.json"
  },
  {
   "id": "copilotkit-openbot--deploy-openbot-single-image-for-team",
   "repo": "CopilotKit/OpenBot",
   "title": "Deploy Open Bot as one image for a small team",
   "summary": "Run the published Docker image with your .env and an embedded database, then lock down sign-in before sharing it.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/copilotkit-openbot/deploy-openbot-single-image-for-team/",
   "json": "https://dedupedai.com/use-cases/u/copilotkit-openbot/deploy-openbot-single-image-for-team.json",
   "md": "https://dedupedai.com/use-cases/copilotkit-openbot/deploy-openbot-single-image-for-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/copilotkit-openbot--deploy-openbot-single-image-for-team.json"
  },
  {
   "id": "criptogus-hermesoffice--convert-pdf-to-editable-word-locally",
   "repo": "criptogus/HermesOffice",
   "title": "Convert a PDF into an editable Word file on your own machine",
   "summary": "Turn a PDF into a .docx locally with no upload, including scanned pages on macOS and Windows.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/criptogus-hermesoffice/convert-pdf-to-editable-word-locally/",
   "json": "https://dedupedai.com/use-cases/u/criptogus-hermesoffice/convert-pdf-to-editable-word-locally.json",
   "md": "https://dedupedai.com/use-cases/criptogus-hermesoffice/convert-pdf-to-editable-word-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/criptogus-hermesoffice--convert-pdf-to-editable-word-locally.json"
  },
  {
   "id": "criptogus-hermesoffice--ai-edit-word-doc-with-own-api-key",
   "repo": "criptogus/HermesOffice",
   "title": "Rewrite sections of a Word document with AI, using your own key",
   "summary": "Ask an AI agent to edit a .docx block by block, then review the diffs and snapshots before keeping them.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/criptogus-hermesoffice/ai-edit-word-doc-with-own-api-key/",
   "json": "https://dedupedai.com/use-cases/u/criptogus-hermesoffice/ai-edit-word-doc-with-own-api-key.json",
   "md": "https://dedupedai.com/use-cases/criptogus-hermesoffice/ai-edit-word-doc-with-own-api-key/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/criptogus-hermesoffice--ai-edit-word-doc-with-own-api-key.json"
  },
  {
   "id": "criptogus-hermesoffice--fix-text-in-existing-pdf-keep-fonts",
   "repo": "criptogus/HermesOffice",
   "title": "Correct text in a PDF while keeping the original fonts",
   "summary": "Retype a paragraph inside an existing PDF without covering it with an annotation.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/criptogus-hermesoffice/fix-text-in-existing-pdf-keep-fonts/",
   "json": "https://dedupedai.com/use-cases/u/criptogus-hermesoffice/fix-text-in-existing-pdf-keep-fonts.json",
   "md": "https://dedupedai.com/use-cases/criptogus-hermesoffice/fix-text-in-existing-pdf-keep-fonts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/criptogus-hermesoffice--fix-text-in-existing-pdf-keep-fonts.json"
  },
  {
   "id": "criptogus-hermesoffice--build-hermesoffice-from-source",
   "repo": "criptogus/HermesOffice",
   "title": "Build Hermes Office from source for an unsupported platform",
   "summary": "Compile the suite yourself when no published build exists for Intel Mac, Windows, or Linux.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/criptogus-hermesoffice/build-hermesoffice-from-source/",
   "json": "https://dedupedai.com/use-cases/u/criptogus-hermesoffice/build-hermesoffice-from-source.json",
   "md": "https://dedupedai.com/use-cases/criptogus-hermesoffice/build-hermesoffice-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/criptogus-hermesoffice--build-hermesoffice-from-source.json"
  },
  {
   "id": "cristicretu-diri--watch-many-agents-from-one-sidebar",
   "repo": "cristicretu/diri",
   "title": "Track which of many coding agents needs your input",
   "summary": "Run several agents at once and see which are working, waiting, or finished in one sidebar.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/cristicretu-diri/watch-many-agents-from-one-sidebar/",
   "json": "https://dedupedai.com/use-cases/u/cristicretu-diri/watch-many-agents-from-one-sidebar.json",
   "md": "https://dedupedai.com/use-cases/cristicretu-diri/watch-many-agents-from-one-sidebar/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cristicretu-diri--watch-many-agents-from-one-sidebar.json"
  },
  {
   "id": "cristicretu-diri--isolate-parallel-tasks-in-worktrees",
   "repo": "cristicretu/diri",
   "title": "Give each coding task its own Git worktree and branch",
   "summary": "Run parallel agent tasks in separate worktrees so their changes never collide.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/cristicretu-diri/isolate-parallel-tasks-in-worktrees/",
   "json": "https://dedupedai.com/use-cases/u/cristicretu-diri/isolate-parallel-tasks-in-worktrees.json",
   "md": "https://dedupedai.com/use-cases/cristicretu-diri/isolate-parallel-tasks-in-worktrees/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cristicretu-diri--isolate-parallel-tasks-in-worktrees.json"
  },
  {
   "id": "cristicretu-diri--let-an-agent-spawn-a-review-swarm",
   "repo": "cristicretu/diri",
   "title": "Have one agent spawn and coordinate other agents",
   "summary": "Use the built-in MCP server so a lead agent can hand tasks to other agents and read their output.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/cristicretu-diri/let-an-agent-spawn-a-review-swarm/",
   "json": "https://dedupedai.com/use-cases/u/cristicretu-diri/let-an-agent-spawn-a-review-swarm.json",
   "md": "https://dedupedai.com/use-cases/cristicretu-diri/let-an-agent-spawn-a-review-swarm/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cristicretu-diri--let-an-agent-spawn-a-review-swarm.json"
  },
  {
   "id": "cristicretu-diri--review-agent-changes-beside-their-session",
   "repo": "cristicretu/diri",
   "title": "Review agent diffs and PR checks beside the session",
   "summary": "Inspect diffs, stage, commit, and follow PR checks next to the agent that wrote the code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/cristicretu-diri/review-agent-changes-beside-their-session/",
   "json": "https://dedupedai.com/use-cases/u/cristicretu-diri/review-agent-changes-beside-their-session.json",
   "md": "https://dedupedai.com/use-cases/cristicretu-diri/review-agent-changes-beside-their-session/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cristicretu-diri--review-agent-changes-beside-their-session.json"
  },
  {
   "id": "cristicretu-diri--run-agents-on-a-remote-ssh-host",
   "repo": "cristicretu/diri",
   "title": "Run coding agents on an SSH host you control",
   "summary": "Start agent sessions on a remote machine you own, without tmux, sudo, or a hosted relay.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/cristicretu-diri/run-agents-on-a-remote-ssh-host/",
   "json": "https://dedupedai.com/use-cases/u/cristicretu-diri/run-agents-on-a-remote-ssh-host.json",
   "md": "https://dedupedai.com/use-cases/cristicretu-diri/run-agents-on-a-remote-ssh-host/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cristicretu-diri--run-agents-on-a-remote-ssh-host.json"
  },
  {
   "id": "crow-hq-llm-wiki-v2--build-a-cited-wiki-from-documents",
   "repo": "crow-hq/llm-wiki-v2",
   "title": "Turn a pile of documents into a cited Markdown wiki",
   "summary": "Drop your files into a browser page and get a wiki of Markdown notes you can ask questions of.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/build-a-cited-wiki-from-documents/",
   "json": "https://dedupedai.com/use-cases/u/crow-hq-llm-wiki-v2/build-a-cited-wiki-from-documents.json",
   "md": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/build-a-cited-wiki-from-documents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/crow-hq-llm-wiki-v2--build-a-cited-wiki-from-documents.json"
  },
  {
   "id": "crow-hq-llm-wiki-v2--run-a-private-wiki-with-ollama",
   "repo": "crow-hq/llm-wiki-v2",
   "title": "Build a wiki that runs on your own computer with Ollama",
   "summary": "Use a free local model through Ollama so documents and answers stay on your machine.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/run-a-private-wiki-with-ollama/",
   "json": "https://dedupedai.com/use-cases/u/crow-hq-llm-wiki-v2/run-a-private-wiki-with-ollama.json",
   "md": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/run-a-private-wiki-with-ollama/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/crow-hq-llm-wiki-v2--run-a-private-wiki-with-ollama.json"
  },
  {
   "id": "crow-hq-llm-wiki-v2--serve-a-wiki-over-http-with-docker",
   "repo": "crow-hq/llm-wiki-v2",
   "title": "Run the wiki as a server that other tools can call",
   "summary": "Start the wiki in Docker and add documents and ask questions through its HTTP API.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/serve-a-wiki-over-http-with-docker/",
   "json": "https://dedupedai.com/use-cases/u/crow-hq-llm-wiki-v2/serve-a-wiki-over-http-with-docker.json",
   "md": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/serve-a-wiki-over-http-with-docker/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/crow-hq-llm-wiki-v2--serve-a-wiki-over-http-with-docker.json"
  },
  {
   "id": "crow-hq-llm-wiki-v2--file-documents-from-python-code",
   "repo": "crow-hq/llm-wiki-v2",
   "title": "Add documents to a wiki from a Python script",
   "summary": "Import the Wiki class and file text or files into a wiki from your own code.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/file-documents-from-python-code/",
   "json": "https://dedupedai.com/use-cases/u/crow-hq-llm-wiki-v2/file-documents-from-python-code.json",
   "md": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/file-documents-from-python-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/crow-hq-llm-wiki-v2--file-documents-from-python-code.json"
  },
  {
   "id": "crow-hq-llm-wiki-v2--audit-and-health-check-a-crow-wiki",
   "repo": "crow-hq/llm-wiki-v2",
   "title": "Find notes filed in the wrong folder and check wiki health",
   "summary": "Use the audit and health commands to review where CROW would move notes and which folders keep growing.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/audit-and-health-check-a-crow-wiki/",
   "json": "https://dedupedai.com/use-cases/u/crow-hq-llm-wiki-v2/audit-and-health-check-a-crow-wiki.json",
   "md": "https://dedupedai.com/use-cases/crow-hq-llm-wiki-v2/audit-and-health-check-a-crow-wiki/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/crow-hq-llm-wiki-v2--audit-and-health-check-a-crow-wiki.json"
  },
  {
   "id": "cryer-star-cli--review-and-commit-repo-changes",
   "repo": "cryer/star-cli",
   "title": "Review working-tree changes and draft a commit message",
   "summary": "Use /diff to read colored changes, then /commit to draft a Conventional Commits message.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/cryer-star-cli/review-and-commit-repo-changes/",
   "json": "https://dedupedai.com/use-cases/u/cryer-star-cli/review-and-commit-repo-changes.json",
   "md": "https://dedupedai.com/use-cases/cryer-star-cli/review-and-commit-repo-changes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cryer-star-cli--review-and-commit-repo-changes.json"
  },
  {
   "id": "cryer-star-cli--plan-changes-read-only-before-edits",
   "repo": "cryer/star-cli",
   "title": "Plan a change read-only before any file is edited",
   "summary": "Run plan mode so the agent researches without writing and waits for your approval.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/cryer-star-cli/plan-changes-read-only-before-edits/",
   "json": "https://dedupedai.com/use-cases/u/cryer-star-cli/plan-changes-read-only-before-edits.json",
   "md": "https://dedupedai.com/use-cases/cryer-star-cli/plan-changes-read-only-before-edits/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cryer-star-cli--plan-changes-read-only-before-edits.json"
  },
  {
   "id": "cryer-star-cli--script-agent-print-mode-ndjson",
   "repo": "cryer/star-cli",
   "title": "Call the agent from a shell script with print mode and JSON",
   "summary": "Run one prompt with star -p and --json, then parse the NDJSON output in a script.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/cryer-star-cli/script-agent-print-mode-ndjson/",
   "json": "https://dedupedai.com/use-cases/u/cryer-star-cli/script-agent-print-mode-ndjson.json",
   "md": "https://dedupedai.com/use-cases/cryer-star-cli/script-agent-print-mode-ndjson/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cryer-star-cli--script-agent-print-mode-ndjson.json"
  },
  {
   "id": "cryer-star-cli--resume-and-export-agent-sessions",
   "repo": "cryer/star-cli",
   "title": "Resume a past agent session and export it to Markdown",
   "summary": "Reopen a saved session with /resume or star -r, then save it as Markdown with /export.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/cryer-star-cli/resume-and-export-agent-sessions/",
   "json": "https://dedupedai.com/use-cases/u/cryer-star-cli/resume-and-export-agent-sessions.json",
   "md": "https://dedupedai.com/use-cases/cryer-star-cli/resume-and-export-agent-sessions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/cryer-star-cli--resume-and-export-agent-sessions.json"
  },
  {
   "id": "csr1010-wappy-kit--personal-whatsapp-assistant-with-memory",
   "repo": "csr1010/wappy-kit",
   "title": "Run a personal WhatsApp assistant that remembers you",
   "summary": "A self-hosted agent on your own machine that keeps session context across days of chats.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/csr1010-wappy-kit/personal-whatsapp-assistant-with-memory/",
   "json": "https://dedupedai.com/use-cases/u/csr1010-wappy-kit/personal-whatsapp-assistant-with-memory.json",
   "md": "https://dedupedai.com/use-cases/csr1010-wappy-kit/personal-whatsapp-assistant-with-memory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/csr1010-wappy-kit--personal-whatsapp-assistant-with-memory.json"
  },
  {
   "id": "csr1010-wappy-kit--ask-whatsapp-about-gmail-and-calendar",
   "repo": "csr1010/wappy-kit",
   "title": "Ask WhatsApp about your Gmail and Calendar",
   "summary": "Text the bot in plain English to find emails or check your calendar, using your own Google account.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/csr1010-wappy-kit/ask-whatsapp-about-gmail-and-calendar/",
   "json": "https://dedupedai.com/use-cases/u/csr1010-wappy-kit/ask-whatsapp-about-gmail-and-calendar.json",
   "md": "https://dedupedai.com/use-cases/csr1010-wappy-kit/ask-whatsapp-about-gmail-and-calendar/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/csr1010-wappy-kit--ask-whatsapp-about-gmail-and-calendar.json"
  },
  {
   "id": "csr1010-wappy-kit--answer-questions-from-private-notes-over-whatsapp",
   "repo": "csr1010/wappy-kit",
   "title": "Answer questions from your own notes over WhatsApp",
   "summary": "Ingest your notes into a local knowledge base and ask about them from WhatsApp, fully offline.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/csr1010-wappy-kit/answer-questions-from-private-notes-over-whatsapp/",
   "json": "https://dedupedai.com/use-cases/u/csr1010-wappy-kit/answer-questions-from-private-notes-over-whatsapp.json",
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  {
   "id": "csr1010-wappy-kit--build-support-agent-on-your-ticketing-system",
   "repo": "csr1010/wappy-kit",
   "title": "Build a support agent that works your ticket system",
   "summary": "Wire your own ticketing tools into a WhatsApp agent so customers get fixes, not just an email form.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "typescript",
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   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/csr1010-wappy-kit--build-support-agent-on-your-ticketing-system.json"
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  {
   "id": "ctoldigital-axuse--verify-fact-on-web-page",
   "repo": "ctoldigital/axuse",
   "title": "Find a fact on a web page and confirm its source",
   "summary": "An agent opens a page, locates a named link or value, and reports where it points.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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  {
   "id": "ctoldigital-axuse--fill-long-form-in-one-call",
   "repo": "ctoldigital/axuse",
   "title": "Fill a long web form in one call and submit it",
   "summary": "An agent sets every field of a multi-step web form and clicks submit, with typed errors on failure.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "javascript",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "ctoldigital-axuse--extract-matching-lines-from-long-page",
   "repo": "ctoldigital/axuse",
   "title": "Pull matching lines from a long or endless web page",
   "summary": "An agent scrolls a feed until a term appears, then returns only the matching lines.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "javascript",
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   "seen_in_the_wild": false,
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  {
   "id": "ctoldigital-axuse--work-in-logged-in-daily-chrome",
   "repo": "ctoldigital/axuse",
   "title": "Let an agent work inside your own logged-in Chrome",
   "summary": "An agent uses your daily Chrome or Edge session through the extension bridge.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
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   "seen_in_the_wild": false,
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   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/ctoldigital-axuse--work-in-logged-in-daily-chrome.json"
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  {
   "id": "cursor-plugins--scaffold-new-cursor-plugin",
   "repo": "cursor/plugins",
   "title": "Scaffold and validate a new Cursor plugin",
   "summary": "Start a new agent plugin from the create-plugin template and check it is valid before sharing.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/cursor-plugins--scaffold-new-cursor-plugin.json"
  },
  {
   "id": "cursor-plugins--fan-large-task-across-cloud-agents",
   "repo": "cursor/plugins",
   "title": "Split a large task across parallel cloud agents",
   "summary": "Use the orchestrate plugin to run planners, workers, and verifiers on one big job at once.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/cursor-plugins--fan-large-task-across-cloud-agents.json"
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  {
   "id": "cursor-plugins--review-pr-diff-by-importance",
   "repo": "cursor/plugins",
   "title": "Review a pull request diff grouped by importance",
   "summary": "Render a PR diff as a review canvas so the most important changes are read first.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "cursor-plugins--plan-github-app-port-to-origin",
   "repo": "cursor/plugins",
   "title": "Plan the port of a GitHub App to the Origin API",
   "summary": "Use origin-apps to map an existing GitHub App onto the Origin API before writing code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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  {
   "id": "cygnux-labs-tracekit--see-denied-call-and-tamper-check",
   "repo": "Cygnux-Labs/Tracekit",
   "title": "See a denied command and a tamper check in 5 seconds",
   "summary": "Run the built-in demo to watch a risky shell call get denied and a rewritten record fail verification.",
   "category": "Security and science",
   "tags": [
    "Security and science"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "id": "cygnux-labs-tracekit--record-python-agent-run",
   "repo": "Cygnux-Labs/Tracekit",
   "title": "Record every tool call of a Python agent run",
   "summary": "Add two lines to a Python agent so each tool and model call is gated, signed, and checked after the run.",
   "category": "Security and science",
   "tags": [
    "Security and science"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "cygnux-labs-tracekit--verify-run-file-offline",
   "repo": "Cygnux-Labs/Tracekit",
   "title": "Check a run file offline against a key you pinned",
   "summary": "Verify a .tkb run file with only the verifier and a public key, and see a tampered copy fail.",
   "category": "Security and science",
   "tags": [
    "Security and science"
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   "lang": "python",
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   "seen_in_the_wild": false,
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   "id": "cygnux-labs-tracekit--compare-asked-said-and-done",
   "repo": "Cygnux-Labs/Tracekit",
   "title": "Compare what an agent was asked, said, and did",
   "summary": "Record a v2 coding-agent run and run analysis that compares the request, the model's account, and what ran.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
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   "best": false,
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   "id": "da7-tech-sureforge--plan-multi-step-change-before-building",
   "repo": "Da7-Tech/SureForge",
   "title": "Plan a multi-step change before any code is written",
   "summary": "Make an agent research, ask, and plan a big change before it builds anything.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "da7-tech-sureforge--run-high-stakes-work-in-full-mode",
   "repo": "Da7-Tech/SureForge",
   "title": "Run a high-stakes change in full mode with extra checks",
   "summary": "Use the skill's full mode for risky or hard-to-reverse work with more verification.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "python",
   "date": "2026-10-20",
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   "id": "da7-tech-sureforge--check-installed-skill-matches-source",
   "repo": "Da7-Tech/SureForge",
   "title": "Check that an installed Sure Forge copy matches the source",
   "summary": "Confirm that an installed copy of the skill is byte-identical to the repository version.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
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   "id": "da7-tech-sureforge--get-a-delivery-report-of-what-was-checked",
   "repo": "Da7-Tech/SureForge",
   "title": "Get a delivery report of what was checked and what was not",
   "summary": "Receive agent-written work with a clear list of verified, reused, and unchecked items.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "repo": "dagoSte/squadra",
   "title": "Coordinate Claude, Codex and Cursor windows on one project",
   "summary": "Give several AI coding windows shared tasks, acknowledgements and a review step on one codebase.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "date": "2026-10-20",
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   "id": "dagoste-squadra--pick-the-next-ai-window-by-token-use",
   "repo": "dagoSte/squadra",
   "title": "Pick the next window for a task by token use and quota",
   "summary": "See what each AI window spent and which window or model should take the next task.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "python",
   "date": "2026-10-20",
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   "id": "dagoste-squadra--prove-changes-with-parallel-tests",
   "repo": "dagoSte/squadra",
   "title": "Prove each change with parallel tests and a source-bound proof",
   "summary": "Run the test gate for a task, queue busy resources and attach proof tied to the frozen code.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "python",
   "date": "2026-10-20",
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   "id": "dagoste-squadra--resume-long-task-in-fresh-window",
   "repo": "dagoSte/squadra",
   "title": "Resume a long task in a fresh window without a full log dump",
   "summary": "Prepare a bounded resume packet so an agent can continue a long task from its references.",
   "category": "Software and DevOps",
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   "lang": "python",
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  {
   "id": "danielxu0208-rsi-eval--preview-benchmark-tasks-before-running",
   "repo": "Danielxu0208/rsi_eval",
   "title": "Preview benchmark tasks before spending model quota",
   "summary": "Check which tasks, candidate hash, and settings a run would use, with no Docker or model calls.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
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   "id": "danielxu0208-rsi-eval--run-codex-candidate-on-terminal-bench-task",
   "repo": "Danielxu0208/rsi_eval",
   "title": "Run a Codex candidate on one Terminal-Bench task",
   "summary": "Score a candidate agent on a single Terminal-Bench 2.0 task and read the per-task result.",
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   "title": "Build your own self-improvement loop around evaluate()",
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   "repo": "Danielxu0208/rsi_eval",
   "title": "Run a bundled RSI method on a prepared experiment",
   "summary": "Prepare, check, run, and independently test a Meta-Harness, RRSI, AHE, or HarnessX workflow.",
   "category": "Software and DevOps",
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   "id": "danilo-znamerovszkij-draw-your-font--handwriting-photo-to-font-with-claude-code",
   "repo": "danilo-znamerovszkij/draw-your-font",
   "title": "Turn a handwriting photo into a font with Claude Code",
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   "repo": "danilo-znamerovszkij/draw-your-font",
   "title": "Build a font from a photo with the CLI, no AI",
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   "repo": "danilo-znamerovszkij/draw-your-font",
   "title": "Print a template to get a cleaner handwriting font",
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   "title": "Export a handwriting web font with CSS for a site",
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   "repo": "datawhalechina/zero-to-sglang",
   "title": "Map RadixAttention from the course to SGLang source",
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   "repo": "davidondrej/cloudroom-core",
   "title": "Run coding agents on your own Linux server",
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   "repo": "davidondrej/cloudroom-core",
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   "repo": "davidondrej/cloudroom-gui",
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   "repo": "davidondrej/cloudroom-gui",
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   "id": "deeplethe-fde-gym--work-a-case-from-the-command-line",
   "repo": "deeplethe/fde-gym",
   "title": "Work an FDE Gym case from the command line with the harness",
   "summary": "Use the Python harness to work a case without the browser workbench.",
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   "api": "https://dedupedai.com/api/v1/usecases/deeplethe-fde-gym--work-a-case-from-the-command-line.json"
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   "repo": "deeplethe/fde-gym",
   "title": "Add extra runner machines to a self-hosted FDE Gym site",
   "summary": "Attach more machines to run cases, on any network that reaches the site.",
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   "tags": [
    "Software and DevOps"
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   "api": "https://dedupedai.com/api/v1/usecases/deeplethe-fde-gym--add-runner-machines-to-a-self-hosted-site.json"
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   "id": "deeplethe-solid-glass--apply-solid-glass-to-shadcn-project",
   "repo": "deeplethe/solid-glass",
   "title": "Apply the Solid Glass look to a shadcn/ui project",
   "summary": "Install one stylesheet so existing shadcn/ui components take on the Solid Glass material.",
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    "Software and DevOps"
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   "id": "deeplethe-solid-glass--add-agent-interface-components",
   "repo": "deeplethe/solid-glass",
   "title": "Add agent status and chat components to an AI app",
   "summary": "Install Solid Glass's agent-focused components for status, steps, diffs and questions.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "id": "deeplethe-solid-glass--preview-solid-glass-locally",
   "repo": "deeplethe/solid-glass",
   "title": "Run the Solid Glass site to preview components and blocks",
   "summary": "Start the repo's site locally to browse components, examples and blocks before adopting them.",
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    "Software and DevOps"
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   "id": "deeplethe-solid-glass--tune-solid-glass-theme-with-create-page",
   "repo": "deeplethe/solid-glass",
   "title": "Tune the glass thickness, tint and radius with the Create page",
   "summary": "Adjust theme dials on the Create page and take the few lines of CSS into your project.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "id": "deeplethe-utopia--answer-dated-contract-terms",
   "repo": "deeplethe/utopia",
   "title": "Find which contract terms applied on a given date",
   "summary": "Load a master agreement and its amendments, then ask which terms were in force on a date, with the source sentence.",
   "category": "Work and operations",
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    "Work and operations"
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   "id": "deeplethe-utopia--trace-who-held-role-over-time",
   "repo": "deeplethe/utopia",
   "title": "Show who held a role in a past quarter and what was known then",
   "summary": "Ingest dated announcements and minutes, then ask who held a role in a period and what the base believed at the time.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
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   "seen_in_the_wild": false,
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   "id": "deeplethe-utopia--let-agent-read-knowledge-base-over-mcp",
   "repo": "deeplethe/utopia",
   "title": "Connect a coding agent to a knowledge base over MCP",
   "summary": "Give Cursor a scoped MCP connection to a base so it can read dated facts and send proposed changes for review.",
   "category": "Work and operations",
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    "Work and operations"
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   "id": "deeplethe-utopia--push-timed-observations-into-graph",
   "repo": "deeplethe/utopia",
   "title": "Push timed observations from a system into a dated graph",
   "summary": "Send each observation with its timestamp so the base can answer where something was at a time and where it is now.",
   "category": "Work and operations",
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   "id": "deepseek-ai-deepseek-harness--run-dsh-web-ui-locally",
   "repo": "deepseek-ai/deepseek-harness",
   "title": "Start the DeepSeek Harness Web UI with one command",
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   "category": "Software and DevOps",
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   "seen_in_the_wild": false,
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   "id": "deepseek-ai-deepseek-harness--run-dsh-from-source-checkout",
   "repo": "deepseek-ai/deepseek-harness",
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   "id": "deepseek-ai-deepseek-harness--contribute-changes-with-agent-rules",
   "repo": "deepseek-ai/deepseek-harness",
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   "summary": "Point an agent at AGENTS.md and CONTRIBUTING.md so its edits follow project guidance.",
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   "id": "deepseek-ai-deepseek-harness--build-plugin-for-dsh",
   "repo": "deepseek-ai/deepseek-harness",
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   "id": "deerwork-ai-deer-workflow--generate-typescript-workflow-from-description",
   "repo": "deerwork-ai/deer-workflow",
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   "id": "deerwork-ai-deer-workflow--run-workflow-in-ci-with-json-events",
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   "title": "Run a workflow in CI and parse its JSON event stream",
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   "id": "deerwork-ai-deer-workflow--try-deep-research-example",
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   "title": "Run the Deep Research example to produce an HTML report",
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   "id": "deerwork-ai-deer-workflow--swap-agent-runtime-for-generation",
   "repo": "deerwork-ai/deer-workflow",
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   "id": "deerwork-ai-deer-workflow--add-new-agent-integration",
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   "id": "dengyier-openworkproof--verify-agent-work-offline",
   "repo": "dengyier/OpenWorkProof",
   "title": "Verify an agent work package offline without the vendor",
   "summary": "Check a signed Surface or Acceptance bundle with the owp CLI, no access to the original platform.",
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   "id": "dengyier-openworkproof--see-human-decision-gates-in-action",
   "repo": "dengyier/OpenWorkProof",
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   "category": "Software and DevOps",
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   "id": "dengyier-openworkproof--add-evidence-report-to-pull-requests",
   "repo": "dengyier/OpenWorkProof",
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   "category": "Software and DevOps",
   "tags": [
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   "id": "dengyier-openworkproof--package-delivery-case-for-settlement-review",
   "repo": "dengyier/OpenWorkProof",
   "title": "Package an agent delivery case for payer review",
   "summary": "Initialize, inspect, verify, and export a Verified Agent Delivery case as a third-party review package.",
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    "Software and DevOps"
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   "repo": "dengyier/OpenWorkProof",
   "title": "Build an acceptance bundle for an outside human signer",
   "summary": "Generate an Acceptance Bundle from a ledger so an external Acceptor can sign without a private key entering the tool.",
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    "Software and DevOps"
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   "id": "denrakeiw-scumble--replace-part-of-photo-with-colour-matched-layer",
   "repo": "DenRakEiw/scumble",
   "title": "Replace part of a photo with an AI layer that matches",
   "summary": "Select an area, describe the change, and get a colour-matched layer you can mask, blend or undo.",
   "category": "Content",
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    "Content"
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   "id": "denrakeiw-scumble--place-boxes-and-references-into-new-image",
   "repo": "DenRakEiw/scumble",
   "title": "Generate a new picture from boxes and reference images",
   "summary": "Draw boxes on an empty canvas, describe each one, and have FLUX 3 Image build the scene.",
   "category": "Content",
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    "Content"
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   "lang": "javascript",
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   "id": "denrakeiw-scumble--let-claude-code-edit-pictures-through-mcp",
   "repo": "DenRakEiw/scumble",
   "title": "Let Claude Code edit pictures in Scumble through MCP",
   "summary": "Connect Claude Code to Scumble's MCP server so an agent can select, generate, match and export.",
   "category": "Content",
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    "Content"
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   "id": "denrakeiw-scumble--export-layered-psd-from-local-comfyui",
   "repo": "DenRakEiw/scumble",
   "title": "Export a layered PSD from a local ComfyUI edit",
   "summary": "Run inpainting on your own ComfyUI and export the result as a PSD with layers and masks.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "devagrawal09-jev-review--review-git-diff-before-commit",
   "repo": "devagrawal09/jev-review",
   "title": "Review uncommitted Git changes before committing",
   "summary": "Get a staged review of your current diff and read the findings in a local dashboard.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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  {
   "id": "devagrawal09-jev-review--scan-codebase-for-review-risks",
   "repo": "devagrawal09/jev-review",
   "title": "Scan a whole package for review risks",
   "summary": "Run a complete codebase scan on a repository or package and browse the results in the dashboard.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "devagrawal09-jev-review--pipe-review-json-to-coding-agent",
   "repo": "devagrawal09/jev-review",
   "title": "Feed a diff review as JSON to a coding agent",
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   "seen_in_the_wild": false,
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   "id": "devagrawal09-jev-review--extend-staged-review-workflow",
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   "summary": "Change the review layers or policy in code and confirm the dependency checks still pass.",
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   "seen_in_the_wild": false,
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   "id": "devdock-ai-claude-unlimited--keep-claude-code-session-running-past-limit",
   "repo": "DevDock-AI/claude-unlimited",
   "title": "Keep a Claude Code session going past a usage limit",
   "summary": "Pool two or more accounts so a long coding session switches accounts instead of stopping.",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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  {
   "id": "devdock-ai-claude-unlimited--spread-subagents-across-accounts",
   "repo": "DevDock-AI/claude-unlimited",
   "title": "Spread a Claude Code session's subagents across accounts",
   "summary": "Run the main agent and each subagent on different pooled accounts to share the load.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/devdock-ai-claude-unlimited--spread-subagents-across-accounts.json"
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   "id": "devdock-ai-claude-unlimited--track-ai-spend-by-model-and-project",
   "repo": "DevDock-AI/claude-unlimited",
   "title": "Track AI spend by model and project in one dashboard",
   "summary": "See cost and token use over time, split by model, project and account, on your own machine.",
   "category": "Software and DevOps",
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   "seen_in_the_wild": false,
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   "id": "devdock-ai-claude-unlimited--call-pooled-accounts-from-own-app",
   "repo": "DevDock-AI/claude-unlimited",
   "title": "Send your own app's Anthropic API calls through the pool",
   "summary": "Point any Messages API client at the local daemon so its requests use the pooled accounts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
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   "id": "devilcoolyue-agentbox--run-claude-code-in-browser-on-own-server",
   "repo": "devilcoolyue/agentbox",
   "title": "Run Claude Code in a browser workspace on your server",
   "summary": "Install Agentbox on a Linux server and code with Claude Code from any browser.",
   "category": "Software and DevOps",
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  {
   "id": "devilcoolyue-agentbox--review-agent-changes-and-open-pr",
   "repo": "devilcoolyue/agentbox",
   "title": "Review agent changes per file and open a PR",
   "summary": "Check each diff the agent made, then commit, push, and open a PR or MR from the browser.",
   "category": "Software and DevOps",
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   "id": "devilcoolyue-agentbox--share-agent-accounts-and-track-team-usage",
   "repo": "devilcoolyue/agentbox",
   "title": "Share agent accounts with a team and track usage",
   "summary": "Pool Claude and Codex accounts, scope them per user, and export usage costs as CSV.",
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   "id": "devilcoolyue-agentbox--reach-private-services-from-workspace",
   "repo": "devilcoolyue/agentbox",
   "title": "Let a workspace reach private services through abox-link",
   "summary": "Pair abox-link so an agent can use allowlisted repositories, databases, or services on your network.",
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   "repo": "DFarm6/Prism-Browser-Community",
   "title": "Keep each of your own accounts in its own browser profile",
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   "repo": "DFarm6/Prism-Browser-Community",
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   "summary": "Open a profile on the public test pages the project uses to check its own kernel.",
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   "repo": "DFarm6/Prism-Browser-Community",
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   "repo": "DFarm6/Prism-Browser-Community",
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   "api": "https://dedupedai.com/api/v1/usecases/dfarm6-prism-browser-community--move-profiles-to-new-computer.json"
  },
  {
   "id": "dicklesworthstone-skillranker--rank-skills-for-next-claude-code-step",
   "repo": "Dicklesworthstone/skillranker",
   "title": "Suggest the right agent skill for each Claude Code step",
   "summary": "Connect a Claude Code session to SkillRanker so each next step gets a ranked, advisory skill suggestion.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/dicklesworthstone-skillranker/rank-skills-for-next-claude-code-step/",
   "json": "https://dedupedai.com/use-cases/u/dicklesworthstone-skillranker/rank-skills-for-next-claude-code-step.json",
   "md": "https://dedupedai.com/use-cases/dicklesworthstone-skillranker/rank-skills-for-next-claude-code-step/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dicklesworthstone-skillranker--rank-skills-for-next-claude-code-step.json"
  },
  {
   "id": "dicklesworthstone-skillranker--try-skillranker-offline-before-connecting",
   "repo": "Dicklesworthstone/skillranker",
   "title": "Inspect a labeled skill ranking offline first",
   "summary": "Run the built-in fixture demo and readiness checks before sharing any real session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/dicklesworthstone-skillranker/try-skillranker-offline-before-connecting.json",
   "md": "https://dedupedai.com/use-cases/dicklesworthstone-skillranker/try-skillranker-offline-before-connecting/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dicklesworthstone-skillranker--try-skillranker-offline-before-connecting.json"
  },
  {
   "id": "dicklesworthstone-skillranker--explain-why-a-skill-was-not-suggested",
   "repo": "Dicklesworthstone/skillranker",
   "title": "Find out why an expected skill was excluded",
   "summary": "Trace where a specific skill dropped out of a ranking and what threshold or setting caused it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/dicklesworthstone-skillranker/explain-why-a-skill-was-not-suggested.json",
   "md": "https://dedupedai.com/use-cases/dicklesworthstone-skillranker/explain-why-a-skill-was-not-suggested/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dicklesworthstone-skillranker--explain-why-a-skill-was-not-suggested.json"
  },
  {
   "id": "dicklesworthstone-skillranker--review-skill-usage-and-coverage-gaps",
   "repo": "Dicklesworthstone/skillranker",
   "title": "Review skill adoption and find coverage gaps",
   "summary": "Check which skills are loaded, where descriptions are weak, and where the library lacks coverage.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/dicklesworthstone-skillranker/review-skill-usage-and-coverage-gaps/",
   "json": "https://dedupedai.com/use-cases/u/dicklesworthstone-skillranker/review-skill-usage-and-coverage-gaps.json",
   "md": "https://dedupedai.com/use-cases/dicklesworthstone-skillranker/review-skill-usage-and-coverage-gaps/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dicklesworthstone-skillranker--review-skill-usage-and-coverage-gaps.json"
  },
  {
   "id": "dicklesworthstone-skillranker--replay-labeled-evaluations-offline",
   "repo": "Dicklesworthstone/skillranker",
   "title": "Replay a labeled evaluation set without network calls",
   "summary": "Re-run a labeled ranking dataset locally to compare policies without spending provider calls.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/dicklesworthstone-skillranker/replay-labeled-evaluations-offline/",
   "json": "https://dedupedai.com/use-cases/u/dicklesworthstone-skillranker/replay-labeled-evaluations-offline.json",
   "md": "https://dedupedai.com/use-cases/dicklesworthstone-skillranker/replay-labeled-evaluations-offline/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dicklesworthstone-skillranker--replay-labeled-evaluations-offline.json"
  },
  {
   "id": "diegosouzapw-omniroute--keep-coding-when-quota-runs-out",
   "repo": "diegosouzapw/OmniRoute",
   "title": "Keep coding when one provider's quota runs out",
   "summary": "Route Claude Code, Codex or Cursor through one gateway that falls back to the next healthy model.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/diegosouzapw-omniroute/keep-coding-when-quota-runs-out/",
   "json": "https://dedupedai.com/use-cases/u/diegosouzapw-omniroute/keep-coding-when-quota-runs-out.json",
   "md": "https://dedupedai.com/use-cases/diegosouzapw-omniroute/keep-coding-when-quota-runs-out/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/diegosouzapw-omniroute--keep-coding-when-quota-runs-out.json"
  },
  {
   "id": "diegosouzapw-omniroute--send-one-api-call-to-many-models",
   "repo": "diegosouzapw/OmniRoute",
   "title": "Send one API call to many models from a script",
   "summary": "Point any OpenAI-style client at one local endpoint and switch models without changing code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/diegosouzapw-omniroute/send-one-api-call-to-many-models/",
   "json": "https://dedupedai.com/use-cases/u/diegosouzapw-omniroute/send-one-api-call-to-many-models.json",
   "md": "https://dedupedai.com/use-cases/diegosouzapw-omniroute/send-one-api-call-to-many-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/diegosouzapw-omniroute--send-one-api-call-to-many-models.json"
  },
  {
   "id": "diegosouzapw-omniroute--compare-free-tier-capacity-before-choosing",
   "repo": "diegosouzapw/OmniRoute",
   "title": "Compare free-tier capacity before choosing providers",
   "summary": "Check the dashboard's free-tier catalog to see how much usable free capacity you have.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/diegosouzapw-omniroute/compare-free-tier-capacity-before-choosing/",
   "json": "https://dedupedai.com/use-cases/u/diegosouzapw-omniroute/compare-free-tier-capacity-before-choosing.json",
   "md": "https://dedupedai.com/use-cases/diegosouzapw-omniroute/compare-free-tier-capacity-before-choosing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/diegosouzapw-omniroute--compare-free-tier-capacity-before-choosing.json"
  },
  {
   "id": "dieqiyun-uni-switch--switch-codex-claude-provider",
   "repo": "dieqiyun/uni-switch",
   "title": "Switch Codex and Claude Code to a new API provider",
   "summary": "Add a provider once with its API address and key, then switch between providers with one click.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/dieqiyun-uni-switch/switch-codex-claude-provider/",
   "json": "https://dedupedai.com/use-cases/u/dieqiyun-uni-switch/switch-codex-claude-provider.json",
   "md": "https://dedupedai.com/use-cases/dieqiyun-uni-switch/switch-codex-claude-provider/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dieqiyun-uni-switch--switch-codex-claude-provider.json"
  },
  {
   "id": "dieqiyun-uni-switch--sync-and-tune-provider-models",
   "repo": "dieqiyun/uni-switch",
   "title": "Sync a provider's models and set context limits",
   "summary": "Refresh the model list after a provider changes its models and set the default and context length for each.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/dieqiyun-uni-switch/sync-and-tune-provider-models/",
   "json": "https://dedupedai.com/use-cases/u/dieqiyun-uni-switch/sync-and-tune-provider-models.json",
   "md": "https://dedupedai.com/use-cases/dieqiyun-uni-switch/sync-and-tune-provider-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dieqiyun-uni-switch--sync-and-tune-provider-models.json"
  },
  {
   "id": "dieqiyun-uni-switch--edit-zcode-dsh-workbuddy-configs",
   "repo": "dieqiyun/uni-switch",
   "title": "Edit ZCode, DSH or WorkBuddy config files with backups",
   "summary": "View the real config file for another client, edit it inside the app, and keep a backup before saving.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/dieqiyun-uni-switch/edit-zcode-dsh-workbuddy-configs/",
   "json": "https://dedupedai.com/use-cases/u/dieqiyun-uni-switch/edit-zcode-dsh-workbuddy-configs.json",
   "md": "https://dedupedai.com/use-cases/dieqiyun-uni-switch/edit-zcode-dsh-workbuddy-configs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dieqiyun-uni-switch--edit-zcode-dsh-workbuddy-configs.json"
  },
  {
   "id": "dieqiyun-uni-switch--build-uni-switch-from-source",
   "repo": "dieqiyun/uni-switch",
   "title": "Build and test Uni Switch from source",
   "summary": "Install dependencies, run the checks and build the desktop app from the repository.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/dieqiyun-uni-switch/build-uni-switch-from-source.json",
   "md": "https://dedupedai.com/use-cases/dieqiyun-uni-switch/build-uni-switch-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dieqiyun-uni-switch--build-uni-switch-from-source.json"
  },
  {
   "id": "dingooz-llm-visuals--watch-local-llama-server-live",
   "repo": "DingoOz/llm-visuals",
   "title": "Watch tokens per second and TTFT on a local server",
   "summary": "Attach the dashboard to a running llama-server and see tok/s, time to first token and GPU load update live.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/dingooz-llm-visuals/watch-local-llama-server-live.json",
   "md": "https://dedupedai.com/use-cases/dingooz-llm-visuals/watch-local-llama-server-live/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dingooz-llm-visuals--watch-local-llama-server-live.json"
  },
  {
   "id": "dingooz-llm-visuals--preview-dashboard-views-without-hardware",
   "repo": "DingoOz/llm-visuals",
   "title": "Preview every dashboard view with no GPU or model",
   "summary": "Run the built-in demo to see all views on synthetic data before setting up a real server.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/dingooz-llm-visuals/preview-dashboard-views-without-hardware.json",
   "md": "https://dedupedai.com/use-cases/dingooz-llm-visuals/preview-dashboard-views-without-hardware/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dingooz-llm-visuals--preview-dashboard-views-without-hardware.json"
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  {
   "id": "dingooz-llm-visuals--log-llm-requests-to-sqlite",
   "repo": "DingoOz/llm-visuals",
   "title": "Record every request to a SQLite log for analysis",
   "summary": "Start the dashboard with a log database so request rows are saved for later review.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/dingooz-llm-visuals/log-llm-requests-to-sqlite.json",
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   "api": "https://dedupedai.com/api/v1/usecases/dingooz-llm-visuals--log-llm-requests-to-sqlite.json"
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   "id": "dingooz-llm-visuals--build-release-binaries-for-six-targets",
   "repo": "DingoOz/llm-visuals",
   "title": "Build release binaries for six OS and CPU targets",
   "summary": "Cross-compile archives for Linux, macOS and Windows on x86-64 and ARM64 from one machine.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/dingooz-llm-visuals--build-release-binaries-for-six-targets.json"
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  {
   "id": "disler-durable-pi--run-durable-agent-on-own-machine",
   "repo": "disler/durable-pi",
   "title": "Run a durable agent on your own machine",
   "summary": "Start a device server and web hub so an agent keeps running after you close the browser.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/disler-durable-pi/run-durable-agent-on-own-machine.json",
   "md": "https://dedupedai.com/use-cases/disler-durable-pi/run-durable-agent-on-own-machine/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/disler-durable-pi--run-durable-agent-on-own-machine.json"
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  {
   "id": "disler-durable-pi--watch-proactive-agent-open-incident",
   "repo": "disler/durable-pi",
   "title": "Watch a proactive agent open an incident",
   "summary": "Run the demo where an agent starts on its own, investigates a failing checkout and waits for your deploy approval.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/disler-durable-pi/watch-proactive-agent-open-incident/index.md",
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  {
   "id": "disler-durable-pi--attach-terminal-and-steer-agent",
   "repo": "disler/durable-pi",
   "title": "Attach a terminal to a running agent and steer it",
   "summary": "Reconnect from the terminal to an agent on a device and send it follow-ups or interrupts.",
   "category": "Software and DevOps",
   "tags": [
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   "date": "2026-10-20",
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   "id": "disler-durable-pi--gate-release-check-with-approval",
   "repo": "disler/durable-pi",
   "title": "Gate a release check behind your own approval",
   "summary": "Run the release-check durable job so the agent gathers evidence and waits for you before it publishes.",
   "category": "Software and DevOps",
   "tags": [
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "json": "https://dedupedai.com/use-cases/u/disler-durable-pi/gate-release-check-with-approval.json",
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   "api": "https://dedupedai.com/api/v1/usecases/disler-durable-pi--gate-release-check-with-approval.json"
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  {
   "id": "dob323-session-kit--see-which-ai-session-needs-you",
   "repo": "dob323/session-kit",
   "title": "Find the one AI coding session that needs you",
   "summary": "See every Claude Code and Codex session in one picker and jump to the one waiting on you.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/dob323-session-kit/see-which-ai-session-needs-you.json",
   "md": "https://dedupedai.com/use-cases/dob323-session-kit/see-which-ai-session-needs-you/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dob323-session-kit--see-which-ai-session-needs-you.json"
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  {
   "id": "dob323-session-kit--keep-ai-sessions-alive-over-ssh",
   "repo": "dob323/session-kit",
   "title": "Keep AI coding sessions running through SSH drops",
   "summary": "Start Claude Code or Codex on a remote host and reconnect later without losing the session.",
   "category": "Software and DevOps",
   "tags": [
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   "date": "2026-10-20",
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   "score": 0.9,
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   "id": "dob323-session-kit--run-claude-sessions-on-separate-accounts",
   "repo": "dob323/session-kit",
   "title": "Run each Claude Code session on its own account",
   "summary": "Enrol several Claude Code logins and pick the account for each session at launch.",
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    "Software and DevOps"
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   "id": "dob323-session-kit--reopen-a-closed-ai-conversation",
   "repo": "dob323/session-kit",
   "title": "Reopen an AI conversation after closing its session",
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    "Software and DevOps"
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   "id": "dom-actions-doma--fill-web-forms-with-doma",
   "repo": "dom-actions/doma",
   "title": "Fill repetitive web forms with DomA in your browser",
   "summary": "Let DomA fill and submit repeated web forms in Chrome or Edge using your own LLM key.",
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    "Work and operations"
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   "id": "dom-actions-doma--collect-web-data-with-browser-agent",
   "repo": "dom-actions/doma",
   "title": "Collect data from web pages using a browser agent",
   "summary": "Have DomA browse a set of pages and gather the information you need into one place.",
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    "Work and operations"
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  {
   "id": "dom-actions-doma--customize-doma-from-source",
   "repo": "dom-actions/doma",
   "title": "Build and modify DomA from its open-source source code",
   "summary": "Clone the repo, build it, and run the dev mode to change how the browser agent behaves.",
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    "Work and operations"
   ],
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "dominic789654-awesome-deepseek-harness--review-agent-edits-before-keeping",
   "repo": "Dominic789654/awesome-deepseek-harness",
   "title": "Review and approve agent edits before keeping them",
   "summary": "Install a diff approval plugin so every agent edit can be reviewed, kept or reverted per file or block.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "id": "dominic789654-awesome-deepseek-harness--keep-memory-across-dsh-sessions",
   "repo": "Dominic789654/awesome-deepseek-harness",
   "title": "Keep notes and facts across DSH coding sessions",
   "summary": "Add a memory plugin so DSH re-reads global and per-project markdown notes in later sessions.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "dominic789654-awesome-deepseek-harness--see-what-fills-the-context-window",
   "repo": "Dominic789654/awesome-deepseek-harness",
   "title": "See what fills the DSH context window",
   "summary": "Install a context dashboard that breaks down window use, compression and token stats per request.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "dominic789654-awesome-deepseek-harness--pick-a-vetted-dsh-plugin",
   "repo": "Dominic789654/awesome-deepseek-harness",
   "title": "Find and install a vetted DSH plugin",
   "summary": "Use the listed marketplaces to browse plugins, then install one into your DSH profile.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "id": "dominic789654-awesome-deepseek-harness--migrate-old-plugin-to-new-dsh",
   "repo": "Dominic789654/awesome-deepseek-harness",
   "title": "Upgrade an old DSH plugin to a new DSH release",
   "summary": "Use an upgrade skill pack so Claude Code or Codex can migrate a plugin to a newer DSH version.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
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   "best": false,
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   "id": "dondai44423-bladebro--collect-infinite-scroll-feed",
   "repo": "dondai44423/bladebro",
   "title": "Collect a whole infinite-scroll feed in one call",
   "summary": "An agent scrolls, dedupes and returns a full feed as one artifact.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "id": "dondai44423-bladebro--run-multi-step-web-workflow",
   "repo": "dondai44423/bladebro",
   "title": "Run a multi-step web workflow in one agent call",
   "summary": "Batch browser actions and branch on page state without a round trip per step.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "best": false,
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   "id": "dondai44423-bladebro--drive-your-own-logged-in-browser",
   "repo": "dondai44423/bladebro",
   "title": "Let an agent use your own logged-in browser",
   "summary": "Point the agent at your real Chromium-family browser with your profile and logins.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
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   "best": false,
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   "id": "dondai44423-bladebro--give-hermes-agent-a-browser",
   "repo": "dondai44423/bladebro",
   "title": "Give Hermes Agent a browser with five tools",
   "summary": "Connect Hermes Agent to Bladebro's browser tools with one setup command.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "dondai44423-bladebro--browse-bot-protected-sites-with-stealth",
   "repo": "dondai44423/bladebro",
   "title": "Load bot-protected pages that block default browsers",
   "summary": "Use Bladebro's stealth layer to load sites with anti-bot protection.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "best": false,
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   "id": "dondai44423-donsetch--live-web-research-for-coding-agent",
   "repo": "dondai44423/donsetch",
   "title": "Give a coding agent live web search and fetch",
   "summary": "Register DonSeTch as an MCP server so Claude Code or Cursor can search and read current web pages.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "rust",
   "date": "2026-10-20",
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   "id": "dondai44423-donsetch--cut-long-pages-to-needed-sections",
   "repo": "dondai44423/donsetch",
   "title": "Read only the needed part of long web pages",
   "summary": "Use DonSeTch's token controls so an agent pulls a table of contents or one section, not the whole page.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "rust",
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   "id": "dondai44423-donsetch--extract-text-from-scanned-pdfs",
   "repo": "dondai44423/donsetch",
   "title": "Pull text out of scanned PDF reports",
   "summary": "Let DonSeTch fetch a scanned PDF and run its built-in OCR so the text can be read or searched.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "rust",
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   "id": "dondai44423-donsetch--read-pages-behind-bot-walls",
   "repo": "dondai44423/donsetch",
   "title": "Read pages that block simple scrapers",
   "summary": "Use DonSeTch's stealth fetch and browser escalation to read pages that serve bot walls.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "rust",
   "date": "2026-10-20",
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   "best": false,
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   "id": "dpro-at-tel-agent--ai-receptionist-on-existing-pbx",
   "repo": "Dpro-at/Tel-Agent",
   "title": "Answer business phone calls with an AI agent on your PBX",
   "summary": "Route inbound calls from an existing PBX extension to an AI agent that can transfer, take messages and log calls.",
   "category": "Work and operations",
   "tags": [
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "dpro-at-tel-agent--one-assistant-across-chat-and-messaging",
   "repo": "Dpro-at/Tel-Agent",
   "title": "Answer website chat and messaging apps from one assistant",
   "summary": "Serve web chat, WhatsApp, Telegram, email and SMS from a single AI assistant with notifications for staff.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
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   "seen_in_the_wild": false,
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   "id": "dpro-at-tel-agent--run-local-dashboard-on-windows",
   "repo": "Dpro-at/Tel-Agent",
   "title": "Run a local AI phone and chat dashboard on Windows",
   "summary": "Install the Windows package to start the local service and open the Tel Agent dashboard in a browser.",
   "category": "Work and operations",
   "tags": [
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   ],
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   "date": "2026-10-20",
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   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/dpro-at-tel-agent/run-local-dashboard-on-windows/",
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   "id": "dpro-at-tel-agent--extend-tel-agent-with-coding-agent",
   "repo": "Dpro-at/Tel-Agent",
   "title": "Add a new messaging channel with an AI coding agent",
   "summary": "Point a coding agent at AGENTS.md and the channel contract to build one new channel as a declarative definition.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
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   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/dpro-at-tel-agent--extend-tel-agent-with-coding-agent.json"
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   "id": "dragonked2-alphacode--fix-bug-with-terminal-agent",
   "repo": "dragonked2/alphacode",
   "title": "Fix a failing test or bug in a repo from the terminal",
   "summary": "Give AlphaCode a bug report and let it inspect the code, edit files, and run tests.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "id": "dragonked2-alphacode--test-web-app-in-firefox",
   "repo": "dragonked2/alphacode",
   "title": "Test a web app flow in a live Firefox session",
   "summary": "Have AlphaCode walk through a login or form flow in Firefox and report reproducible problems.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/dragonked2-alphacode--test-web-app-in-firefox.json"
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   "id": "dragonked2-alphacode--automate-desktop-app-steps",
   "repo": "dragonked2/alphacode",
   "title": "Drive a native desktop app with a written instruction",
   "summary": "Ask AlphaCode to open a native app, perform steps, and read a result through accessibility APIs.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/dragonked2-alphacode--automate-desktop-app-steps.json"
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   "id": "dragonked2-alphacode--split-review-with-swarm",
   "repo": "dragonked2/alphacode",
   "title": "Run parallel analysis of a codebase with swarm mode",
   "summary": "Split one review goal into separate analysis tasks and collect the combined results.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/dragonked2-alphacode--split-review-with-swarm.json"
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   "id": "dragonked2-alphacode--review-owned-app-for-security-issues",
   "repo": "dragonked2/alphacode",
   "title": "Trace untrusted input in a system you are authorized to test",
   "summary": "Have AlphaCode trace input to sensitive operations and confirm which findings reproduce.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/dragonked2-alphacode/review-owned-app-for-security-issues/",
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   "api": "https://dedupedai.com/api/v1/usecases/dragonked2-alphacode--review-owned-app-for-security-issues.json"
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   "id": "dragthelake-ambient-context--brief-ai-assistant-on-the-day",
   "repo": "dragthelake/ambient-context",
   "title": "Give your AI assistant the day's work without pasting it",
   "summary": "Register the app as an MCP server so your assistant can read the day's record and notes directly.",
   "category": "Personal productivity",
   "tags": [
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   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
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   "api": "https://dedupedai.com/api/v1/usecases/dragthelake-ambient-context--brief-ai-assistant-on-the-day.json"
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   "id": "dragthelake-ambient-context--draft-standup-from-what-you-did",
   "repo": "dragthelake/ambient-context",
   "title": "Draft a standup from what you actually did",
   "summary": "Turn the day's written record into a standup update grounded in what was on screen.",
   "category": "Personal productivity",
   "tags": [
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   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "dragthelake-ambient-context--find-page-or-file-seen-earlier",
   "repo": "dragthelake/ambient-context",
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   "summary": "Search the day's record for an excerpt and open the document path or URL it points to.",
   "category": "Personal productivity",
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   "id": "dragthelake-ambient-context--build-cited-knowledge-base-of-people",
   "repo": "dragthelake/ambient-context",
   "title": "Build a cited knowledge base of people and commitments",
   "summary": "Get six cited pages on people, commitments, threads, products, issues and reading from one day.",
   "category": "Personal productivity",
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   "id": "dragthelake-ambient-context--tighten-capture-rules-after-review",
   "repo": "dragthelake/ambient-context",
   "title": "Tighten capture rules after reviewing a day",
   "summary": "Use the record to set rules that stop capturing apps, sites or text you do not want kept.",
   "category": "Personal productivity",
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   "lang": "rust",
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   "seen_in_the_wild": false,
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   "id": "dreamer-toby-stepquant--reproduce-stepquant6-qwen-results",
   "repo": "Dreamer-Toby/STEPQuant",
   "title": "Reproduce STEP Quant@6 results on Qwen3.8-27B",
   "summary": "Calibrate a 6-bit STEP Quant plan, serve it with SGLang, and run the long-generation evaluation suite.",
   "category": "Research",
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   "seen_in_the_wild": false,
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   "id": "dreamer-toby-stepquant--serve-quantized-delta-rule-model",
   "repo": "Dreamer-Toby/STEPQuant",
   "title": "Serve a Delta-rule model with compressed recurrent state",
   "summary": "Run a Delta-rule model under SGLang with STEP Quant state compression to cut per-request state memory.",
   "category": "Research",
   "tags": [
    "Research"
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "dreamer-toby-stepquant--compare-quantized-state-accuracy",
   "repo": "Dreamer-Toby/STEPQuant",
   "title": "Compare FP32 and quantized state accuracy on long tasks",
   "summary": "Run the evaluation suite to score FP32 against STEP Quant@6 on long-generation benchmarks.",
   "category": "Research",
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    "Research"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "dreamscroll-lab-asamana--replay-example-story-without-keys",
   "repo": "dreamscroll-lab/asamana",
   "title": "Replay a finished story without any API keys",
   "summary": "Start Asamana locally and browse the two bundled example worlds with no keys.",
   "category": "Content",
   "tags": [
    "Content"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "dreamscroll-lab-asamana--generate-and-run-themed-story",
   "repo": "dreamscroll-lab/asamana",
   "title": "Generate and run a new themed AI story",
   "summary": "Turn one theme into a cast of AI characters and watch their story unfold step by step.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "dreamscroll-lab-asamana--audit-narrative-quality-of-a-world",
   "repo": "dreamscroll-lab/asamana",
   "title": "Audit a finished world's narrative quality",
   "summary": "Use the developer audit tools to have an LLM review a completed world's story and cognition.",
   "category": "Content",
   "tags": [
    "Content"
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   "date": "2026-10-20",
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   "id": "dreamscroll-lab-asamana--trace-llm-calls-to-debug-a-run",
   "repo": "dreamscroll-lab/asamana",
   "title": "Trace every LLM call to debug a run",
   "summary": "Inspect prompts, responses, tokens and latency for each stage of a run.",
   "category": "Content",
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   "id": "drhazemali-enterprise-system-design--design-reliable-service-with-failure-artifacts",
   "repo": "DrHazemAli/enterprise-system-design",
   "title": "Design a reliable service with failure and capacity notes",
   "summary": "Follow the reliable service route from scale and consistency through caches, queues, and backpressure.",
   "category": "Software and DevOps",
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   "id": "drhazemali-enterprise-system-design--trace-permission-aware-ai-retrieval",
   "repo": "DrHazemAli/enterprise-system-design",
   "title": "Trace permission-aware retrieval in an AI feature",
   "summary": "Follow one AI query from identity through authorized retrieval and grounding to the response.",
   "category": "Software and DevOps",
   "tags": [
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   "id": "drhazemali-enterprise-system-design--review-agent-tool-authority-with-cybersecurity-principles",
   "repo": "DrHazemAli/enterprise-system-design",
   "title": "Test an AI agent's tool authority with security principles",
   "summary": "Apply the zero-trust AI execution principle to each tool call an agent can make.",
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   "repo": "dstrml/wu",
   "title": "Edit a large codebase in a fast native editor",
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   "json": "https://dedupedai.com/use-cases/u/dstrml-wu/edit-large-project-native-editor.json",
   "md": "https://dedupedai.com/use-cases/dstrml-wu/edit-large-project-native-editor/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dstrml-wu--edit-large-project-native-editor.json"
  },
  {
   "id": "dstrml-wu--delegate-code-task-to-built-in-agent",
   "repo": "dstrml/wu",
   "title": "Hand a coding task to a built-in coding agent",
   "summary": "Use Wu's agent workspace with Claude Code or Codex to draft changes inside your project.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/dstrml-wu/delegate-code-task-to-built-in-agent/",
   "json": "https://dedupedai.com/use-cases/u/dstrml-wu/delegate-code-task-to-built-in-agent.json",
   "md": "https://dedupedai.com/use-cases/dstrml-wu/delegate-code-task-to-built-in-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dstrml-wu--delegate-code-task-to-built-in-agent.json"
  },
  {
   "id": "dstrml-wu--compare-editor-memory-before-switching",
   "repo": "dstrml/wu",
   "title": "Check Wu's memory use against your current editor",
   "summary": "Read the memory benchmark and measure your own setup before moving a machine to Wu.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/dstrml-wu/compare-editor-memory-before-switching/",
   "json": "https://dedupedai.com/use-cases/u/dstrml-wu/compare-editor-memory-before-switching.json",
   "md": "https://dedupedai.com/use-cases/dstrml-wu/compare-editor-memory-before-switching/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dstrml-wu--compare-editor-memory-before-switching.json"
  },
  {
   "id": "dualface-kander--run-parallel-agents-without-write-conflicts",
   "repo": "dualface/kander",
   "title": "Run several coding agents on one backlog in parallel",
   "summary": "Split a backlog into task cards and let agents work on them at once without write conflicts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/dualface-kander/run-parallel-agents-without-write-conflicts/",
   "json": "https://dedupedai.com/use-cases/u/dualface-kander/run-parallel-agents-without-write-conflicts.json",
   "md": "https://dedupedai.com/use-cases/dualface-kander/run-parallel-agents-without-write-conflicts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dualface-kander--run-parallel-agents-without-write-conflicts.json"
  },
  {
   "id": "dualface-kander--gate-agent-code-with-independent-review",
   "repo": "dualface/kander",
   "title": "Block agent changes that fail an independent review",
   "summary": "Send each agent's finished work to a separate reviewer agent before it is delivered.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/dualface-kander/gate-agent-code-with-independent-review/",
   "json": "https://dedupedai.com/use-cases/u/dualface-kander/gate-agent-code-with-independent-review.json",
   "md": "https://dedupedai.com/use-cases/dualface-kander/gate-agent-code-with-independent-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dualface-kander--gate-agent-code-with-independent-review.json"
  },
  {
   "id": "dualface-kander--turn-github-issues-into-board-cards",
   "repo": "dualface/kander",
   "title": "Import GitHub issues as board cards and track them",
   "summary": "Pull open GitHub issues into the kanban board and assign them to agents.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/dualface-kander/turn-github-issues-into-board-cards/",
   "json": "https://dedupedai.com/use-cases/u/dualface-kander/turn-github-issues-into-board-cards.json",
   "md": "https://dedupedai.com/use-cases/dualface-kander/turn-github-issues-into-board-cards/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dualface-kander--turn-github-issues-into-board-cards.json"
  },
  {
   "id": "dualface-kander--hand-off-an-unfinished-task-to-a-new-agent",
   "repo": "dualface/kander",
   "title": "Hand off an unfinished task card to a new agent",
   "summary": "Continue a half-done task with a different agent using only its card ID.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/dualface-kander/hand-off-an-unfinished-task-to-a-new-agent/",
   "json": "https://dedupedai.com/use-cases/u/dualface-kander/hand-off-an-unfinished-task-to-a-new-agent.json",
   "md": "https://dedupedai.com/use-cases/dualface-kander/hand-off-an-unfinished-task-to-a-new-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dualface-kander--hand-off-an-unfinished-task-to-a-new-agent.json"
  },
  {
   "id": "duty1g-x64dbg-mcp-server--find-original-entry-point-of-packed-binary",
   "repo": "duty1g/x64dbg-mcp-server",
   "title": "Find the original entry point of a packed binary",
   "summary": "Use an AI assistant to load a packed executable in x64dbg, detect its OEP, and dump the module to disk.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "zig",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/duty1g-x64dbg-mcp-server/find-original-entry-point-of-packed-binary/",
   "json": "https://dedupedai.com/use-cases/u/duty1g-x64dbg-mcp-server/find-original-entry-point-of-packed-binary.json",
   "md": "https://dedupedai.com/use-cases/duty1g-x64dbg-mcp-server/find-original-entry-point-of-packed-binary/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/duty1g-x64dbg-mcp-server--find-original-entry-point-of-packed-binary.json"
  },
  {
   "id": "duty1g-x64dbg-mcp-server--step-and-inspect-live-process-with-assistant",
   "repo": "duty1g/x64dbg-mcp-server",
   "title": "Step through a live process with an AI assistant",
   "summary": "Set breakpoints, step through code, and read registers and memory by describing the goal in plain language.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "zig",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/duty1g-x64dbg-mcp-server/step-and-inspect-live-process-with-assistant/",
   "json": "https://dedupedai.com/use-cases/u/duty1g-x64dbg-mcp-server/step-and-inspect-live-process-with-assistant.json",
   "md": "https://dedupedai.com/use-cases/duty1g-x64dbg-mcp-server/step-and-inspect-live-process-with-assistant/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/duty1g-x64dbg-mcp-server--step-and-inspect-live-process-with-assistant.json"
  },
  {
   "id": "duty1g-x64dbg-mcp-server--triage-binary-strings-patterns-and-references",
   "repo": "duty1g/x64dbg-mcp-server",
   "title": "Triage a binary by strings, patterns, and references",
   "summary": "Use an AI assistant to scan a loaded module for strings, byte patterns, and call or jump references.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "zig",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/duty1g-x64dbg-mcp-server/triage-binary-strings-patterns-and-references/",
   "json": "https://dedupedai.com/use-cases/u/duty1g-x64dbg-mcp-server/triage-binary-strings-patterns-and-references.json",
   "md": "https://dedupedai.com/use-cases/duty1g-x64dbg-mcp-server/triage-binary-strings-patterns-and-references/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/duty1g-x64dbg-mcp-server--triage-binary-strings-patterns-and-references.json"
  },
  {
   "id": "dzhng-jevgrep--trace-behavior-before-agent-edits",
   "repo": "dzhng/jevgrep",
   "title": "Find the code behind a behavior before an agent edits it",
   "summary": "Ask a repository question and get files, leads, and source excerpts to start an unfamiliar change.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/dzhng-jevgrep/trace-behavior-before-agent-edits/",
   "json": "https://dedupedai.com/use-cases/u/dzhng-jevgrep/trace-behavior-before-agent-edits.json",
   "md": "https://dedupedai.com/use-cases/dzhng-jevgrep/trace-behavior-before-agent-edits/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dzhng-jevgrep--trace-behavior-before-agent-edits.json"
  },
  {
   "id": "dzhng-jevgrep--find-tests-covering-a-behavior",
   "repo": "dzhng/jevgrep",
   "title": "Locate the tests that cover a specific behavior",
   "summary": "Ask which tests exercise a behavior so an agent can run or extend the right suite.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/dzhng-jevgrep/find-tests-covering-a-behavior/",
   "json": "https://dedupedai.com/use-cases/u/dzhng-jevgrep/find-tests-covering-a-behavior.json",
   "md": "https://dedupedai.com/use-cases/dzhng-jevgrep/find-tests-covering-a-behavior/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dzhng-jevgrep--find-tests-covering-a-behavior.json"
  },
  {
   "id": "dzhng-jevgrep--preview-search-scope-before-sending",
   "repo": "dzhng/jevgrep",
   "title": "Check which files a search will send before running it",
   "summary": "Count the files under a root and exclude paths so only intended source reaches the provider.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/dzhng-jevgrep/preview-search-scope-before-sending/",
   "json": "https://dedupedai.com/use-cases/u/dzhng-jevgrep/preview-search-scope-before-sending.json",
   "md": "https://dedupedai.com/use-cases/dzhng-jevgrep/preview-search-scope-before-sending/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/dzhng-jevgrep--preview-search-scope-before-sending.json"
  },
  {
   "id": "earthtojake-text-to-cad--generate-cad-model-from-text",
   "repo": "earthtojake/text-to-cad",
   "title": "Generate a 3D CAD model from a text description",
   "summary": "Describe a part to your agent and get it back as a STEP, GLB, STL or 3MF file.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/earthtojake-text-to-cad/generate-cad-model-from-text/",
   "json": "https://dedupedai.com/use-cases/u/earthtojake-text-to-cad/generate-cad-model-from-text.json",
   "md": "https://dedupedai.com/use-cases/earthtojake-text-to-cad/generate-cad-model-from-text/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/earthtojake-text-to-cad--generate-cad-model-from-text.json"
  },
  {
   "id": "earthtojake-text-to-cad--run-design-for-manufacturing-checks",
   "repo": "earthtojake/text-to-cad",
   "title": "Check a generated part for manufacturing problems",
   "summary": "Run design for manufacturing checks on a model before you send it to fabrication.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/earthtojake-text-to-cad/run-design-for-manufacturing-checks/",
   "json": "https://dedupedai.com/use-cases/u/earthtojake-text-to-cad/run-design-for-manufacturing-checks.json",
   "md": "https://dedupedai.com/use-cases/earthtojake-text-to-cad/run-design-for-manufacturing-checks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/earthtojake-text-to-cad--run-design-for-manufacturing-checks.json"
  },
  {
   "id": "earthtojake-text-to-cad--create-engineering-drawings-from-models",
   "repo": "earthtojake/text-to-cad",
   "title": "Create an engineering drawing from a CAD model",
   "summary": "Ask your agent to turn a generated 3D model into an engineering drawing.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/earthtojake-text-to-cad/create-engineering-drawings-from-models/",
   "json": "https://dedupedai.com/use-cases/u/earthtojake-text-to-cad/create-engineering-drawings-from-models.json",
   "md": "https://dedupedai.com/use-cases/earthtojake-text-to-cad/create-engineering-drawings-from-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/earthtojake-text-to-cad--create-engineering-drawings-from-models.json"
  },
  {
   "id": "earthtojake-text-to-cad--prepare-part-for-fabrication-service",
   "repo": "earthtojake/text-to-cad",
   "title": "Prepare a part file for a 3D printing or CNC service",
   "summary": "Export a generated part in a format a 3D printing or CNC fabrication service can take.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/earthtojake-text-to-cad/prepare-part-for-fabrication-service/",
   "json": "https://dedupedai.com/use-cases/u/earthtojake-text-to-cad/prepare-part-for-fabrication-service.json",
   "md": "https://dedupedai.com/use-cases/earthtojake-text-to-cad/prepare-part-for-fabrication-service/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/earthtojake-text-to-cad--prepare-part-for-fabrication-service.json"
  },
  {
   "id": "edenfunf-reelmimic--new-video-in-reference-style",
   "repo": "edenfunf/reelmimic",
   "title": "Make a new video in the style of one you love",
   "summary": "Drop in a reference video and a one-line brief to get an original video with the same pacing and look.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/edenfunf-reelmimic/new-video-in-reference-style/",
   "json": "https://dedupedai.com/use-cases/u/edenfunf-reelmimic/new-video-in-reference-style.json",
   "md": "https://dedupedai.com/use-cases/edenfunf-reelmimic/new-video-in-reference-style/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/edenfunf-reelmimic--new-video-in-reference-style.json"
  },
  {
   "id": "edenfunf-reelmimic--narrated-traditional-chinese-comic",
   "repo": "edenfunf/reelmimic",
   "title": "Build a narrated comic with Taiwanese Mandarin voice",
   "summary": "Turn a brief into a narrated comic video with Yating Taiwanese Mandarin narration.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/edenfunf-reelmimic/narrated-traditional-chinese-comic/",
   "json": "https://dedupedai.com/use-cases/u/edenfunf-reelmimic/narrated-traditional-chinese-comic.json",
   "md": "https://dedupedai.com/use-cases/edenfunf-reelmimic/narrated-traditional-chinese-comic/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/edenfunf-reelmimic--narrated-traditional-chinese-comic.json"
  },
  {
   "id": "edenfunf-reelmimic--post-finished-video-to-social",
   "repo": "edenfunf/reelmimic",
   "title": "Post a finished video to social accounts safely",
   "summary": "Dry-run and then schedule a passed ReelMimic video to TikTok, Instagram and YouTube via Upload-Post.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/edenfunf-reelmimic/post-finished-video-to-social/",
   "json": "https://dedupedai.com/use-cases/u/edenfunf-reelmimic/post-finished-video-to-social.json",
   "md": "https://dedupedai.com/use-cases/edenfunf-reelmimic/post-finished-video-to-social/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/edenfunf-reelmimic--post-finished-video-to-social.json"
  },
  {
   "id": "egoist-waku--run-several-coding-agents-in-one-app",
   "repo": "egoist/waku",
   "title": "Run several coding agents side by side in one app",
   "summary": "Keep projects and separate agent sessions from different CLIs in one native desktop window.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/egoist-waku/run-several-coding-agents-in-one-app/",
   "json": "https://dedupedai.com/use-cases/u/egoist-waku/run-several-coding-agents-in-one-app.json",
   "md": "https://dedupedai.com/use-cases/egoist-waku/run-several-coding-agents-in-one-app/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/egoist-waku--run-several-coding-agents-in-one-app.json"
  },
  {
   "id": "egoist-waku--steer-agent-while-it-works",
   "repo": "egoist/waku",
   "title": "Steer an agent mid-task with queued follow-ups",
   "summary": "Send follow-up instructions while an agent is still working, without starting over.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/egoist-waku/steer-agent-while-it-works/",
   "json": "https://dedupedai.com/use-cases/u/egoist-waku/steer-agent-while-it-works.json",
   "md": "https://dedupedai.com/use-cases/egoist-waku/steer-agent-while-it-works/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/egoist-waku--steer-agent-while-it-works.json"
  },
  {
   "id": "egoist-waku--rewind-git-task-to-checkpoint",
   "repo": "egoist/waku",
   "title": "Rewind a Git-backed agent task to a checkpoint",
   "summary": "Roll an agent's Git-backed work back to an earlier conversation point when a change goes wrong.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/egoist-waku/rewind-git-task-to-checkpoint/",
   "json": "https://dedupedai.com/use-cases/u/egoist-waku/rewind-git-task-to-checkpoint.json",
   "md": "https://dedupedai.com/use-cases/egoist-waku/rewind-git-task-to-checkpoint/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/egoist-waku--rewind-git-task-to-checkpoint.json"
  },
  {
   "id": "egoist-waku--keep-agent-history-on-your-machine",
   "repo": "egoist/waku",
   "title": "Keep agent transcripts and app state on your machine",
   "summary": "Store projects, sessions, and transcripts locally without a Waku account or hosted service.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/egoist-waku/keep-agent-history-on-your-machine.json",
   "md": "https://dedupedai.com/use-cases/egoist-waku/keep-agent-history-on-your-machine/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/egoist-waku--keep-agent-history-on-your-machine.json"
  },
  {
   "id": "egoist-waku--build-waku-from-source-for-development",
   "repo": "egoist/waku",
   "title": "Build and run Waku from source for development",
   "summary": "Set up the Rust and Bun toolchain and start the development app from a local checkout.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "json": "https://dedupedai.com/use-cases/u/egoist-waku/build-waku-from-source-for-development.json",
   "md": "https://dedupedai.com/use-cases/egoist-waku/build-waku-from-source-for-development/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/egoist-waku--build-waku-from-source-for-development.json"
  },
  {
   "id": "el4cteo-blender-skills--game-ready-unreal-crate",
   "repo": "EL4CTEO/blender-skills",
   "title": "Make a game-ready Unreal crate with baked normals and LODs",
   "summary": "Have an agent optimize a crate model, bake its normal map, create LODs and export it for Unreal.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/el4cteo-blender-skills/game-ready-unreal-crate.json",
   "md": "https://dedupedai.com/use-cases/el4cteo-blender-skills/game-ready-unreal-crate/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/el4cteo-blender-skills--game-ready-unreal-crate.json"
  },
  {
   "id": "el4cteo-blender-skills--rig-character-unity-walk-cycle",
   "repo": "EL4CTEO/blender-skills",
   "title": "Rig a character in Rigify and export a Unity walk cycle",
   "summary": "Rig a character with Rigify, add a walk animation and export the result to Unity.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/el4cteo-blender-skills/rig-character-unity-walk-cycle/",
   "json": "https://dedupedai.com/use-cases/u/el4cteo-blender-skills/rig-character-unity-walk-cycle.json",
   "md": "https://dedupedai.com/use-cases/el4cteo-blender-skills/rig-character-unity-walk-cycle/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/el4cteo-blender-skills--rig-character-unity-walk-cycle.json"
  },
  {
   "id": "el4cteo-blender-skills--qa-model-then-export-roblox",
   "repo": "EL4CTEO/blender-skills",
   "title": "Find z-fighting and floating parts, then export to Roblox",
   "summary": "Have an agent check a model for z-fighting, floating parts and bad normals before exporting it to Roblox.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/el4cteo-blender-skills/qa-model-then-export-roblox/",
   "json": "https://dedupedai.com/use-cases/u/el4cteo-blender-skills/qa-model-then-export-roblox.json",
   "md": "https://dedupedai.com/use-cases/el4cteo-blender-skills/qa-model-then-export-roblox/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/el4cteo-blender-skills--qa-model-then-export-roblox.json"
  },
  {
   "id": "el4cteo-blender-skills--rainy-night-street-scene",
   "repo": "EL4CTEO/blender-skills",
   "title": "Turn a street scene into a rainy night with puddles",
   "summary": "Set a street scene to night with rain, wet surfaces, puddles and lightning using agent-run skills.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/el4cteo-blender-skills/rainy-night-street-scene/",
   "json": "https://dedupedai.com/use-cases/u/el4cteo-blender-skills/rainy-night-street-scene.json",
   "md": "https://dedupedai.com/use-cases/el4cteo-blender-skills/rainy-night-street-scene/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/el4cteo-blender-skills--rainy-night-street-scene.json"
  },
  {
   "id": "eliasbiondo-antirion--route-all-llm-calls-through-one-endpoint",
   "repo": "eliasbiondo/antirion",
   "title": "Send every app's LLM calls through one endpoint",
   "summary": "Run one gateway that forwards OpenAI-style requests to your provider keys.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/eliasbiondo-antirion/route-all-llm-calls-through-one-endpoint/",
   "json": "https://dedupedai.com/use-cases/u/eliasbiondo-antirion/route-all-llm-calls-through-one-endpoint.json",
   "md": "https://dedupedai.com/use-cases/eliasbiondo-antirion/route-all-llm-calls-through-one-endpoint/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/eliasbiondo-antirion--route-all-llm-calls-through-one-endpoint.json"
  },
  {
   "id": "eliasbiondo-antirion--cap-team-spend-with-budgets-and-alerts",
   "repo": "eliasbiondo/antirion",
   "title": "Cap LLM spend per team, project or key",
   "summary": "Set dollar or token budgets and get alerts before a budget runs out.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/eliasbiondo-antirion/cap-team-spend-with-budgets-and-alerts/",
   "json": "https://dedupedai.com/use-cases/u/eliasbiondo-antirion/cap-team-spend-with-budgets-and-alerts.json",
   "md": "https://dedupedai.com/use-cases/eliasbiondo-antirion/cap-team-spend-with-budgets-and-alerts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/eliasbiondo-antirion--cap-team-spend-with-budgets-and-alerts.json"
  },
  {
   "id": "eliasbiondo-antirion--trace-why-an-llm-call-failed-or-cost-too-much",
   "repo": "eliasbiondo/antirion",
   "title": "Find out why an LLM call failed or cost too much",
   "summary": "Read the route, status, tokens and cost of any request in the request log.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/eliasbiondo-antirion/trace-why-an-llm-call-failed-or-cost-too-much.json",
   "md": "https://dedupedai.com/use-cases/eliasbiondo-antirion/trace-why-an-llm-call-failed-or-cost-too-much/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/eliasbiondo-antirion--trace-why-an-llm-call-failed-or-cost-too-much.json"
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  {
   "id": "eliasbiondo-antirion--block-pii-and-prompt-injection-at-the-gateway",
   "repo": "eliasbiondo/antirion",
   "title": "Screen prompts for PII and prompt injection",
   "summary": "Add guardrails that check requests, responses and streams before models see them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/eliasbiondo-antirion/block-pii-and-prompt-injection-at-the-gateway.json",
   "md": "https://dedupedai.com/use-cases/eliasbiondo-antirion/block-pii-and-prompt-injection-at-the-gateway/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/eliasbiondo-antirion--block-pii-and-prompt-injection-at-the-gateway.json"
  },
  {
   "id": "eliasbiondo-antirion--reproduce-gateway-benchmark-on-own-aws",
   "repo": "eliasbiondo/antirion",
   "title": "Rerun the gateway benchmark on your own AWS account",
   "summary": "Use the bench harness to measure Antirion overhead against your own setup.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/eliasbiondo-antirion/reproduce-gateway-benchmark-on-own-aws/",
   "json": "https://dedupedai.com/use-cases/u/eliasbiondo-antirion/reproduce-gateway-benchmark-on-own-aws.json",
   "md": "https://dedupedai.com/use-cases/eliasbiondo-antirion/reproduce-gateway-benchmark-on-own-aws/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/eliasbiondo-antirion--reproduce-gateway-benchmark-on-own-aws.json"
  },
  {
   "id": "elie222-botdirectory-ai--find-ready-made-bot-prompt",
   "repo": "elie222/botdirectory.ai",
   "title": "Find a ready-made bot prompt and paste it into your agent",
   "summary": "Search the directory by keyword, category, or integration and copy a prompt that sets up a scheduled bot.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "astro",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/elie222-botdirectory-ai/find-ready-made-bot-prompt/",
   "json": "https://dedupedai.com/use-cases/u/elie222-botdirectory-ai/find-ready-made-bot-prompt.json",
   "md": "https://dedupedai.com/use-cases/elie222-botdirectory-ai/find-ready-made-bot-prompt/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/elie222-botdirectory-ai--find-ready-made-bot-prompt.json"
  },
  {
   "id": "elie222-botdirectory-ai--mirror-full-bot-directory-feed",
   "repo": "elie222/botdirectory.ai",
   "title": "Mirror the whole bot directory into your own catalog",
   "summary": "Pull the canonical raw feed once and store every listing in your own system.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "astro",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/elie222-botdirectory-ai/mirror-full-bot-directory-feed/",
   "json": "https://dedupedai.com/use-cases/u/elie222-botdirectory-ai/mirror-full-bot-directory-feed.json",
   "md": "https://dedupedai.com/use-cases/elie222-botdirectory-ai/mirror-full-bot-directory-feed/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/elie222-botdirectory-ai--mirror-full-bot-directory-feed.json"
  },
  {
   "id": "elie222-botdirectory-ai--scout-new-bot-listings-recurring",
   "repo": "elie222/botdirectory.ai",
   "title": "Scout new bot listings on a schedule without rereading the full feed",
   "summary": "Check the small updates feed on a schedule and surface only listings you have not seen.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "astro",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/elie222-botdirectory-ai/scout-new-bot-listings-recurring/",
   "json": "https://dedupedai.com/use-cases/u/elie222-botdirectory-ai/scout-new-bot-listings-recurring.json",
   "md": "https://dedupedai.com/use-cases/elie222-botdirectory-ai/scout-new-bot-listings-recurring/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/elie222-botdirectory-ai--scout-new-bot-listings-recurring.json"
  },
  {
   "id": "elie222-botdirectory-ai--contribute-bot-by-pull-request",
   "repo": "elie222/botdirectory.ai",
   "title": "Add your own bot prompt to the directory by pull request",
   "summary": "Write one markdown file in bots/, validate it locally, and open a PR that CI checks.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "astro",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/elie222-botdirectory-ai/contribute-bot-by-pull-request/",
   "json": "https://dedupedai.com/use-cases/u/elie222-botdirectory-ai/contribute-bot-by-pull-request.json",
   "md": "https://dedupedai.com/use-cases/elie222-botdirectory-ai/contribute-bot-by-pull-request/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/elie222-botdirectory-ai--contribute-bot-by-pull-request.json"
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  {
   "id": "elie222-rakazo--run-persistent-bot-on-own-machine",
   "repo": "elie222/rakazo",
   "title": "Run a persistent AI bot on your own computer",
   "summary": "Install Rakazo with published Docker images and chat with a bot that keeps its own memory.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/elie222-rakazo/run-persistent-bot-on-own-machine/",
   "json": "https://dedupedai.com/use-cases/u/elie222-rakazo/run-persistent-bot-on-own-machine.json",
   "md": "https://dedupedai.com/use-cases/elie222-rakazo/run-persistent-bot-on-own-machine/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/elie222-rakazo--run-persistent-bot-on-own-machine.json"
  },
  {
   "id": "elie222-rakazo--host-shared-bot-team-on-server",
   "repo": "elie222/rakazo",
   "title": "Host a shared bot team on a VPS with HTTPS",
   "summary": "Keep bots running on a server and connect from desktop, mobile, or browser clients.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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  },
  {
   "id": "elie222-rakazo--connect-tools-and-mcp-to-bot",
   "repo": "elie222/rakazo",
   "title": "Give a bot access to apps through MCP or OpenAPI",
   "summary": "Add your own HTTPS MCP server, Treg endpoint, or OpenAPI document as a tool source for a bot.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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  {
   "id": "elie222-rakazo--build-rakazo-from-source",
   "repo": "elie222/rakazo",
   "title": "Build and run Rakazo from a source checkout",
   "summary": "Clone the repo, set up the database, and start the dev stack to change the code.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
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   "best": false,
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   "id": "emerge-policy-emerge-policy--run-robot-task-from-browser",
   "repo": "EMERGE-Policy/EMERGE-Policy",
   "title": "Run a robot task from a browser console",
   "summary": "Start the Web console, create a conversation, and give the robot a task with live camera views.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/emerge-policy-emerge-policy/run-robot-task-from-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/emerge-policy-emerge-policy--run-robot-task-from-browser.json"
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   "id": "emerge-policy-emerge-policy--run-single-task-headless",
   "repo": "EMERGE-Policy/EMERGE-Policy",
   "title": "Run one robot task headlessly and get JSON back",
   "summary": "Send one natural-language task to a running Controller and read the JSON result from stdout.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 0.9,
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  },
  {
   "id": "emerge-policy-emerge-policy--reset-and-switch-scenes-in-tui",
   "repo": "EMERGE-Policy/EMERGE-Policy",
   "title": "Reset and switch simulation scenes from the terminal",
   "summary": "Use the terminal interface to reload the environment or pick a different scene without restarting.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/emerge-policy-emerge-policy--reset-and-switch-scenes-in-tui.json"
  },
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   "id": "emerge-policy-emerge-policy--benchmark-policy-on-libero-variants",
   "repo": "EMERGE-Policy/EMERGE-Policy",
   "title": "Evaluate the agent on LIBERO and its robustness variants",
   "summary": "Follow the README evaluation guides to test EMERGE Policy on standard LIBERO, LIBERO-Plus, and LIBERO-Pro.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
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   "id": "emir-aikon--chat-with-ai-on-old-nokia",
   "repo": "emir/AIKON",
   "title": "Chat with AI models on a 2007 Nokia phone",
   "summary": "Deploy the Go server, build the Java ME app and pair an old Nokia to chat with Claude or other models.",
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   "id": "emir-aikon--verify-server-and-app-before-changes",
   "repo": "emir/AIKON",
   "title": "Run the AIKON test suite before changing the code",
   "summary": "Run the server and phone app checks so you have a clean baseline before you edit either part.",
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   "id": "emir-aikon--add-phone-ui-translation",
   "repo": "emir/AIKON",
   "title": "Add or fix a phone UI translation",
   "summary": "Edit one text file per language and rebuild, so a native speaker can correct a draft UI language.",
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    "Personal productivity"
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   "id": "emir-aikon--review-privacy-and-spending-before-launch",
   "repo": "emir/AIKON",
   "title": "Review AIKON privacy and API spending before going live",
   "summary": "Check data retention, limits and billing controls before you point real API keys at your phone server.",
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   "id": "emo-xiaoyu-harness-mix--hand-off-task-between-harnesses",
   "repo": "emo-xiaoyu/harness-mix",
   "title": "Hand off a coding task between harnesses in one window",
   "summary": "Keep one Codex Desktop window and pass a task from one harness to another for a second pass.",
   "category": "Software and DevOps",
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   "id": "emo-xiaoyu-harness-mix--run-agent-team-review-in-codex",
   "repo": "emo-xiaoyu/harness-mix",
   "title": "Run a multi-harness agent team on a code review",
   "summary": "Start a team template so a lead harness coordinates named member harnesses on one goal.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "id": "emo-xiaoyu-harness-mix--share-skills-and-mcp-across-harnesses",
   "repo": "emo-xiaoyu/harness-mix",
   "title": "Install one skill or MCP server for many harnesses",
   "summary": "Add a SKILL.md or remote MCP server once in Settings and use it across supported harnesses.",
   "category": "Software and DevOps",
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   "id": "engenheirodevideo-get-brolls--find-literal-broll-nasa",
   "repo": "engenheirodevideo/get-brolls",
   "title": "Find a literal NASA clip for a script line",
   "summary": "Search NASA footage for a line of script, preview it and keep only approved clips with sources.",
   "category": "Content",
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    "Content"
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   "id": "engenheirodevideo-get-brolls--chat-led-broll-delivery",
   "repo": "engenheirodevideo/get-brolls",
   "title": "Collect B-rolls for a Reel through Claude Code chat",
   "summary": "Describe the inserts in chat, approve previews on the storyboard and receive cuts in entrega/.",
   "category": "Content",
   "tags": [
    "Content"
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   "lang": "python",
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   "best": false,
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   "id": "engenheirodevideo-get-brolls--queue-social-reel-batch",
   "repo": "engenheirodevideo/get-brolls",
   "title": "Run a paced batch of social Reel B-rolls",
   "summary": "Queue several Reels, pull the next item at a set pace and close each one when done.",
   "category": "Content",
   "tags": [
    "Content"
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   "id": "enroute-sh-enroute--run-local-git-server",
   "repo": "enroute-sh/enroute",
   "title": "Run a local Git server and push a repo to it",
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   "category": "Software and DevOps",
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   "id": "enroute-sh-enroute--build-code-hosting-app-with-agent",
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   "title": "Build a code-hosting app on Enroute with a coding agent",
   "summary": "Give a coding agent the Enroute skills and have it build a small code-viewing app chapter by chapter.",
   "category": "Software and DevOps",
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   "id": "enroute-sh-enroute--block-force-pushes-to-main",
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   "title": "Block force pushes to main with a pre-receive hook",
   "summary": "Write a pre-receive hook that rejects ref updates which would overwrite main.",
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   "summary": "Use a post-receive hook to start CI, deploy code or mirror a repo after a push lands.",
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   "title": "Check what an agent read before it edited a file",
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   "repo": "escudero/brandpose",
   "title": "Measure shelf attention from a fixed store camera video",
   "summary": "Run the gaze pipeline on a fixed-camera clip to rank which shelf zones draw attention.",
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   "id": "escudero-brandpose--render-promo-video-with-zones-depth-and-soundtrack",
   "repo": "escudero/brandpose",
   "title": "Render the full promo video with zones, depth and soundtrack",
   "summary": "Rebuild the demo pipeline: extraction, zones, depth, render and synthesized audio.",
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   "id": "escudero-brandpose--rebuild-store-in-blender-and-shopper-pov",
   "repo": "escudero/brandpose",
   "title": "Rebuild the store in Blender and render a shopper's view",
   "summary": "Calibrate the camera to marked corners, model the fixtures in Blender and render one shopper's view.",
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   "id": "ethanplusai-codex-on-crack--plan-project-and-assign-models",
   "repo": "ethanplusai/codex-on-crack",
   "title": "Plan a project and agree on which model does each part",
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   "id": "ethanplusai-codex-on-crack--opus-plans-native-worker-builds",
   "repo": "ethanplusai/codex-on-crack",
   "title": "Have Opus plan and a native worker build, then review",
   "summary": "Split one assignment so Opus plans and reviews while a configured worker implements it.",
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   "repo": "ethanplusai/codex-on-crack",
   "title": "Build with Opus through Claude Code, then check in Codex",
   "summary": "Let Opus implement a whole assignment, then have the Codex host verify it in the browser.",
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   "repo": "ethanplusai/codex-on-crack",
   "title": "Follow and review agent work in the Codex on Crack panel",
   "summary": "Watch phases, handoffs, and tool activity, then leave feedback without interrupting the agent.",
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   "id": "eurekaleo-awesome-ai-for-games--build-reading-list-for-game-npc-agents",
   "repo": "Eurekaleo/awesome-ai-for-games",
   "title": "Build a reading list for LLM game NPC agents",
   "summary": "Collect the Play and Act papers on LLM and RL agents that control game characters.",
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   "repo": "Eurekaleo/awesome-ai-for-games",
   "title": "Find benchmarks for evaluating LLM agents on games",
   "summary": "Locate benchmark papers such as Orak and VideoGameBench to compare agent evaluations.",
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   "repo": "Eurekaleo/awesome-ai-for-games",
   "title": "Map AI-for-games research across six lifecycle roles",
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   "repo": "Eurekaleo/awesome-ai-for-games",
   "title": "Review bias evaluation methods for game NPC LLMs",
   "summary": "Find the FAIRGAMER paper and related work on social bias in game characters.",
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   "repo": "EverMind-AI/SkillCorpus",
   "title": "Install the Skill Corpus plugin in your agent host",
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   "id": "fankchen-tracecrate--share-trace-report-with-privacy-boundary",
   "repo": "FankChen/tracecrate",
   "title": "Export a trace report with structure only",
   "summary": "Create a shareable JSON or HTML report that removes free text and original identifiers.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/fankchen-tracecrate--share-trace-report-with-privacy-boundary.json"
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  {
   "id": "fankchen-tracecrate--explore-demo-traces-in-browser",
   "repo": "FankChen/tracecrate",
   "title": "Explore synthetic agent runs without installing anything",
   "summary": "Open the hosted demo and follow the 30-second walkthrough on synthetic runs.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "md": "https://dedupedai.com/use-cases/fankchen-tracecrate/explore-demo-traces-in-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fankchen-tracecrate--explore-demo-traces-in-browser.json"
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  {
   "id": "fareedkhan-dev-kimi-k3-in-c--run-kimi-k3-batch-completion-on-8gb-laptop",
   "repo": "FareedKhan-dev/kimi-k3-in-c",
   "title": "Run Kimi K3 text completions on an 8 GB laptop",
   "summary": "Generate a short continuation with the full 2.78T model on one CPU, streaming weights from disk.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "c",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/fareedkhan-dev-kimi-k3-in-c/run-kimi-k3-batch-completion-on-8gb-laptop.json",
   "md": "https://dedupedai.com/use-cases/fareedkhan-dev-kimi-k3-in-c/run-kimi-k3-batch-completion-on-8gb-laptop/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fareedkhan-dev-kimi-k3-in-c--run-kimi-k3-batch-completion-on-8gb-laptop.json"
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  {
   "id": "fareedkhan-dev-kimi-k3-in-c--chat-with-kimi-k3-offline-and-keep-history",
   "repo": "FareedKhan-dev/kimi-k3-in-c",
   "title": "Chat with Kimi K3 offline and save the transcript",
   "summary": "Run multi-turn chat with the official XTML format on your own CPU, saved to a JSONL file.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "c",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/fareedkhan-dev-kimi-k3-in-c/chat-with-kimi-k3-offline-and-keep-history.json",
   "md": "https://dedupedai.com/use-cases/fareedkhan-dev-kimi-k3-in-c/chat-with-kimi-k3-offline-and-keep-history/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fareedkhan-dev-kimi-k3-in-c--chat-with-kimi-k3-offline-and-keep-history.json"
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   "id": "fareedkhan-dev-kimi-k3-in-c--verify-identical-output-across-memory-presets",
   "repo": "FareedKhan-dev/kimi-k3-in-c",
   "title": "Check that output stays identical across memory presets",
   "summary": "Run the same prompt on a small and a large preset and compare the generated text.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "c",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/fareedkhan-dev-kimi-k3-in-c/verify-identical-output-across-memory-presets.json",
   "md": "https://dedupedai.com/use-cases/fareedkhan-dev-kimi-k3-in-c/verify-identical-output-across-memory-presets/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fareedkhan-dev-kimi-k3-in-c--verify-identical-output-across-memory-presets.json"
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   "id": "fareedkhan-dev-kimi-k3-in-c--export-expert-cache-traces-for-analysis",
   "repo": "FareedKhan-dev/kimi-k3-in-c",
   "title": "Export routed-expert cache traces for analysis",
   "summary": "Dump expert usage traces from a run so the included cache simulator can replay them.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "c",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/fareedkhan-dev-kimi-k3-in-c/export-expert-cache-traces-for-analysis.json",
   "md": "https://dedupedai.com/use-cases/fareedkhan-dev-kimi-k3-in-c/export-expert-cache-traces-for-analysis/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fareedkhan-dev-kimi-k3-in-c--export-expert-cache-traces-for-analysis.json"
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  {
   "id": "farlume-termish--run-codex-in-herdr-from-phone",
   "repo": "farlume/termish",
   "title": "Run Codex in Herdr from your phone",
   "summary": "Start a coding task on a remote machine from a phone and check its output in the Herdr terminal.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "kotlin",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/farlume-termish/run-codex-in-herdr-from-phone/",
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   "md": "https://dedupedai.com/use-cases/farlume-termish/run-codex-in-herdr-from-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/farlume-termish--run-codex-in-herdr-from-phone.json"
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  {
   "id": "farlume-termish--chat-with-coding-agent-natively",
   "repo": "farlume/termish",
   "title": "Chat with a coding agent in native phone chat",
   "summary": "Use a phone-native chat interface for Codex, Claude Code or another supported CLI on a remote host.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "kotlin",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/farlume-termish/chat-with-coding-agent-natively/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/farlume-termish--chat-with-coding-agent-natively.json"
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   "id": "farlume-termish--keep-remote-task-alive-on-mobile-network",
   "repo": "farlume/termish",
   "title": "Keep a remote terminal task alive on a weak network",
   "summary": "Use Mosh with a tmux session so long-running commands survive phone sleep and network changes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "kotlin",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/farlume-termish--keep-remote-task-alive-on-mobile-network.json"
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   "id": "farlume-termish--build-termish-android-debug-from-source",
   "repo": "farlume/termish",
   "title": "Build the Termish Android debug app from source",
   "summary": "Compile a debug Termish APK from the open-source code with Gradle and the Android SDK.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "kotlin",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/farlume-termish/build-termish-android-debug-from-source/",
   "json": "https://dedupedai.com/use-cases/u/farlume-termish/build-termish-android-debug-from-source.json",
   "md": "https://dedupedai.com/use-cases/farlume-termish/build-termish-android-debug-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/farlume-termish--build-termish-android-debug-from-source.json"
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  {
   "id": "farlume-termish--view-remote-desktop-from-phone",
   "repo": "farlume/termish",
   "title": "View and operate a remote desktop from your phone",
   "summary": "Open a computer's graphical desktop in a floating window and use touch to check apps.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "kotlin",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/farlume-termish/view-remote-desktop-from-phone/",
   "json": "https://dedupedai.com/use-cases/u/farlume-termish/view-remote-desktop-from-phone.json",
   "md": "https://dedupedai.com/use-cases/farlume-termish/view-remote-desktop-from-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/farlume-termish--view-remote-desktop-from-phone.json"
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   "id": "fatihaydost-brand-identity-skill--design-new-brand-identity",
   "repo": "fatihaydost/brand-identity-skill",
   "title": "Design a logo, type and palette for a new brand",
   "summary": "Build three identity sets from one brief, pick one, and get a brand guidelines kit.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/fatihaydost-brand-identity-skill/design-new-brand-identity/",
   "json": "https://dedupedai.com/use-cases/u/fatihaydost-brand-identity-skill/design-new-brand-identity.json",
   "md": "https://dedupedai.com/use-cases/fatihaydost-brand-identity-skill/design-new-brand-identity/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fatihaydost-brand-identity-skill--design-new-brand-identity.json"
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  {
   "id": "fatihaydost-brand-identity-skill--restyle-website-keep-logo",
   "repo": "fatihaydost/brand-identity-skill",
   "title": "Restyle your website's type and palette, keep the logo",
   "summary": "Point the skill at your URL and preview new type and colour sets on your own pages.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/fatihaydost-brand-identity-skill/restyle-website-keep-logo/",
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   "api": "https://dedupedai.com/api/v1/usecases/fatihaydost-brand-identity-skill--restyle-website-keep-logo.json"
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  {
   "id": "fatihaydost-brand-identity-skill--critique-existing-brand-identity",
   "repo": "fatihaydost/brand-identity-skill",
   "title": "Critique an existing brand identity with measured checks",
   "summary": "Get contrast, colour-blindness, glyph and licence checks on a logo, type and palette you already use.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "fatihaydost-brand-identity-skill--get-design-tokens-font-sheet",
   "repo": "fatihaydost/brand-identity-skill",
   "title": "Get design tokens and a font sheet for a product",
   "summary": "Export the chosen palette and type as CSS, SCSS, Tailwind or DTCG JSON tokens with a font sheet.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/fatihaydost-brand-identity-skill--get-design-tokens-font-sheet.json"
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   "id": "faviovazquez-showtime--one-sentence-launch-video",
   "repo": "FavioVazquez/showtime",
   "title": "Make a launch video from one sentence",
   "summary": "Describe a video in one line and get a rendered final.mp4 on your own machine.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/faviovazquez-showtime/one-sentence-launch-video/",
   "json": "https://dedupedai.com/use-cases/u/faviovazquez-showtime/one-sentence-launch-video.json",
   "md": "https://dedupedai.com/use-cases/faviovazquez-showtime/one-sentence-launch-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/faviovazquez-showtime--one-sentence-launch-video.json"
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   "id": "faviovazquez-showtime--recap-agent-session-video",
   "repo": "FavioVazquez/showtime",
   "title": "Turn a Claude Code session into a narrated recap",
   "summary": "Render a 30 to 60 second film of what your agent did in its latest session.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/faviovazquez-showtime/recap-agent-session-video.json",
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   "api": "https://dedupedai.com/api/v1/usecases/faviovazquez-showtime--recap-agent-session-video.json"
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   "id": "faviovazquez-showtime--failing-test-bug-report-video",
   "repo": "FavioVazquez/showtime",
   "title": "Turn a failing Playwright test into a bug-report video",
   "summary": "Create a narrated film of the failing steps plus a Markdown summary for the issue.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "faviovazquez-showtime--x-ray-real-clip-mechanism",
   "repo": "FavioVazquez/showtime",
   "title": "X-ray a real clip to draw its hidden inside",
   "summary": "Film a working object and draw its mechanism on the frames its sound describes.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "repo": "fayazara/robot-heads",
   "title": "Show a live agent status in a React app",
   "summary": "Render a robot head that changes face and motion as the agent moves between states.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/fayazara-robot-heads/show-agent-status-in-react-ui.json",
   "md": "https://dedupedai.com/use-cases/fayazara-robot-heads/show-agent-status-in-react-ui/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fayazara-robot-heads--show-agent-status-in-react-ui.json"
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   "id": "fayazara-robot-heads--robot-avatars-in-chat-list",
   "repo": "fayazara/robot-heads",
   "title": "Use small robot avatars in a chat or user list",
   "summary": "Drop a compact robot head into list rows using the antenna-free small size option.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/fayazara-robot-heads--robot-avatars-in-chat-list.json"
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   "id": "fayazara-robot-heads--preview-robot-states-before-building",
   "repo": "fayazara/robot-heads",
   "title": "Review all nine robot states before choosing a design",
   "summary": "Look through the playground to pick a shape and state set before writing any code.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "typescript",
   "date": "2026-10-20",
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  },
  {
   "id": "fayazara-robot-heads--customise-tv-head-from-source",
   "repo": "fayazara/robot-heads",
   "title": "Change the TV head by building from the repo source",
   "summary": "Clone the repo, run the playground on its source, and rebuild the library after edits.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/fayazara-robot-heads/customise-tv-head-from-source/",
   "json": "https://dedupedai.com/use-cases/u/fayazara-robot-heads/customise-tv-head-from-source.json",
   "md": "https://dedupedai.com/use-cases/fayazara-robot-heads/customise-tv-head-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fayazara-robot-heads--customise-tv-head-from-source.json"
  },
  {
   "id": "fazmin-ailearningguide--learn-ai-basics-in-browser",
   "repo": "Fazmin/AILearningGuide",
   "title": "Learn AI basics through 51 labs in a browser",
   "summary": "Work through hands-on AI labs in the browser with no install and check understanding at each lab's end.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/fazmin-ailearningguide/learn-ai-basics-in-browser/",
   "json": "https://dedupedai.com/use-cases/u/fazmin-ailearningguide/learn-ai-basics-in-browser.json",
   "md": "https://dedupedai.com/use-cases/fazmin-ailearningguide/learn-ai-basics-in-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fazmin-ailearningguide--learn-ai-basics-in-browser.json"
  },
  {
   "id": "fazmin-ailearningguide--run-desktop-app-for-study-group",
   "repo": "Fazmin/AILearningGuide",
   "title": "Run the desktop app locally for a study group",
   "summary": "Clone the repo and run the Tauri desktop app so a group can use every feature, including the local AI guide.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/fazmin-ailearningguide/run-desktop-app-for-study-group/",
   "json": "https://dedupedai.com/use-cases/u/fazmin-ailearningguide/run-desktop-app-for-study-group.json",
   "md": "https://dedupedai.com/use-cases/fazmin-ailearningguide/run-desktop-app-for-study-group/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fazmin-ailearningguide--run-desktop-app-for-study-group.json"
  },
  {
   "id": "fazmin-ailearningguide--add-new-lab-to-app",
   "repo": "Fazmin/AILearningGuide",
   "title": "Add a new lab to the Discover AI app",
   "summary": "Generate a lab folder with the project script, then run the checks before opening a pull request.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/fazmin-ailearningguide/add-new-lab-to-app/",
   "json": "https://dedupedai.com/use-cases/u/fazmin-ailearningguide/add-new-lab-to-app.json",
   "md": "https://dedupedai.com/use-cases/fazmin-ailearningguide/add-new-lab-to-app/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fazmin-ailearningguide--add-new-lab-to-app.json"
  },
  {
   "id": "fazmin-ailearningguide--set-up-offline-ai-guide",
   "repo": "Fazmin/AILearningGuide",
   "title": "Set up an offline AI guide for lab questions",
   "summary": "Download the small local model in Settings so the guide answers lab questions without sending text off the computer.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/fazmin-ailearningguide/set-up-offline-ai-guide/",
   "json": "https://dedupedai.com/use-cases/u/fazmin-ailearningguide/set-up-offline-ai-guide.json",
   "md": "https://dedupedai.com/use-cases/fazmin-ailearningguide/set-up-offline-ai-guide/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fazmin-ailearningguide--set-up-offline-ai-guide.json"
  },
  {
   "id": "feder-cr-invisible-playwright-mcp--compare-fares-across-dates-via-assistant",
   "repo": "feder-cr/invisible_playwright_mcp",
   "title": "Compare flight fares across a date range from your assistant",
   "summary": "Have your assistant check each date in a range on a booking site and report the cheapest fare per day.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/feder-cr-invisible-playwright-mcp/compare-fares-across-dates-via-assistant/",
   "json": "https://dedupedai.com/use-cases/u/feder-cr-invisible-playwright-mcp/compare-fares-across-dates-via-assistant.json",
   "md": "https://dedupedai.com/use-cases/feder-cr-invisible-playwright-mcp/compare-fares-across-dates-via-assistant/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/feder-cr-invisible-playwright-mcp--compare-fares-across-dates-via-assistant.json"
  },
  {
   "id": "feder-cr-invisible-playwright-mcp--run-web-agent-ui-with-openrouter-key",
   "repo": "feder-cr/invisible_playwright_mcp",
   "title": "Run a web browsing agent in a local chat window",
   "summary": "Start the standalone web UI with your OpenRouter key and type a browsing task on the left, watch the browser on the right.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/feder-cr-invisible-playwright-mcp/run-web-agent-ui-with-openrouter-key/",
   "json": "https://dedupedai.com/use-cases/u/feder-cr-invisible-playwright-mcp/run-web-agent-ui-with-openrouter-key.json",
   "md": "https://dedupedai.com/use-cases/feder-cr-invisible-playwright-mcp/run-web-agent-ui-with-openrouter-key/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/feder-cr-invisible-playwright-mcp--run-web-agent-ui-with-openrouter-key.json"
  },
  {
   "id": "feder-cr-invisible-playwright-mcp--keep-logged-in-browsing-sessions-between-runs",
   "repo": "feder-cr/invisible_playwright_mcp",
   "title": "Keep logins and cookies between agent browsing runs",
   "summary": "Store the browser profile in a folder so the agent stays signed in to sites after a restart.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/feder-cr-invisible-playwright-mcp/keep-logged-in-browsing-sessions-between-runs/",
   "json": "https://dedupedai.com/use-cases/u/feder-cr-invisible-playwright-mcp/keep-logged-in-browsing-sessions-between-runs.json",
   "md": "https://dedupedai.com/use-cases/feder-cr-invisible-playwright-mcp/keep-logged-in-browsing-sessions-between-runs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/feder-cr-invisible-playwright-mcp--keep-logged-in-browsing-sessions-between-runs.json"
  },
  {
   "id": "feder-cr-invisible-playwright-mcp--script-browser-tasks-with-engine-library",
   "repo": "feder-cr/invisible_playwright_mcp",
   "title": "Write Python browser scripts on the engine library",
   "summary": "Use the invisible_playwright engine from Python code, with Playwright's API, instead of prompts.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/feder-cr-invisible-playwright-mcp/script-browser-tasks-with-engine-library/",
   "json": "https://dedupedai.com/use-cases/u/feder-cr-invisible-playwright-mcp/script-browser-tasks-with-engine-library.json",
   "md": "https://dedupedai.com/use-cases/feder-cr-invisible-playwright-mcp/script-browser-tasks-with-engine-library/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/feder-cr-invisible-playwright-mcp--script-browser-tasks-with-engine-library.json"
  },
  {
   "id": "feitangyuan-onetake--launch-film-from-app-description",
   "repo": "feitangyuan/onetake",
   "title": "Make a 15-second product launch film with one camera",
   "summary": "Have a coding agent turn a short app description into a launch film where every beat carries into the next.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/feitangyuan-onetake/launch-film-from-app-description/",
   "json": "https://dedupedai.com/use-cases/u/feitangyuan-onetake/launch-film-from-app-description.json",
   "md": "https://dedupedai.com/use-cases/feitangyuan-onetake/launch-film-from-app-description/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/feitangyuan-onetake--launch-film-from-app-description.json"
  },
  {
   "id": "feitangyuan-onetake--feature-demo-from-screenshots",
   "repo": "feitangyuan/onetake",
   "title": "Rebuild a feature demo from screenshots, no recording",
   "summary": "Turn a set of app screenshots into a feature demo where the interface is rebuilt in HTML and the camera flies into it.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/feitangyuan-onetake/feature-demo-from-screenshots/",
   "json": "https://dedupedai.com/use-cases/u/feitangyuan-onetake/feature-demo-from-screenshots.json",
   "md": "https://dedupedai.com/use-cases/feitangyuan-onetake/feature-demo-from-screenshots/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/feitangyuan-onetake--feature-demo-from-screenshots.json"
  },
  {
   "id": "feitangyuan-onetake--fix-slideshow-motion-video",
   "repo": "feitangyuan/onetake",
   "title": "Diagnose a motion video that reads like a slideshow",
   "summary": "Run the continuity check on an existing motion video to find the cuts where nothing carries over, then fix them.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/feitangyuan-onetake/fix-slideshow-motion-video/",
   "json": "https://dedupedai.com/use-cases/u/feitangyuan-onetake/fix-slideshow-motion-video.json",
   "md": "https://dedupedai.com/use-cases/feitangyuan-onetake/fix-slideshow-motion-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/feitangyuan-onetake--fix-slideshow-motion-video.json"
  },
  {
   "id": "feitangyuan-onetake--plan-motion-film-beat-by-beat",
   "repo": "feitangyuan/onetake",
   "title": "Plan a motion film beat by beat before rendering",
   "summary": "Use the rhythm and carry method to write a beat sheet where shot lengths vary and every boundary has a carried element.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/feitangyuan-onetake/plan-motion-film-beat-by-beat/",
   "json": "https://dedupedai.com/use-cases/u/feitangyuan-onetake/plan-motion-film-beat-by-beat.json",
   "md": "https://dedupedai.com/use-cases/feitangyuan-onetake/plan-motion-film-beat-by-beat/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/feitangyuan-onetake--plan-motion-film-beat-by-beat.json"
  },
  {
   "id": "fengzhenfei-carrel--let-coding-agent-search-product-docs",
   "repo": "FengZhenfei/carrel",
   "title": "Let a coding agent search your product docs",
   "summary": "Deploy Carrel locally and give Claude Code or Codex a search skill over your own document folders.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/fengzhenfei-carrel/let-coding-agent-search-product-docs/",
   "json": "https://dedupedai.com/use-cases/u/fengzhenfei-carrel/let-coding-agent-search-product-docs.json",
   "md": "https://dedupedai.com/use-cases/fengzhenfei-carrel/let-coding-agent-search-product-docs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fengzhenfei-carrel--let-coding-agent-search-product-docs.json"
  },
  {
   "id": "fengzhenfei-carrel--answer-contract-questions-with-citations",
   "repo": "FengZhenfei/carrel",
   "title": "Answer contract questions with cited passages",
   "summary": "Index a folder of contracts and let an agent pull the clauses it needs before it answers.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/fengzhenfei-carrel/answer-contract-questions-with-citations/",
   "json": "https://dedupedai.com/use-cases/u/fengzhenfei-carrel/answer-contract-questions-with-citations.json",
   "md": "https://dedupedai.com/use-cases/fengzhenfei-carrel/answer-contract-questions-with-citations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fengzhenfei-carrel--answer-contract-questions-with-citations.json"
  },
  {
   "id": "fengzhenfei-carrel--trace-decisions-across-meeting-notes",
   "repo": "FengZhenfei/carrel",
   "title": "Trace decisions and conflicts across meeting notes",
   "summary": "Build a knowledge graph over meeting notes to follow relationships, sources, and conflicting facts.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/fengzhenfei-carrel/trace-decisions-across-meeting-notes/",
   "json": "https://dedupedai.com/use-cases/u/fengzhenfei-carrel/trace-decisions-across-meeting-notes.json",
   "md": "https://dedupedai.com/use-cases/fengzhenfei-carrel/trace-decisions-across-meeting-notes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fengzhenfei-carrel--trace-decisions-across-meeting-notes.json"
  },
  {
   "id": "fengzhenfei-carrel--keep-research-library-current-automatically",
   "repo": "FengZhenfei/carrel",
   "title": "Keep a research library current as files change",
   "summary": "Schedule Carrel to scan a research folder so new papers and notes show up in agent answers.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/fengzhenfei-carrel/keep-research-library-current-automatically/",
   "json": "https://dedupedai.com/use-cases/u/fengzhenfei-carrel/keep-research-library-current-automatically.json",
   "md": "https://dedupedai.com/use-cases/fengzhenfei-carrel/keep-research-library-current-automatically/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fengzhenfei-carrel--keep-research-library-current-automatically.json"
  },
  {
   "id": "fidetolabs-qanat--screen-companies-as-of-past-date",
   "repo": "fidetolabs/qanat",
   "title": "Screen companies as they stood on a past date",
   "summary": "Run a metric threshold screen on SEC filings using only what was public on a chosen date.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/fidetolabs-qanat/screen-companies-as-of-past-date/",
   "json": "https://dedupedai.com/use-cases/u/fidetolabs-qanat/screen-companies-as-of-past-date.json",
   "md": "https://dedupedai.com/use-cases/fidetolabs-qanat/screen-companies-as-of-past-date/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fidetolabs-qanat--screen-companies-as-of-past-date.json"
  },
  {
   "id": "fidetolabs-qanat--measure-returns-between-filing-dates",
   "repo": "fidetolabs/qanat",
   "title": "Measure what screened companies did between filings",
   "summary": "Run a screen over a date window and read each passing company's return between its own filing dates.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/fidetolabs-qanat/measure-returns-between-filing-dates/",
   "json": "https://dedupedai.com/use-cases/u/fidetolabs-qanat/measure-returns-between-filing-dates.json",
   "md": "https://dedupedai.com/use-cases/fidetolabs-qanat/measure-returns-between-filing-dates/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fidetolabs-qanat--measure-returns-between-filing-dates.json"
  },
  {
   "id": "fidetolabs-qanat--ask-agent-questions-over-dated-filings",
   "repo": "fidetolabs/qanat",
   "title": "Ask an AI agent questions over dated filings",
   "summary": "Connect an MCP client to Qanat's read-only research scope and query SEC filings and screens in plain language.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/fidetolabs-qanat/ask-agent-questions-over-dated-filings/",
   "json": "https://dedupedai.com/use-cases/u/fidetolabs-qanat/ask-agent-questions-over-dated-filings.json",
   "md": "https://dedupedai.com/use-cases/fidetolabs-qanat/ask-agent-questions-over-dated-filings/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fidetolabs-qanat--ask-agent-questions-over-dated-filings.json"
  },
  {
   "id": "finna-finn-loop--spec-idea-into-agent-ready-issue",
   "repo": "finna/Finn-loop",
   "title": "Turn a rough idea into an agent-ready Linear issue",
   "summary": "Interview with /finn-spec until the behavior is clear, then get a Linear issue with acceptance criteria and non-goals.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/finna-finn-loop/spec-idea-into-agent-ready-issue/",
   "json": "https://dedupedai.com/use-cases/u/finna-finn-loop/spec-idea-into-agent-ready-issue.json",
   "md": "https://dedupedai.com/use-cases/finna-finn-loop/spec-idea-into-agent-ready-issue/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/finna-finn-loop--spec-idea-into-agent-ready-issue.json"
  },
  {
   "id": "finna-finn-loop--build-agent-ready-issues-into-prs",
   "repo": "finna/Finn-loop",
   "title": "Have Claude build queued issues into pull requests",
   "summary": "Run a builder loop that claims the next safe agent-ready issue, implements only its contract, and opens a PR.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/finna-finn-loop/build-agent-ready-issues-into-prs/",
   "json": "https://dedupedai.com/use-cases/u/finna-finn-loop/build-agent-ready-issues-into-prs.json",
   "md": "https://dedupedai.com/use-cases/finna-finn-loop/build-agent-ready-issues-into-prs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/finna-finn-loop--build-agent-ready-issues-into-prs.json"
  },
  {
   "id": "finna-finn-loop--review-open-prs-before-merging",
   "repo": "finna/Finn-loop",
   "title": "Get a verdict on every open PR before merging",
   "summary": "Run a reviewer loop that checks open PRs against their Linear issue and required checks, then posts a verdict.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/finna-finn-loop/review-open-prs-before-merging/",
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  },
  {
   "id": "finna-finn-loop--install-finn-loop-skills-in-repo",
   "repo": "finna/Finn-loop",
   "title": "Install the three Finn Loop skills into a GitHub repo",
   "summary": "Copy the finn-spec, finn-build, and finn-review skills into a repo and check that the prerequisites are working.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/finna-finn-loop--install-finn-loop-skills-in-repo.json"
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  {
   "id": "fission-ai-openspec--plan-feature-with-ai-before-code",
   "repo": "Fission-AI/OpenSpec",
   "title": "Plan a feature with an AI before any code is written",
   "summary": "Explore, propose, apply, and archive one change so the agent builds only what you agreed to.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/fission-ai-openspec/plan-feature-with-ai-before-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fission-ai-openspec--plan-feature-with-ai-before-code.json"
  },
  {
   "id": "fission-ai-openspec--run-expanded-workflow-and-bulk-archive",
   "repo": "Fission-AI/OpenSpec",
   "title": "Switch to the expanded workflow and archive many changes at once",
   "summary": "Enable the full set of Open Spec commands and clear finished changes in one pass.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/fission-ai-openspec--run-expanded-workflow-and-bulk-archive.json"
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  {
   "id": "fission-ai-openspec--share-cross-repo-plans-with-stores",
   "repo": "Fission-AI/OpenSpec",
   "title": "Share one plan across several repos with Stores",
   "summary": "Keep cross-repo specs in a separate shared repo that code repos and agents can read.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "md": "https://dedupedai.com/use-cases/fission-ai-openspec/share-cross-repo-plans-with-stores/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fission-ai-openspec--share-cross-repo-plans-with-stores.json"
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  {
   "id": "fitchmultz-pi-posthorse--long-coding-task-without-context-loss",
   "repo": "fitchmultz/pi-posthorse",
   "title": "Keep a long Pi coding task going across fresh windows",
   "summary": "Run a long Pi task that rolls into fresh context windows using saved notes instead of summaries.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/fitchmultz-pi-posthorse/long-coding-task-without-context-loss/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fitchmultz-pi-posthorse--long-coding-task-without-context-loss.json"
  },
  {
   "id": "fitchmultz-pi-posthorse--recover-earlier-conversation-from-history",
   "repo": "fitchmultz/pi-posthorse",
   "title": "Find an earlier decision in past Pi sessions",
   "summary": "Search prior conversation and sub-agent runs in the project to recover a decision or error detail.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/fitchmultz-pi-posthorse/recover-earlier-conversation-from-history/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fitchmultz-pi-posthorse--recover-earlier-conversation-from-history.json"
  },
  {
   "id": "fitchmultz-pi-posthorse--try-posthorse-for-one-pi-session",
   "repo": "fitchmultz/pi-posthorse",
   "title": "Test Posthorse in one Pi session before installing",
   "summary": "Load Posthorse for a single session to check rollover behavior without a permanent install.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/fitchmultz-pi-posthorse/try-posthorse-for-one-pi-session/",
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   "md": "https://dedupedai.com/use-cases/fitchmultz-pi-posthorse/try-posthorse-for-one-pi-session/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fitchmultz-pi-posthorse--try-posthorse-for-one-pi-session.json"
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  {
   "id": "flaminis-dalaran--replay-rrd-recording-in-viewer",
   "repo": "Flaminis/Dalaran",
   "title": "Open an existing .rrd recording in the Dalaran viewer",
   "summary": "Replay an upstream .rrd recording on one timeline without converting it first.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/flaminis-dalaran/replay-rrd-recording-in-viewer/",
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   "md": "https://dedupedai.com/use-cases/flaminis-dalaran/replay-rrd-recording-in-viewer/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flaminis-dalaran--replay-rrd-recording-in-viewer.json"
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  {
   "id": "flaminis-dalaran--log-python-run-to-dlr-file",
   "repo": "Flaminis/Dalaran",
   "title": "Save a Python sensor run to a .dlr file for later review",
   "summary": "Log data from a script to a .dlr file and open it in the viewer afterward.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/flaminis-dalaran/log-python-run-to-dlr-file/",
   "json": "https://dedupedai.com/use-cases/u/flaminis-dalaran/log-python-run-to-dlr-file.json",
   "md": "https://dedupedai.com/use-cases/flaminis-dalaran/log-python-run-to-dlr-file/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flaminis-dalaran--log-python-run-to-dlr-file.json"
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  {
   "id": "flaminis-dalaran--check-robot-workstation-with-doctor",
   "repo": "Flaminis/Dalaran",
   "title": "Check a workstation for viewer and driver problems before a robot session",
   "summary": "Run the built-in doctor command to find setup problems in plain language.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/flaminis-dalaran/check-robot-workstation-with-doctor/",
   "json": "https://dedupedai.com/use-cases/u/flaminis-dalaran/check-robot-workstation-with-doctor.json",
   "md": "https://dedupedai.com/use-cases/flaminis-dalaran/check-robot-workstation-with-doctor/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flaminis-dalaran--check-robot-workstation-with-doctor.json"
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  {
   "id": "flaminis-dalaran--visualize-nav2-costmaps-from-ros2",
   "repo": "Flaminis/Dalaran",
   "title": "Show nav2 costmaps from a rosbag2 replay next to robot poses",
   "summary": "Replay a rosbag2 with nav2 costmap topics and inspect the layers on one timeline.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/flaminis-dalaran/visualize-nav2-costmaps-from-ros2/",
   "json": "https://dedupedai.com/use-cases/u/flaminis-dalaran/visualize-nav2-costmaps-from-ros2.json",
   "md": "https://dedupedai.com/use-cases/flaminis-dalaran/visualize-nav2-costmaps-from-ros2/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flaminis-dalaran--visualize-nav2-costmaps-from-ros2.json"
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  {
   "id": "flaminis-dalaran--pull-recording-data-into-dataframes",
   "repo": "Flaminis/Dalaran",
   "title": "Export recording data to dataframes for computation",
   "summary": "Load a Dalaran recording into a dataframe to compute on it instead of viewing it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/flaminis-dalaran/pull-recording-data-into-dataframes/",
   "json": "https://dedupedai.com/use-cases/u/flaminis-dalaran/pull-recording-data-into-dataframes.json",
   "md": "https://dedupedai.com/use-cases/flaminis-dalaran/pull-recording-data-into-dataframes/index.md",
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  {
   "id": "flohoeller-affectui--add-ai-message-actions-to-chat",
   "repo": "flohoeller/affectui",
   "title": "Add a polished message action bar to an AI chat",
   "summary": "Drop a finished copy, regenerate, feedback and read-aloud bar under each AI reply in one file.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/flohoeller-affectui/add-ai-message-actions-to-chat/",
   "json": "https://dedupedai.com/use-cases/u/flohoeller-affectui/add-ai-message-actions-to-chat.json",
   "md": "https://dedupedai.com/use-cases/flohoeller-affectui/add-ai-message-actions-to-chat/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flohoeller-affectui--add-ai-message-actions-to-chat.json"
  },
  {
   "id": "flohoeller-affectui--let-ai-coding-agent-install-affectui-items",
   "repo": "flohoeller/affectui",
   "title": "Let an AI coding agent find and add UI items for you",
   "summary": "Connect the affectUI MCP server so Claude Code, Cursor or Codex can search items and install them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/flohoeller-affectui/let-ai-coding-agent-install-affectui-items/",
   "json": "https://dedupedai.com/use-cases/u/flohoeller-affectui/let-ai-coding-agent-install-affectui-items.json",
   "md": "https://dedupedai.com/use-cases/flohoeller-affectui/let-ai-coding-agent-install-affectui-items/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flohoeller-affectui--let-ai-coding-agent-install-affectui-items.json"
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  {
   "id": "flohoeller-affectui--build-agent-approval-inbox",
   "repo": "flohoeller/affectui",
   "title": "Build a review inbox where humans approve agent actions",
   "summary": "Combine Decision Inbox, Email Draft and Comment Thread so people can approve or discard agent output.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/flohoeller-affectui/build-agent-approval-inbox/",
   "json": "https://dedupedai.com/use-cases/u/flohoeller-affectui/build-agent-approval-inbox.json",
   "md": "https://dedupedai.com/use-cases/flohoeller-affectui/build-agent-approval-inbox/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flohoeller-affectui--build-agent-approval-inbox.json"
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  {
   "id": "flohoeller-affectui--add-onboarding-progress-checklist",
   "repo": "flohoeller/affectui",
   "title": "Add an onboarding checklist with a live progress bar",
   "summary": "Show new users a step list whose progress bar and ticks update as they finish each task.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/flohoeller-affectui/add-onboarding-progress-checklist/",
   "json": "https://dedupedai.com/use-cases/u/flohoeller-affectui/add-onboarding-progress-checklist.json",
   "md": "https://dedupedai.com/use-cases/flohoeller-affectui/add-onboarding-progress-checklist/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flohoeller-affectui--add-onboarding-progress-checklist.json"
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  {
   "id": "flopwire-flopwire--trace-commit-to-agent-session",
   "repo": "flopwire/flopwire",
   "title": "Trace a commit back to the agent session that wrote it",
   "summary": "Find the session behind a commit and read the command and result evidence it produced.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/flopwire-flopwire/trace-commit-to-agent-session/",
   "json": "https://dedupedai.com/use-cases/u/flopwire-flopwire/trace-commit-to-agent-session.json",
   "md": "https://dedupedai.com/use-cases/flopwire-flopwire/trace-commit-to-agent-session/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flopwire-flopwire--trace-commit-to-agent-session.json"
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  {
   "id": "flopwire-flopwire--search-past-agent-sessions-for-decisions",
   "repo": "flopwire/flopwire",
   "title": "Search every past agent session for an earlier decision",
   "summary": "Use regex and ranked search to recover how a problem was solved in a previous session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/flopwire-flopwire--search-past-agent-sessions-for-decisions.json"
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  {
   "id": "flopwire-flopwire--coordinate-two-agents-on-one-repo",
   "repo": "flopwire/flopwire",
   "title": "Have two agents on one machine agree a work split",
   "summary": "Let a Codex session find a Claude Code session on the same repo and message it directly.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "md": "https://dedupedai.com/use-cases/flopwire-flopwire/coordinate-two-agents-on-one-repo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/flopwire-flopwire--coordinate-two-agents-on-one-repo.json"
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  {
   "id": "flopwire-flopwire--run-a-team-archive-for-shared-agent-history",
   "repo": "flopwire/flopwire",
   "title": "Set up a self-hosted team server for shared agent history",
   "summary": "Join every teammate's devices into one searchable archive on a server you run.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "json": "https://dedupedai.com/use-cases/u/flopwire-flopwire/run-a-team-archive-for-shared-agent-history.json",
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   "api": "https://dedupedai.com/api/v1/usecases/flopwire-flopwire--run-a-team-archive-for-shared-agent-history.json"
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   "id": "frankie-xu-threadport--resume-interrupted-claude-or-codex-task",
   "repo": "Frankie-Xu/threadport",
   "title": "Resume an interrupted Claude or Codex coding task",
   "summary": "Find a stopped session in the local workbench, review its evidence, and prepare a continuation command.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "json": "https://dedupedai.com/use-cases/u/frankie-xu-threadport/resume-interrupted-claude-or-codex-task.json",
   "md": "https://dedupedai.com/use-cases/frankie-xu-threadport/resume-interrupted-claude-or-codex-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/frankie-xu-threadport--resume-interrupted-claude-or-codex-task.json"
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   "id": "frankie-xu-threadport--hand-off-capsule-to-codex-from-cli",
   "repo": "Frankie-Xu/threadport",
   "title": "Hand off a Claude session to Codex through the CLI",
   "summary": "Extract a Capsule from a Claude session file and write a Codex handoff file with the handoff command.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
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   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/frankie-xu-threadport/hand-off-capsule-to-codex-from-cli/",
   "json": "https://dedupedai.com/use-cases/u/frankie-xu-threadport/hand-off-capsule-to-codex-from-cli.json",
   "md": "https://dedupedai.com/use-cases/frankie-xu-threadport/hand-off-capsule-to-codex-from-cli/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/frankie-xu-threadport--hand-off-capsule-to-codex-from-cli.json"
  },
  {
   "id": "frankie-xu-threadport--import-cursor-transcript-as-paused-handoff",
   "repo": "Frankie-Xu/threadport",
   "title": "Import a Cursor transcript as a paused handoff",
   "summary": "Turn a copied Cursor chat transcript into a paused Capsule that you review before acting.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/frankie-xu-threadport/import-cursor-transcript-as-paused-handoff/",
   "json": "https://dedupedai.com/use-cases/u/frankie-xu-threadport/import-cursor-transcript-as-paused-handoff.json",
   "md": "https://dedupedai.com/use-cases/frankie-xu-threadport/import-cursor-transcript-as-paused-handoff/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/frankie-xu-threadport--import-cursor-transcript-as-paused-handoff.json"
  },
  {
   "id": "frankweb33-flybrain-robot-bridge--run-synthetic-fly-brain-demo",
   "repo": "Frankweb33/flybrain-robot-bridge",
   "title": "Run the synthetic fly-brain demo without hardware",
   "summary": "Clone the repo and watch the mock neural backend turn synthetic frames into motor commands.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/frankweb33-flybrain-robot-bridge/run-synthetic-fly-brain-demo/",
   "json": "https://dedupedai.com/use-cases/u/frankweb33-flybrain-robot-bridge/run-synthetic-fly-brain-demo.json",
   "md": "https://dedupedai.com/use-cases/frankweb33-flybrain-robot-bridge/run-synthetic-fly-brain-demo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/frankweb33-flybrain-robot-bridge--run-synthetic-fly-brain-demo.json"
  },
  {
   "id": "frankweb33-flybrain-robot-bridge--test-bridge-with-webcam-or-video",
   "repo": "Frankweb33/flybrain-robot-bridge",
   "title": "Test motion and looming output from a webcam or video",
   "summary": "Feed a webcam or your own video into the mock backend in dry-run mode to inspect vision signals.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/frankweb33-flybrain-robot-bridge/test-bridge-with-webcam-or-video/",
   "json": "https://dedupedai.com/use-cases/u/frankweb33-flybrain-robot-bridge/test-bridge-with-webcam-or-video.json",
   "md": "https://dedupedai.com/use-cases/frankweb33-flybrain-robot-bridge/test-bridge-with-webcam-or-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/frankweb33-flybrain-robot-bridge--test-bridge-with-webcam-or-video.json"
  },
  {
   "id": "frankweb33-flybrain-robot-bridge--calibrate-robot-link-in-safe-steps",
   "repo": "Frankweb33/flybrain-robot-bridge",
   "title": "Calibrate a physical robot link in safe steps",
   "summary": "Set motor limits and send commands to a lifted robot only after dry-run checks pass.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/frankweb33-flybrain-robot-bridge/calibrate-robot-link-in-safe-steps/",
   "json": "https://dedupedai.com/use-cases/u/frankweb33-flybrain-robot-bridge/calibrate-robot-link-in-safe-steps.json",
   "md": "https://dedupedai.com/use-cases/frankweb33-flybrain-robot-bridge/calibrate-robot-link-in-safe-steps/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/frankweb33-flybrain-robot-bridge--calibrate-robot-link-in-safe-steps.json"
  },
  {
   "id": "franzenzenhofer-big-arrow-on-the-screen--point-human-at-permission-button",
   "repo": "franzenzenhofer/big-arrow-on-the-screen",
   "title": "Point a human at the Allow button an agent cannot press",
   "summary": "An agent draws an arrow and sign at the permission button so the human clicks it.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/franzenzenhofer-big-arrow-on-the-screen/point-human-at-permission-button/",
   "json": "https://dedupedai.com/use-cases/u/franzenzenhofer-big-arrow-on-the-screen/point-human-at-permission-button.json",
   "md": "https://dedupedai.com/use-cases/franzenzenhofer-big-arrow-on-the-screen/point-human-at-permission-button/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/franzenzenhofer-big-arrow-on-the-screen--point-human-at-permission-button.json"
  },
  {
   "id": "franzenzenhofer-big-arrow-on-the-screen--walk-someone-through-app-controls",
   "repo": "franzenzenhofer/big-arrow-on-the-screen",
   "title": "Walk someone through an app one control at a time",
   "summary": "Chain several arrows so a person learns each step of an app's interface.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/franzenzenhofer-big-arrow-on-the-screen/walk-someone-through-app-controls/",
   "json": "https://dedupedai.com/use-cases/u/franzenzenhofer-big-arrow-on-the-screen/walk-someone-through-app-controls.json",
   "md": "https://dedupedai.com/use-cases/franzenzenhofer-big-arrow-on-the-screen/walk-someone-through-app-controls/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/franzenzenhofer-big-arrow-on-the-screen--walk-someone-through-app-controls.json"
  },
  {
   "id": "franzenzenhofer-big-arrow-on-the-screen--point-at-browser-tab-among-many",
   "repo": "franzenzenhofer/big-arrow-on-the-screen",
   "title": "Point at the right browser tab out of many",
   "summary": "Raise a Chrome window and point at one tab by its title.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/franzenzenhofer-big-arrow-on-the-screen/point-at-browser-tab-among-many/",
   "json": "https://dedupedai.com/use-cases/u/franzenzenhofer-big-arrow-on-the-screen/point-at-browser-tab-among-many.json",
   "md": "https://dedupedai.com/use-cases/franzenzenhofer-big-arrow-on-the-screen/point-at-browser-tab-among-many/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/franzenzenhofer-big-arrow-on-the-screen--point-at-browser-tab-among-many.json"
  },
  {
   "id": "franzenzenhofer-big-arrow-on-the-screen--show-code-to-copy-on-sign",
   "repo": "franzenzenhofer/big-arrow-on-the-screen",
   "title": "Show a code on a sign that the person can copy and paste",
   "summary": "Put a PIN or code on a sign with a copy button and point at the field to paste it into.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/franzenzenhofer-big-arrow-on-the-screen/show-code-to-copy-on-sign/",
   "json": "https://dedupedai.com/use-cases/u/franzenzenhofer-big-arrow-on-the-screen/show-code-to-copy-on-sign.json",
   "md": "https://dedupedai.com/use-cases/franzenzenhofer-big-arrow-on-the-screen/show-code-to-copy-on-sign/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/franzenzenhofer-big-arrow-on-the-screen--show-code-to-copy-on-sign.json"
  },
  {
   "id": "frontier-harness-eval-eval--browse-live-harness-results",
   "repo": "frontier-harness-eval/eval",
   "title": "Compare 12 coding-agent harness results side by side",
   "summary": "Open the live FrontierHarness results to see pass rate, cost, and speed for each harness.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/frontier-harness-eval-eval/browse-live-harness-results/",
   "json": "https://dedupedai.com/use-cases/u/frontier-harness-eval-eval/browse-live-harness-results.json",
   "md": "https://dedupedai.com/use-cases/frontier-harness-eval-eval/browse-live-harness-results/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/frontier-harness-eval-eval--browse-live-harness-results.json"
  },
  {
   "id": "frontier-harness-eval-eval--evaluate-own-harness-on-published-tasks",
   "repo": "frontier-harness-eval/eval",
   "title": "Score your own coding harness on the 30-task set",
   "summary": "Run the evaluation skill to get pass rate, cost, and a report for your harness.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/frontier-harness-eval-eval/evaluate-own-harness-on-published-tasks/",
   "json": "https://dedupedai.com/use-cases/u/frontier-harness-eval-eval/evaluate-own-harness-on-published-tasks.json",
   "md": "https://dedupedai.com/use-cases/frontier-harness-eval-eval/evaluate-own-harness-on-published-tasks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/frontier-harness-eval-eval--evaluate-own-harness-on-published-tasks.json"
  },
  {
   "id": "frontier-harness-eval-eval--check-result-comparability-before-citing",
   "repo": "frontier-harness-eval/eval",
   "title": "Check if a harness score is comparable before citing it",
   "summary": "Confirm the egress policy and comparability flag before you put a new score next to published ones.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/frontier-harness-eval-eval/check-result-comparability-before-citing/",
   "json": "https://dedupedai.com/use-cases/u/frontier-harness-eval-eval/check-result-comparability-before-citing.json",
   "md": "https://dedupedai.com/use-cases/frontier-harness-eval-eval/check-result-comparability-before-citing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/frontier-harness-eval-eval--check-result-comparability-before-citing.json"
  },
  {
   "id": "fstandhartinger-jevbench--shortlist-decision-models-from-jevbench-board",
   "repo": "fstandhartinger/jevbench",
   "title": "Shortlist decision models from the JevBench board",
   "summary": "Compare open-weights and hosted decision models on accuracy, calibration, speed and cost before you pick one.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/fstandhartinger-jevbench/shortlist-decision-models-from-jevbench-board/",
   "json": "https://dedupedai.com/use-cases/u/fstandhartinger-jevbench/shortlist-decision-models-from-jevbench-board.json",
   "md": "https://dedupedai.com/use-cases/fstandhartinger-jevbench/shortlist-decision-models-from-jevbench-board/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fstandhartinger-jevbench--shortlist-decision-models-from-jevbench-board.json"
  },
  {
   "id": "fstandhartinger-jevbench--test-option-order-sensitivity-before-deploy",
   "repo": "fstandhartinger/jevbench",
   "title": "Test a decision model for option-order sensitivity",
   "summary": "Run the public hard items with options in two orders to see whether your model's answers flip.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/fstandhartinger-jevbench/test-option-order-sensitivity-before-deploy/",
   "json": "https://dedupedai.com/use-cases/u/fstandhartinger-jevbench/test-option-order-sensitivity-before-deploy.json",
   "md": "https://dedupedai.com/use-cases/fstandhartinger-jevbench/test-option-order-sensitivity-before-deploy/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fstandhartinger-jevbench--test-option-order-sensitivity-before-deploy.json"
  },
  {
   "id": "fstandhartinger-jevbench--compare-local-models-with-stuntdouble-import",
   "repo": "fstandhartinger/jevbench",
   "title": "Compare local decision models with stuntdouble",
   "summary": "Use the independent stuntdouble companion to import JevBench public hard items and compare local models.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/fstandhartinger-jevbench/compare-local-models-with-stuntdouble-import/",
   "json": "https://dedupedai.com/use-cases/u/fstandhartinger-jevbench/compare-local-models-with-stuntdouble-import.json",
   "md": "https://dedupedai.com/use-cases/fstandhartinger-jevbench/compare-local-models-with-stuntdouble-import/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fstandhartinger-jevbench--compare-local-models-with-stuntdouble-import.json"
  },
  {
   "id": "furkankly-zoetrope--follow-a-live-agent-session-as-a-graph",
   "repo": "furkankly/zoetrope",
   "title": "Follow a running agent session as a live graph",
   "summary": "Watch the main agent, its subagents and their tool calls update live in your terminal.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/furkankly-zoetrope/follow-a-live-agent-session-as-a-graph/",
   "json": "https://dedupedai.com/use-cases/u/furkankly-zoetrope/follow-a-live-agent-session-as-a-graph.json",
   "md": "https://dedupedai.com/use-cases/furkankly-zoetrope/follow-a-live-agent-session-as-a-graph/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/furkankly-zoetrope--follow-a-live-agent-session-as-a-graph.json"
  },
  {
   "id": "furkankly-zoetrope--replay-a-finished-run-to-review-subagent-work",
   "repo": "furkankly/zoetrope",
   "title": "Replay a finished agent run to review its subagents",
   "summary": "Scrub back through a completed session to see each agent and tool call in order.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/furkankly-zoetrope/replay-a-finished-run-to-review-subagent-work/",
   "json": "https://dedupedai.com/use-cases/u/furkankly-zoetrope/replay-a-finished-run-to-review-subagent-work.json",
   "md": "https://dedupedai.com/use-cases/furkankly-zoetrope/replay-a-finished-run-to-review-subagent-work/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/furkankly-zoetrope--replay-a-finished-run-to-review-subagent-work.json"
  },
  {
   "id": "furkankly-zoetrope--print-a-session-tree-for-scripts-and-logs",
   "repo": "furkankly/zoetrope",
   "title": "Print a session's agent tree without opening the TUI",
   "summary": "Dump the session tree to the terminal headlessly for logs, notes or scripts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/furkankly-zoetrope/print-a-session-tree-for-scripts-and-logs/",
   "json": "https://dedupedai.com/use-cases/u/furkankly-zoetrope/print-a-session-tree-for-scripts-and-logs.json",
   "md": "https://dedupedai.com/use-cases/furkankly-zoetrope/print-a-session-tree-for-scripts-and-logs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/furkankly-zoetrope--print-a-session-tree-for-scripts-and-logs.json"
  },
  {
   "id": "furkankly-zoetrope--view-a-session-in-the-browser-without-installing",
   "repo": "furkankly/zoetrope",
   "title": "View a session graph in the browser with no install",
   "summary": "Drop a transcript onto the hosted page and get the same graph without installing anything.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/furkankly-zoetrope/view-a-session-in-the-browser-without-installing/",
   "json": "https://dedupedai.com/use-cases/u/furkankly-zoetrope/view-a-session-in-the-browser-without-installing.json",
   "md": "https://dedupedai.com/use-cases/furkankly-zoetrope/view-a-session-in-the-browser-without-installing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/furkankly-zoetrope--view-a-session-in-the-browser-without-installing.json"
  },
  {
   "id": "furkankly-zoetrope--follow-a-herdr-agent-pane-live",
   "repo": "furkankly/zoetrope",
   "title": "Open the live graph over a Herdr agent pane",
   "summary": "Press one key in Herdr to open the exact session running in a pane as a live graph.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/furkankly-zoetrope/follow-a-herdr-agent-pane-live/",
   "json": "https://dedupedai.com/use-cases/u/furkankly-zoetrope/follow-a-herdr-agent-pane-live.json",
   "md": "https://dedupedai.com/use-cases/furkankly-zoetrope/follow-a-herdr-agent-pane-live/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/furkankly-zoetrope--follow-a-herdr-agent-pane-live.json"
  },
  {
   "id": "fuxiaoai-tidings-rss--import-top-200-feeds-first-time",
   "repo": "fuxiaoai/tidings-rss",
   "title": "Import the Top 200 feeds into a reader in one step",
   "summary": "Download the recommended 200-feed OPML and import it to start reading across 14 categories.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/import-top-200-feeds-first-time/",
   "json": "https://dedupedai.com/use-cases/u/fuxiaoai-tidings-rss/import-top-200-feeds-first-time.json",
   "md": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/import-top-200-feeds-first-time/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fuxiaoai-tidings-rss--import-top-200-feeds-first-time.json"
  },
  {
   "id": "fuxiaoai-tidings-rss--build-ai-research-watchlist",
   "repo": "fuxiaoai/tidings-rss",
   "title": "Track AI and research feeds from one topic bundle",
   "summary": "Import the AI or research bundle to follow models, papers, and labs without the full directory.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/build-ai-research-watchlist/",
   "json": "https://dedupedai.com/use-cases/u/fuxiaoai-tidings-rss/build-ai-research-watchlist.json",
   "md": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/build-ai-research-watchlist/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fuxiaoai-tidings-rss--build-ai-research-watchlist.json"
  },
  {
   "id": "fuxiaoai-tidings-rss--agent-query-feed-catalog-by-topic",
   "repo": "fuxiaoai/tidings-rss",
   "title": "Pull feeds for a topic from the JSON catalog",
   "summary": "Have an agent read data/feeds.json and list feeds for a chosen bundle with their feed URLs.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/agent-query-feed-catalog-by-topic/",
   "json": "https://dedupedai.com/use-cases/u/fuxiaoai-tidings-rss/agent-query-feed-catalog-by-topic.json",
   "md": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/agent-query-feed-catalog-by-topic/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fuxiaoai-tidings-rss--agent-query-feed-catalog-by-topic.json"
  },
  {
   "id": "fuxiaoai-tidings-rss--listen-to-podcasts-and-watch-videos",
   "repo": "fuxiaoai/tidings-rss",
   "title": "Follow podcasts and video channels in one app",
   "summary": "Import the podcast and video bundles to listen and watch in Tidings with playback controls.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/listen-to-podcasts-and-watch-videos/",
   "json": "https://dedupedai.com/use-cases/u/fuxiaoai-tidings-rss/listen-to-podcasts-and-watch-videos.json",
   "md": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/listen-to-podcasts-and-watch-videos/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fuxiaoai-tidings-rss--listen-to-podcasts-and-watch-videos.json"
  },
  {
   "id": "fuxiaoai-tidings-rss--summarize-unread-with-ai-radar",
   "repo": "fuxiaoai/tidings-rss",
   "title": "Summarize unread articles with AI Radar",
   "summary": "Use AI Radar and article summaries in Tidings to triage a backlog of unread feeds.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/summarize-unread-with-ai-radar/",
   "json": "https://dedupedai.com/use-cases/u/fuxiaoai-tidings-rss/summarize-unread-with-ai-radar.json",
   "md": "https://dedupedai.com/use-cases/fuxiaoai-tidings-rss/summarize-unread-with-ai-radar/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fuxiaoai-tidings-rss--summarize-unread-with-ai-radar.json"
  },
  {
   "id": "fuxicodex-fuxi--fix-failing-tests-from-terminal",
   "repo": "fuxicodex/Fuxi",
   "title": "Fix failing tests in a repo from the terminal",
   "summary": "Point FuXi at a repository with failing tests and have it read, edit, and rerun until they pass.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/fuxicodex-fuxi/fix-failing-tests-from-terminal/",
   "json": "https://dedupedai.com/use-cases/u/fuxicodex-fuxi/fix-failing-tests-from-terminal.json",
   "md": "https://dedupedai.com/use-cases/fuxicodex-fuxi/fix-failing-tests-from-terminal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fuxicodex-fuxi--fix-failing-tests-from-terminal.json"
  },
  {
   "id": "fuxicodex-fuxi--use-own-provider-key-and-switch-models",
   "repo": "fuxicodex/Fuxi",
   "title": "Run FuXi on your own provider key and switch models",
   "summary": "Connect your own API key and change models with /model to manage which provider handles your work.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/fuxicodex-fuxi/use-own-provider-key-and-switch-models/",
   "json": "https://dedupedai.com/use-cases/u/fuxicodex-fuxi/use-own-provider-key-and-switch-models.json",
   "md": "https://dedupedai.com/use-cases/fuxicodex-fuxi/use-own-provider-key-and-switch-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fuxicodex-fuxi--use-own-provider-key-and-switch-models.json"
  },
  {
   "id": "fuxicodex-fuxi--set-up-headless-machine-with-setup-token",
   "repo": "fuxicodex/Fuxi",
   "title": "Set up FuXi on a headless machine with a setup token",
   "summary": "Authenticate FuXi on a server or CI runner without an interactive sign-in using a setup token.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/fuxicodex-fuxi/set-up-headless-machine-with-setup-token/",
   "json": "https://dedupedai.com/use-cases/u/fuxicodex-fuxi/set-up-headless-machine-with-setup-token.json",
   "md": "https://dedupedai.com/use-cases/fuxicodex-fuxi/set-up-headless-machine-with-setup-token/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fuxicodex-fuxi--set-up-headless-machine-with-setup-token.json"
  },
  {
   "id": "fuxicodex-fuxi--run-agent-permissions-in-isolated-sandbox",
   "repo": "fuxicodex/Fuxi",
   "title": "Run FuXi with bypassed approvals inside a container",
   "summary": "Let FuXi run tool calls without prompts, but only inside a disposable container or VM.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/fuxicodex-fuxi/run-agent-permissions-in-isolated-sandbox/",
   "json": "https://dedupedai.com/use-cases/u/fuxicodex-fuxi/run-agent-permissions-in-isolated-sandbox.json",
   "md": "https://dedupedai.com/use-cases/fuxicodex-fuxi/run-agent-permissions-in-isolated-sandbox/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fuxicodex-fuxi--run-agent-permissions-in-isolated-sandbox.json"
  },
  {
   "id": "fzn0x-idx--check-ihsg-quotes-from-terminal",
   "repo": "fzn0x/idx",
   "title": "Check delayed IHSG quotes and valuation from a terminal",
   "summary": "Install Idx and pull delayed prices, P/E and dividend yield for several IDX tickers in one command.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/fzn0x-idx/check-ihsg-quotes-from-terminal/",
   "json": "https://dedupedai.com/use-cases/u/fzn0x-idx/check-ihsg-quotes-from-terminal.json",
   "md": "https://dedupedai.com/use-cases/fzn0x-idx/check-ihsg-quotes-from-terminal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fzn0x-idx--check-ihsg-quotes-from-terminal.json"
  },
  {
   "id": "fzn0x-idx--screen-idx-stocks-by-valuation",
   "repo": "fzn0x/idx",
   "title": "Screen about 950 IDX stocks by valuation and sector",
   "summary": "Filter the IDX universe with one expression, for example low P/E financial stocks.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/fzn0x-idx/screen-idx-stocks-by-valuation/",
   "json": "https://dedupedai.com/use-cases/u/fzn0x-idx/screen-idx-stocks-by-valuation.json",
   "md": "https://dedupedai.com/use-cases/fzn0x-idx/screen-idx-stocks-by-valuation/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fzn0x-idx--screen-idx-stocks-by-valuation.json"
  },
  {
   "id": "fzn0x-idx--ask-agent-for-idx-stock-brief",
   "repo": "fzn0x/idx",
   "title": "Let an AI agent pull IDX stock briefs over MCP",
   "summary": "Expose Idx as MCP tools so an agent can answer questions about IHSG stocks with live tool calls.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/fzn0x-idx/ask-agent-for-idx-stock-brief/",
   "json": "https://dedupedai.com/use-cases/u/fzn0x-idx/ask-agent-for-idx-stock-brief.json",
   "md": "https://dedupedai.com/use-cases/fzn0x-idx/ask-agent-for-idx-stock-brief/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fzn0x-idx--ask-agent-for-idx-stock-brief.json"
  },
  {
   "id": "fzn0x-idx--find-who-owns-idx-stock",
   "repo": "fzn0x/idx",
   "title": "Find who holds more than 1% of an IDX stock",
   "summary": "Import KSEI's monthly holder register and list every holder above 1% for one ticker.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/fzn0x-idx/find-who-owns-idx-stock/",
   "json": "https://dedupedai.com/use-cases/u/fzn0x-idx/find-who-owns-idx-stock.json",
   "md": "https://dedupedai.com/use-cases/fzn0x-idx/find-who-owns-idx-stock/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fzn0x-idx--find-who-owns-idx-stock.json"
  },
  {
   "id": "fzn0x-idx--trace-broker-flow-in-idx-stock",
   "repo": "fzn0x/idx",
   "title": "Trace top broker buying and selling in an IDX stock",
   "summary": "See which brokers lead buying and selling in one ticker and whether a bandar phase is showing.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/fzn0x-idx/trace-broker-flow-in-idx-stock/",
   "json": "https://dedupedai.com/use-cases/u/fzn0x-idx/trace-broker-flow-in-idx-stock.json",
   "md": "https://dedupedai.com/use-cases/fzn0x-idx/trace-broker-flow-in-idx-stock/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/fzn0x-idx--trace-broker-flow-in-idx-stock.json"
  },
  {
   "id": "gabrielelozupone-kokon--describe-edits-to-a-photo",
   "repo": "GabrieleLozupone/kokon",
   "title": "Edit a photo by describing the change in plain words",
   "summary": "Install Kokon, let it set up models, then type an edit like 'make it golden hour' and get the result locally.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/gabrielelozupone-kokon/describe-edits-to-a-photo/",
   "json": "https://dedupedai.com/use-cases/u/gabrielelozupone-kokon/describe-edits-to-a-photo.json",
   "md": "https://dedupedai.com/use-cases/gabrielelozupone-kokon/describe-edits-to-a-photo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/gabrielelozupone-kokon--describe-edits-to-a-photo.json"
  },
  {
   "id": "gabrielelozupone-kokon--agent-driven-image-edits-via-mcp",
   "repo": "GabrieleLozupone/kokon",
   "title": "Let an AI agent create and edit images on your machine",
   "summary": "Connect Claude or Cursor to Kokon's built-in MCP server so the agent can generate and edit images locally.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/gabrielelozupone-kokon/agent-driven-image-edits-via-mcp/",
   "json": "https://dedupedai.com/use-cases/u/gabrielelozupone-kokon/agent-driven-image-edits-via-mcp.json",
   "md": "https://dedupedai.com/use-cases/gabrielelozupone-kokon/agent-driven-image-edits-via-mcp/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/gabrielelozupone-kokon--agent-driven-image-edits-via-mcp.json"
  },
  {
   "id": "gabrielelozupone-kokon--remove-or-replace-one-object-in-a-photo",
   "repo": "GabrieleLozupone/kokon",
   "title": "Remove or replace one object without touching the rest",
   "summary": "Paint over an area, pick Remove or Replace, and let the model edit only that region.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/gabrielelozupone-kokon/remove-or-replace-one-object-in-a-photo/",
   "json": "https://dedupedai.com/use-cases/u/gabrielelozupone-kokon/remove-or-replace-one-object-in-a-photo.json",
   "md": "https://dedupedai.com/use-cases/gabrielelozupone-kokon/remove-or-replace-one-object-in-a-photo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/gabrielelozupone-kokon--remove-or-replace-one-object-in-a-photo.json"
  },
  {
   "id": "gabrielelozupone-kokon--finish-images-with-upscaling-and-color-grading",
   "repo": "GabrieleLozupone/kokon",
   "title": "Upscale and color-grade a result for final delivery",
   "summary": "Take a generated or edited image to 2x, 4K or a custom width, then apply a LUT look.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/gabrielelozupone-kokon/finish-images-with-upscaling-and-color-grading/",
   "json": "https://dedupedai.com/use-cases/u/gabrielelozupone-kokon/finish-images-with-upscaling-and-color-grading.json",
   "md": "https://dedupedai.com/use-cases/gabrielelozupone-kokon/finish-images-with-upscaling-and-color-grading/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/gabrielelozupone-kokon--finish-images-with-upscaling-and-color-grading.json"
  },
  {
   "id": "ganeshmshetty-openclip--transform-selected-text-anywhere",
   "repo": "ganeshmshetty/openclip",
   "title": "Transform selected text in any macOS app",
   "summary": "Select text anywhere on macOS and pick a case change, search, math, or custom action from the popup.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ganeshmshetty-openclip/transform-selected-text-anywhere/",
   "json": "https://dedupedai.com/use-cases/u/ganeshmshetty-openclip/transform-selected-text-anywhere.json",
   "md": "https://dedupedai.com/use-cases/ganeshmshetty-openclip/transform-selected-text-anywhere/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ganeshmshetty-openclip--transform-selected-text-anywhere.json"
  },
  {
   "id": "ganeshmshetty-openclip--run-ai-actions-on-selected-text",
   "repo": "ganeshmshetty/openclip",
   "title": "Run AI actions on selected text with local or API models",
   "summary": "Send selected text to a local Ollama model, Apple Intelligence, or an OpenAI or Anthropic key from the popup.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/ganeshmshetty-openclip/run-ai-actions-on-selected-text/",
   "json": "https://dedupedai.com/use-cases/u/ganeshmshetty-openclip/run-ai-actions-on-selected-text.json",
   "md": "https://dedupedai.com/use-cases/ganeshmshetty-openclip/run-ai-actions-on-selected-text/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ganeshmshetty-openclip--run-ai-actions-on-selected-text.json"
  },
  {
   "id": "ganeshmshetty-openclip--add-custom-url-lookup-action",
   "repo": "ganeshmshetty/openclip",
   "title": "Add a custom URL lookup action to the popup",
   "summary": "Create an extension folder with one Openclip.json file that sends selected text to a search URL.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ganeshmshetty-openclip/add-custom-url-lookup-action/",
   "json": "https://dedupedai.com/use-cases/u/ganeshmshetty-openclip/add-custom-url-lookup-action.json",
   "md": "https://dedupedai.com/use-cases/ganeshmshetty-openclip/add-custom-url-lookup-action/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ganeshmshetty-openclip--add-custom-url-lookup-action.json"
  },
  {
   "id": "ganeshmshetty-openclip--build-openclip-from-source",
   "repo": "ganeshmshetty/openclip",
   "title": "Build and test OpenClip from source",
   "summary": "Clone the Swift project, generate the Xcode project, and run the dev and test scripts.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/ganeshmshetty-openclip/build-openclip-from-source/",
   "json": "https://dedupedai.com/use-cases/u/ganeshmshetty-openclip/build-openclip-from-source.json",
   "md": "https://dedupedai.com/use-cases/ganeshmshetty-openclip/build-openclip-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ganeshmshetty-openclip--build-openclip-from-source.json"
  },
  {
   "id": "garinmckayl-anima--sourced-biology-figure-from-prompt",
   "repo": "Garinmckayl/anima",
   "title": "Make a sourced, interactive biology figure from one prompt",
   "summary": "Turn a biology mechanism into a cited, toggleable standalone HTML figure in Claude Code.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/garinmckayl-anima/sourced-biology-figure-from-prompt/",
   "json": "https://dedupedai.com/use-cases/u/garinmckayl-anima/sourced-biology-figure-from-prompt.json",
   "md": "https://dedupedai.com/use-cases/garinmckayl-anima/sourced-biology-figure-from-prompt/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/garinmckayl-anima--sourced-biology-figure-from-prompt.json"
  },
  {
   "id": "garinmckayl-anima--adapt-example-to-new-biology-figure",
   "repo": "Garinmckayl/anima",
   "title": "Adapt a bundled example into your own biology figure",
   "summary": "Copy the closest example folder, change its biology and rebuild standalone pages.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/garinmckayl-anima/adapt-example-to-new-biology-figure/",
   "json": "https://dedupedai.com/use-cases/u/garinmckayl-anima/adapt-example-to-new-biology-figure.json",
   "md": "https://dedupedai.com/use-cases/garinmckayl-anima/adapt-example-to-new-biology-figure/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/garinmckayl-anima--adapt-example-to-new-biology-figure.json"
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   "repo": "Garinmckayl/anima",
   "title": "Check a figure zoomed in, in both themes and at phone width",
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   "repo": "gatewai-dev/framefields",
   "title": "Render a title card to MP4 from TypeScript",
   "summary": "Write one TypeScript file that builds a 1080p60 title card and renders it to a hardware-encoded MP4.",
   "category": "Content",
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   "seen_in_the_wild": false,
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   "id": "gatewai-dev-framefields--install-framefields-agent-skills",
   "repo": "gatewai-dev/framefields",
   "title": "Teach a coding agent to author Framefields videos",
   "summary": "Install the Framefields agent skills so Claude Code, Cursor, or Codex can write and render compositions.",
   "category": "Content",
   "tags": [
    "Content"
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   "lang": "typescript",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "repo": "gatewai-dev/framefields",
   "title": "Build beat-synced motion graphics for a short video",
   "summary": "Use BeatGrids and LayerAnimation to time text and shape motion to the beat of a music track.",
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   "repo": "gatewai-dev/framefields",
   "title": "Render a glTF model in a lit 3D scene",
   "summary": "Load a glTF or GLB model into a Framefields 3D scene with a LookAt camera and render it to MP4.",
   "category": "Content",
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    "Content"
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "gathin23-cleanyourtv--family-tv-clean-home-screen",
   "repo": "Gathin23/cleanyourtv",
   "title": "Set up a family TV with a clean, ad-free home screen",
   "summary": "Turn a sponsored-ad Android or Google TV into a clean home screen over Wi-Fi, with no root and nothing uninstalled.",
   "category": "Personal productivity",
   "tags": [
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   "lang": "java",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "gathin23-cleanyourtv--disable-tv-ads-keep-apps",
   "repo": "Gathin23/cleanyourtv",
   "title": "Disable TV ad and tracking packages without uninstalling",
   "summary": "Stop sponsored rows and analytics on a Google TV or Android TV while keeping every package and a one-line restore.",
   "category": "Personal productivity",
   "tags": [
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   "lang": "java",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "gathin23-cleanyourtv--debloat-fire-tv-without-launcher",
   "repo": "Gathin23/cleanyourtv",
   "title": "Remove Fire TV preloaded apps without a new launcher",
   "summary": "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.",
   "category": "Personal productivity",
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   "seen_in_the_wild": false,
   "best": false,
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   "repo": "GENEXIS-AI/gpt-image-skill",
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "category": "Content",
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   "date": "2026-10-20",
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   "id": "genspark-ai-genoffice--review-ai-edits-to-a-word-file",
   "repo": "genspark-ai/genoffice",
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   "summary": "Open a .docx in GenOffice Docs, ask the AI for an edit, and accept or roll back the tracked changes.",
   "category": "Work and operations",
   "tags": [
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   "best": true,
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   "id": "genspark-ai-genoffice--let-a-coding-agent-build-office-files",
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   "summary": "Install the Genoffice skill so Claude Code, Codex or Cursor can create .pptx and .xlsx files on your machine.",
   "category": "Work and operations",
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   "id": "genspark-ai-genoffice--find-the-right-file-by-meaning",
   "repo": "genspark-ai/genoffice",
   "title": "Find the office file that answers your question",
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   "category": "Work and operations",
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   "title": "Ask a question and get answers cited from your files",
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   "repo": "GetBrew/growth-engineer",
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   "repo": "GetBrew/growth-engineer",
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   "id": "google-artemis--run-device-check-from-terminal",
   "repo": "google/artemis",
   "title": "Check a phone setting from the terminal",
   "summary": "Give ARTEMIS a plain-language instruction and read the result in your terminal.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "api": "https://dedupedai.com/api/v1/usecases/google-artemis--run-device-check-from-terminal.json"
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   "id": "google-artemis--add-artemis-to-pytest-suite",
   "repo": "google/artemis",
   "title": "Assert phone flows inside a pytest suite",
   "summary": "Call ARTEMIS from Python and assert on the result in an existing test suite.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/google-artemis--add-artemis-to-pytest-suite.json"
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   "id": "google-artemis--prepare-device-for-artemis-runs",
   "repo": "google/artemis",
   "title": "Install and check the ARTEMIS helper on a phone",
   "summary": "Pre-install the accessibility helper and run diagnostics before a test session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/google-artemis--prepare-device-for-artemis-runs.json"
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   "id": "graphicle-ai-graphicle--connect-coding-agent-to-repo-graph",
   "repo": "Graphicle-AI/graphicle",
   "title": "Give your coding agent the code graph and project memory",
   "summary": "Install Graphicle once and connect your coding agents to the repo's code graph and memory.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/graphicle-ai-graphicle--connect-coding-agent-to-repo-graph.json"
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   "id": "graphicle-ai-graphicle--find-code-from-terminal-question",
   "repo": "Graphicle-AI/graphicle",
   "title": "Find where a behavior lives by asking from the terminal",
   "summary": "Ask a plain-language question and get the matching code excerpts with file and line citations.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/graphicle-ai-graphicle--find-code-from-terminal-question.json"
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  {
   "id": "graphicle-ai-graphicle--check-what-a-symbol-change-affects",
   "repo": "Graphicle-AI/graphicle",
   "title": "See what depends on a function before you change it",
   "summary": "Build the code graph and list the code that depends on a symbol before you edit it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/graphicle-ai-graphicle--check-what-a-symbol-change-affects.json"
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  {
   "id": "graphicle-ai-graphicle--review-agent-memories-in-browser",
   "repo": "Graphicle-AI/graphicle",
   "title": "Approve or reject agent memories in the Graphicle app",
   "summary": "Review the memories your agents propose and keep only the ones you approve.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "md": "https://dedupedai.com/use-cases/graphicle-ai-graphicle/review-agent-memories-in-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/graphicle-ai-graphicle--review-agent-memories-in-browser.json"
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  {
   "id": "graygnatconsole-mcp-audit-tool--audit-local-mcp-configs-for-secrets",
   "repo": "graygnatconsole/mcp-audit-tool",
   "title": "Find leaked keys and risky MCP servers on your machine",
   "summary": "Scan every MCP config on a workstation and get a graded list of secrets and risky launch commands.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/graygnatconsole-mcp-audit-tool/audit-local-mcp-configs-for-secrets.json",
   "md": "https://dedupedai.com/use-cases/graygnatconsole-mcp-audit-tool/audit-local-mcp-configs-for-secrets/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/graygnatconsole-mcp-audit-tool--audit-local-mcp-configs-for-secrets.json"
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  {
   "id": "graygnatconsole-mcp-audit-tool--gate-pull-requests-on-mcp-config-security",
   "repo": "graygnatconsole/mcp-audit-tool",
   "title": "Block risky MCP config changes in pull requests",
   "summary": "Run the audit in GitHub Actions, fail the build on high findings, and show results in Code Scanning.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/graygnatconsole-mcp-audit-tool--gate-pull-requests-on-mcp-config-security.json"
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  {
   "id": "graygnatconsole-mcp-audit-tool--export-mcp-audit-json-for-team-review",
   "repo": "graygnatconsole/mcp-audit-tool",
   "title": "Export a JSON audit report for team review",
   "summary": "Produce a machine-readable JSON file from one or more MCP configs for scripts or tickets.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/graygnatconsole-mcp-audit-tool/export-mcp-audit-json-for-team-review/",
   "json": "https://dedupedai.com/use-cases/u/graygnatconsole-mcp-audit-tool/export-mcp-audit-json-for-team-review.json",
   "md": "https://dedupedai.com/use-cases/graygnatconsole-mcp-audit-tool/export-mcp-audit-json-for-team-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/graygnatconsole-mcp-audit-tool--export-mcp-audit-json-for-team-review.json"
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   "id": "grpcer-ownmem--share-project-memory-across-coding-agents",
   "repo": "grpcer/ownmem",
   "title": "Share one project memory across coding agents",
   "summary": "Install OwnMem in a repo so Claude Code, Codex, Cursor, and Gemini CLI read the same memory.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/grpcer-ownmem/share-project-memory-across-coding-agents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/grpcer-ownmem--share-project-memory-across-coding-agents.json"
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  {
   "id": "grpcer-ownmem--check-past-failures-before-changing-code",
   "repo": "grpcer/ownmem",
   "title": "Check past failures before changing code",
   "summary": "Query project memory for a known failure before an agent edits the affected code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/grpcer-ownmem/check-past-failures-before-changing-code.json",
   "md": "https://dedupedai.com/use-cases/grpcer-ownmem/check-past-failures-before-changing-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/grpcer-ownmem--check-past-failures-before-changing-code.json"
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   "id": "grpcer-ownmem--capture-a-hard-won-lesson-as-reviewed-memory",
   "repo": "grpcer/ownmem",
   "title": "Capture a hard-won lesson as reviewed memory",
   "summary": "Turn a debugging finding into a scaffolded memory that goes through normal code review.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "grpcer-ownmem--give-mcp-only-host-read-only-project-recall",
   "repo": "grpcer/ownmem",
   "title": "Give an MCP-only host read-only project recall",
   "summary": "Serve recall and read tools from OwnMem to a host that has no hooks.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "gtai-1-flow-mcp--make-a-short-ai-film-from-a-character",
   "repo": "GTAI-1/flow-mcp",
   "title": "Make a short AI film from one character",
   "summary": "Create a reusable character, draw key stills, then shoot and join short clips into one film.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "id": "gtai-1-flow-mcp--batch-render-scene-stills-for-free",
   "repo": "GTAI-1/flow-mcp",
   "title": "Batch-render scene stills at zero credit cost",
   "summary": "Send up to 50 scene prompts to Flow's Agent mode and get matched image files back.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "gtai-1-flow-mcp--archive-flow-project-media-for-free",
   "repo": "GTAI-1/flow-mcp",
   "title": "Archive a Flow project's media locally at no cost",
   "summary": "Download existing images, clips and stitched films from Flow, including 1080p upscales, without regenerating.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "repo": "GTAI-1/flow-mcp",
   "title": "Add free narration and join it under your clips",
   "summary": "Record narration in a Google or Mac voice, then join it under your clips with music.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
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   "id": "gtkottman-mortiflix-oss--narrated-explainer-with-review-gates",
   "repo": "GTKottman/mortiflix-oss",
   "title": "Make a narrated explainer video, approving each stage",
   "summary": "Build a 30 s to 2 min explainer with Claude, reviewing the brief, script, frames and final before each next stage runs.",
   "category": "Content",
   "tags": [
    "Content"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/gtkottman-mortiflix-oss--narrated-explainer-with-review-gates.json"
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   "repo": "GTKottman/mortiflix-oss",
   "title": "Run the video studio from inside Claude Code",
   "summary": "Install the Mortiflix plugin in Claude Code and let it guide you through setup, a brief and each review gate.",
   "category": "Content",
   "tags": [
    "Content"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "repo": "GTKottman/mortiflix-oss",
   "title": "Make a vertical social short that works without sound",
   "summary": "Create a 45 s to 3 min vertical short with hook frames reviewed first, using the social-short pipeline.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "gtkottman-mortiflix-oss--logo-sting-quick-real-run",
   "repo": "GTKottman/mortiflix-oss",
   "title": "Animate a logo sting in a few minutes",
   "summary": "Run the logo-sting pipeline to get a 3 to 8 s logo animation with one directions review and a final.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "gtkottman-mortiflix-oss--instrumental-song-from-genre-and-topic",
   "repo": "GTKottman/mortiflix-oss",
   "title": "Create an instrumental song from a genre and topic",
   "summary": "Use the song pipeline to get a researched genre, checked score, MIDI and mastered track you can review.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/gtkottman-mortiflix-oss/instrumental-song-from-genre-and-topic/",
   "json": "https://dedupedai.com/use-cases/u/gtkottman-mortiflix-oss/instrumental-song-from-genre-and-topic.json",
   "md": "https://dedupedai.com/use-cases/gtkottman-mortiflix-oss/instrumental-song-from-genre-and-topic/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/gtkottman-mortiflix-oss--instrumental-song-from-genre-and-topic.json"
  },
  {
   "id": "guillaumemeyer-watermarks-remover--auto-flag-ai-marks-in-agent-written-files",
   "repo": "guillaumemeyer/watermarks-remover",
   "title": "Flag AI provenance marks in files Claude Code writes",
   "summary": "Get a PostToolUse hook that checks each file your agent writes for AI provenance marks.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/guillaumemeyer-watermarks-remover/auto-flag-ai-marks-in-agent-written-files/",
   "json": "https://dedupedai.com/use-cases/u/guillaumemeyer-watermarks-remover/auto-flag-ai-marks-in-agent-written-files.json",
   "md": "https://dedupedai.com/use-cases/guillaumemeyer-watermarks-remover/auto-flag-ai-marks-in-agent-written-files/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/guillaumemeyer-watermarks-remover--auto-flag-ai-marks-in-agent-written-files.json"
  },
  {
   "id": "guillaumemeyer-watermarks-remover--clean-ai-marks-from-manuscripts-and-web-copy",
   "repo": "guillaumemeyer/watermarks-remover",
   "title": "Clean AI marks from manuscripts and web copy",
   "summary": "Run the text-only skill on your own documents with no service required.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/guillaumemeyer-watermarks-remover/clean-ai-marks-from-manuscripts-and-web-copy/",
   "json": "https://dedupedai.com/use-cases/u/guillaumemeyer-watermarks-remover/clean-ai-marks-from-manuscripts-and-web-copy.json",
   "md": "https://dedupedai.com/use-cases/guillaumemeyer-watermarks-remover/clean-ai-marks-from-manuscripts-and-web-copy/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/guillaumemeyer-watermarks-remover--clean-ai-marks-from-manuscripts-and-web-copy.json"
  },
  {
   "id": "guillaumemeyer-watermarks-remover--run-ai-mark-removal-from-codex",
   "repo": "guillaumemeyer/watermarks-remover",
   "title": "Strip AI marks from files inside a Codex project",
   "summary": "Install the full skill into one project and call the local service from Codex.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/guillaumemeyer-watermarks-remover/run-ai-mark-removal-from-codex/",
   "json": "https://dedupedai.com/use-cases/u/guillaumemeyer-watermarks-remover/run-ai-mark-removal-from-codex.json",
   "md": "https://dedupedai.com/use-cases/guillaumemeyer-watermarks-remover/run-ai-mark-removal-from-codex/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/guillaumemeyer-watermarks-remover--run-ai-mark-removal-from-codex.json"
  },
  {
   "id": "guillaumemeyer-watermarks-remover--clean-files-in-cowork-sessions",
   "repo": "guillaumemeyer/watermarks-remover",
   "title": "Use the remove-ai-marks skill in Cowork sessions",
   "summary": "Upload the packaged skill to claude.ai and point it at a reachable service.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/guillaumemeyer-watermarks-remover/clean-files-in-cowork-sessions/",
   "json": "https://dedupedai.com/use-cases/u/guillaumemeyer-watermarks-remover/clean-files-in-cowork-sessions.json",
   "md": "https://dedupedai.com/use-cases/guillaumemeyer-watermarks-remover/clean-files-in-cowork-sessions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/guillaumemeyer-watermarks-remover--clean-files-in-cowork-sessions.json"
  },
  {
   "id": "haiderfarooq3-khan-explainer--explainer-video-from-a-topic",
   "repo": "haiderfarooq3/khan-explainer",
   "title": "Make a Khan-style explainer video from one sentence",
   "summary": "Describe a topic to Claude Code and get a drawn-and-narrated MP4 rendered on your Mac.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/haiderfarooq3-khan-explainer/explainer-video-from-a-topic/",
   "json": "https://dedupedai.com/use-cases/u/haiderfarooq3-khan-explainer/explainer-video-from-a-topic.json",
   "md": "https://dedupedai.com/use-cases/haiderfarooq3-khan-explainer/explainer-video-from-a-topic/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/haiderfarooq3-khan-explainer--explainer-video-from-a-topic.json"
  },
  {
   "id": "haiderfarooq3-khan-explainer--tutorial-drawn-over-product-screenshots",
   "repo": "haiderfarooq3/khan-explainer",
   "title": "Draw arrows and steps over screenshots for a product tutorial",
   "summary": "Turn product screenshots into a narrated tutorial with arrows, circles and numbered steps.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/haiderfarooq3-khan-explainer/tutorial-drawn-over-product-screenshots/",
   "json": "https://dedupedai.com/use-cases/u/haiderfarooq3-khan-explainer/tutorial-drawn-over-product-screenshots.json",
   "md": "https://dedupedai.com/use-cases/haiderfarooq3-khan-explainer/tutorial-drawn-over-product-screenshots/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/haiderfarooq3-khan-explainer--tutorial-drawn-over-product-screenshots.json"
  },
  {
   "id": "haiderfarooq3-khan-explainer--narrated-clips-from-a-youtube-video",
   "repo": "haiderfarooq3/khan-explainer",
   "title": "Cut a YouTube video or podcast into vertical shorts",
   "summary": "Clip the best moments of a long video into vertical shorts with the speaker's own voice.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/haiderfarooq3-khan-explainer/narrated-clips-from-a-youtube-video/",
   "json": "https://dedupedai.com/use-cases/u/haiderfarooq3-khan-explainer/narrated-clips-from-a-youtube-video.json",
   "md": "https://dedupedai.com/use-cases/haiderfarooq3-khan-explainer/narrated-clips-from-a-youtube-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/haiderfarooq3-khan-explainer--narrated-clips-from-a-youtube-video.json"
  },
  {
   "id": "haiderfarooq3-khan-explainer--lesson-in-right-to-left-or-other-languages",
   "repo": "haiderfarooq3/khan-explainer",
   "title": "Make a lesson board in Arabic, Urdu, Hebrew or another language",
   "summary": "Render a board where the writing runs right to left or left to right in many scripts.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/haiderfarooq3-khan-explainer/lesson-in-right-to-left-or-other-languages/",
   "json": "https://dedupedai.com/use-cases/u/haiderfarooq3-khan-explainer/lesson-in-right-to-left-or-other-languages.json",
   "md": "https://dedupedai.com/use-cases/haiderfarooq3-khan-explainer/lesson-in-right-to-left-or-other-languages/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/haiderfarooq3-khan-explainer--lesson-in-right-to-left-or-other-languages.json"
  },
  {
   "id": "halofyai-halofy--run-offline-governed-context-demo",
   "repo": "halofyai/halofy",
   "title": "Run the offline governed context demo",
   "summary": "Watch pinning, writes, search, fault recovery, and signed erasure run on a local kernel with no network.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/halofyai-halofy/run-offline-governed-context-demo/",
   "json": "https://dedupedai.com/use-cases/u/halofyai-halofy/run-offline-governed-context-demo.json",
   "md": "https://dedupedai.com/use-cases/halofyai-halofy/run-offline-governed-context-demo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/halofyai-halofy--run-offline-governed-context-demo.json"
  },
  {
   "id": "halofyai-halofy--connect-ai-agent-over-mcp-with-server-identity",
   "repo": "halofyai/halofy",
   "title": "Connect an AI agent to shared context over MCP",
   "summary": "Give an agent a key that fixes its namespace, actor, and role on the server before it reads or writes.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/halofyai-halofy/connect-ai-agent-over-mcp-with-server-identity/",
   "json": "https://dedupedai.com/use-cases/u/halofyai-halofy/connect-ai-agent-over-mcp-with-server-identity.json",
   "md": "https://dedupedai.com/use-cases/halofyai-halofy/connect-ai-agent-over-mcp-with-server-identity/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/halofyai-halofy--connect-ai-agent-over-mcp-with-server-identity.json"
  },
  {
   "id": "halofyai-halofy--review-agent-access-and-audit-in-control-room",
   "repo": "halofyai/halofy",
   "title": "Review agent access and audit in the control room",
   "summary": "Open the console to check access, policies, conflicts, and audit events across agents.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/halofyai-halofy/review-agent-access-and-audit-in-control-room/",
   "json": "https://dedupedai.com/use-cases/u/halofyai-halofy/review-agent-access-and-audit-in-control-room.json",
   "md": "https://dedupedai.com/use-cases/halofyai-halofy/review-agent-access-and-audit-in-control-room/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/halofyai-halofy--review-agent-access-and-audit-in-control-room.json"
  },
  {
   "id": "halofyai-halofy--self-host-governed-memory-with-postgres",
   "repo": "halofyai/halofy",
   "title": "Self-host governed memory on Postgres",
   "summary": "Run a durable kernel on Postgres and pgvector with Docker Compose, backups, and generated keys.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/halofyai-halofy/self-host-governed-memory-with-postgres/",
   "json": "https://dedupedai.com/use-cases/u/halofyai-halofy/self-host-governed-memory-with-postgres.json",
   "md": "https://dedupedai.com/use-cases/halofyai-halofy/self-host-governed-memory-with-postgres/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/halofyai-halofy--self-host-governed-memory-with-postgres.json"
  },
  {
   "id": "hamedgitty-bloks--keep-coding-agent-until-tests-pass",
   "repo": "hamedgitty/bloks",
   "title": "Keep a coding agent working until tests pass",
   "summary": "Give an agent a goal and a check command, and let it loop turn by turn until the check passes.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/hamedgitty-bloks/keep-coding-agent-until-tests-pass/",
   "json": "https://dedupedai.com/use-cases/u/hamedgitty-bloks/keep-coding-agent-until-tests-pass.json",
   "md": "https://dedupedai.com/use-cases/hamedgitty-bloks/keep-coding-agent-until-tests-pass/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hamedgitty-bloks--keep-coding-agent-until-tests-pass.json"
  },
  {
   "id": "hamedgitty-bloks--rehearse-file-changes-before-applying",
   "repo": "hamedgitty/bloks",
   "title": "Rehearse a risky file change before it touches your folder",
   "summary": "Let an agent do a task on a copy of your folder, compare attempts, and apply only the one you want.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/hamedgitty-bloks/rehearse-file-changes-before-applying/",
   "json": "https://dedupedai.com/use-cases/u/hamedgitty-bloks/rehearse-file-changes-before-applying.json",
   "md": "https://dedupedai.com/use-cases/hamedgitty-bloks/rehearse-file-changes-before-applying/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hamedgitty-bloks--rehearse-file-changes-before-applying.json"
  },
  {
   "id": "hamedgitty-bloks--file-incoming-documents-with-a-watcher",
   "repo": "hamedgitty/bloks",
   "title": "File incoming documents from a folder automatically",
   "summary": "Point an agent at a folder with a rule, so new files are handled the moment they land.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/hamedgitty-bloks/file-incoming-documents-with-a-watcher/",
   "json": "https://dedupedai.com/use-cases/u/hamedgitty-bloks/file-incoming-documents-with-a-watcher.json",
   "md": "https://dedupedai.com/use-cases/hamedgitty-bloks/file-incoming-documents-with-a-watcher/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hamedgitty-bloks--file-incoming-documents-with-a-watcher.json"
  },
  {
   "id": "hamedgitty-bloks--read-overnight-agent-work-each-morning",
   "repo": "hamedgitty/bloks",
   "title": "Read what your agents did overnight in one brief",
   "summary": "Get a morning summary of agent work, pending approvals and daily cost, with links to each source.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/hamedgitty-bloks/read-overnight-agent-work-each-morning/",
   "json": "https://dedupedai.com/use-cases/u/hamedgitty-bloks/read-overnight-agent-work-each-morning.json",
   "md": "https://dedupedai.com/use-cases/hamedgitty-bloks/read-overnight-agent-work-each-morning/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hamedgitty-bloks--read-overnight-agent-work-each-morning.json"
  },
  {
   "id": "hamedgitty-bloks--back-up-and-restore-agent-workspace",
   "repo": "hamedgitty/bloks",
   "title": "Back up your whole agent workspace and restore it",
   "summary": "Seal a backup with a passphrase, check it, and restore it without losing what it replaces.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/hamedgitty-bloks/back-up-and-restore-agent-workspace/",
   "json": "https://dedupedai.com/use-cases/u/hamedgitty-bloks/back-up-and-restore-agent-workspace.json",
   "md": "https://dedupedai.com/use-cases/hamedgitty-bloks/back-up-and-restore-agent-workspace/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hamedgitty-bloks--back-up-and-restore-agent-workspace.json"
  },
  {
   "id": "han-1413141-dsh-cost-meter--track-conversation-and-daily-spend",
   "repo": "Han-1413141/dsh-cost-meter",
   "title": "Track what each DSH conversation costs per day",
   "summary": "See live cost and token totals per conversation, plus daily and period statistics inside DSH.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/han-1413141-dsh-cost-meter/track-conversation-and-daily-spend/",
   "json": "https://dedupedai.com/use-cases/u/han-1413141-dsh-cost-meter/track-conversation-and-daily-spend.json",
   "md": "https://dedupedai.com/use-cases/han-1413141-dsh-cost-meter/track-conversation-and-daily-spend/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/han-1413141-dsh-cost-meter--track-conversation-and-daily-spend.json"
  },
  {
   "id": "han-1413141-dsh-cost-meter--watch-coding-plan-and-go-quota-limits",
   "repo": "Han-1413141/dsh-cost-meter",
   "title": "Watch coding plan and OpenCode Go quota before you hit a limit",
   "summary": "Show rolling usage percentages and reset times for supported coding plans and OpenCode Go in the sidebar and quota strip.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/han-1413141-dsh-cost-meter/watch-coding-plan-and-go-quota-limits/",
   "json": "https://dedupedai.com/use-cases/u/han-1413141-dsh-cost-meter/watch-coding-plan-and-go-quota-limits.json",
   "md": "https://dedupedai.com/use-cases/han-1413141-dsh-cost-meter/watch-coding-plan-and-go-quota-limits/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/han-1413141-dsh-cost-meter--watch-coding-plan-and-go-quota-limits.json"
  },
  {
   "id": "han-1413141-dsh-cost-meter--set-budget-and-get-overspend-warnings",
   "repo": "Han-1413141/dsh-cost-meter",
   "title": "Set a spending budget and get warned before you go over",
   "summary": "Track budget used percentage and today's share of budget, with warnings at 80 percent and over-budget at 100 percent.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/han-1413141-dsh-cost-meter/set-budget-and-get-overspend-warnings/",
   "json": "https://dedupedai.com/use-cases/u/han-1413141-dsh-cost-meter/set-budget-and-get-overspend-warnings.json",
   "md": "https://dedupedai.com/use-cases/han-1413141-dsh-cost-meter/set-budget-and-get-overspend-warnings/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/han-1413141-dsh-cost-meter--set-budget-and-get-overspend-warnings.json"
  },
  {
   "id": "han-1413141-dsh-cost-meter--compare-model-prices-before-choosing",
   "repo": "Han-1413141/dsh-cost-meter",
   "title": "Compare model token prices before picking a model",
   "summary": "Check per-token rates and update times for OpenRouter and multi-vendor models, and sync official prices.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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  {
   "id": "han-1413141-dsh-cost-meter--schedule-heavy-work-around-peak-hours",
   "repo": "Han-1413141/dsh-cost-meter",
   "title": "Plan heavy model work around peak and off-peak pricing hours",
   "summary": "See which hours are peak and get a popup or system alert before pricing switches.",
   "category": "Money",
   "tags": [
    "Money"
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  {
   "id": "hanzohanzhe-grandet--find-cheapest-model-api",
   "repo": "hanzohanzhe/Grandet",
   "title": "Find the cheapest listed API for a model",
   "summary": "Ask your agent for the lowest listed price for a model, with the site, group, unit and observation date.",
   "category": "Money",
   "tags": [
    "Money"
   ],
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   "id": "hanzohanzhe-grandet--find-free-model-credit",
   "repo": "hanzohanzhe/Grandet",
   "title": "Find free credit for a model without a card",
   "summary": "Look up official free tiers and trial credit for a model, and see whether a card or ID check is needed.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "javascript",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "hanzohanzhe-grandet--connect-cheapest-api-to-agent",
   "repo": "hanzohanzhe/Grandet",
   "title": "Connect the cheapest API to your coding agent",
   "summary": "Store a key hidden in your terminal and let Grandet write a backed-up config change to your agent.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "javascript",
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "hanzohanzhe-grandet--pull-price-board-into-analysis",
   "repo": "hanzohanzhe/Grandet",
   "title": "Pull the live price board into your own analysis",
   "summary": "Fetch the public price board over HTTP to compare model prices in a script or spreadsheet.",
   "category": "Money",
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    "Money"
   ],
   "lang": "javascript",
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   "seen_in_the_wild": false,
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   "id": "haplollc-thinkingorbs--show-agent-phase-status-in-swiftui",
   "repo": "haplollc/ThinkingOrbs",
   "title": "Show live agent status in a SwiftUI chat app",
   "summary": "Map each agent step to a matching orb so users see what the AI is doing.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/haplollc-thinkingorbs--show-agent-phase-status-in-swiftui.json"
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   "id": "haplollc-thinkingorbs--show-voice-input-activity-indicator",
   "repo": "haplollc/ThinkingOrbs",
   "title": "Show a listening indicator during voice input",
   "summary": "Display a pausable listening orb that freezes when recording stops.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "id": "haplollc-thinkingorbs--draw-orb-geometry-in-custom-renderer",
   "repo": "haplollc/ThinkingOrbs",
   "title": "Draw orb geometry in SpriteKit, Metal or another surface",
   "summary": "Read the public frame data and render it in a non-SwiftUI target.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "id": "haplollc-thinkingorbs--verify-orb-engine-parity-with-tests",
   "repo": "haplollc/ThinkingOrbs",
   "title": "Run the test suite and parity sweep on the orb engine",
   "summary": "Check the Swift engine against the original web geometry before you rely on it.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "id": "hardrave-nightrun--boot-offline-llm-from-usb-stick",
   "repo": "hardrave/NIGHTRUN",
   "title": "Boot an offline LLM chat from a USB stick",
   "summary": "Turn a spare x86_64 PC into a chat box that runs a local model with no operating system.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "rust",
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  {
   "id": "hardrave-nightrun--test-nightrun-image-in-qemu",
   "repo": "hardrave/NIGHTRUN",
   "title": "Test a NightRun image in QEMU before flashing",
   "summary": "Build a NightRun image with a Llama model and boot it in QEMU to check it without touching hardware.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "score": 0.9,
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   "id": "hardrave-nightrun--boot-llm-on-raspberry-pi-5-sd-card",
   "repo": "hardrave/NIGHTRUN",
   "title": "Boot a local LLM on a Raspberry Pi 5 from SD",
   "summary": "Build a Pi 5 NightRun image with a Llama or Granite model and boot it from a microSD card.",
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   "seen_in_the_wild": false,
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   "id": "hasso5703-dgx-spark-qwen38--private-coding-agent-on-spark",
   "repo": "hasso5703/dgx-spark-qwen38",
   "title": "Run a private coding agent on your own DGX Spark",
   "summary": "Install one stack and point opencode at a 27B model that never leaves the box.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/hasso5703-dgx-spark-qwen38--private-coding-agent-on-spark.json"
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   "id": "hasso5703-dgx-spark-qwen38--claude-code-on-local-model",
   "repo": "hasso5703/dgx-spark-qwen38",
   "title": "Point Claude Code or Cursor at a local model",
   "summary": "Use the Anthropic-compatible endpoint on port 30001 so agent CLIs run on your own box.",
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   "id": "hasso5703-dgx-spark-qwen38--generate-images-and-videos-offline",
   "repo": "hasso5703/dgx-spark-qwen38",
   "title": "Make images and videos with sound on your own box",
   "summary": "Run Qwen-Image 2.1 and MiniMax-H3 locally from the cockpit, with one Load button.",
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   ],
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   "id": "hasso5703-dgx-spark-qwen38--analyze-long-documents-locally",
   "repo": "hasso5703/dgx-spark-qwen38",
   "title": "Read long confidential files in one 1M-token window",
   "summary": "Send a large document to the local 27B model with a 1M-token context.",
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   "id": "headroomlabs-ai-headroom--cut-token-spend-in-claude-code",
   "repo": "headroomlabs-ai/headroom",
   "title": "Cut Claude Code token use with one wrap command",
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   "title": "Shrink messages in a Python app before each LLM call",
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   "repo": "headroomlabs-ai/headroom",
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   "title": "Install skins and pick a readable theme in Claude Code",
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   "id": "hellosverre-claude-skins--design-a-custom-skin-with-claude",
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   "title": "Have Claude design a custom skin from a short description",
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   "repo": "hellosverre/claude-skins",
   "title": "Read Claude's Mermaid charts and math as drawn cards",
   "summary": "Turn Mermaid fences and TeX math in replies into charts and typeset cards you can copy.",
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   "repo": "hellosverre/claude-skins",
   "title": "Fold Claude Code's routine output to keep long sessions calm",
   "summary": "Turn on calm mode to remove motion and fold reads and searches into single lines.",
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    "Software and DevOps"
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   "repo": "Heman10x-NGU/openJev-verdict-2.0",
   "title": "Auto-approve confident decisions and escalate the rest",
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   "repo": "Heman10x-NGU/openJev-verdict-2.0",
   "title": "Test typed decisions in the browser with no backend",
   "summary": "Run the WebGPU playground to try customer service, security, and invoice decisions locally.",
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   "repo": "Heman10x-NGU/openJev-verdict-2.0",
   "title": "Measure how often answers flip when options are reordered",
   "summary": "Test whether a decision model gives the same answer when option order changes.",
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    "Work and operations"
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   "repo": "hewzhew/dsh-agent-rp",
   "title": "Chat with an imported character card in DSH",
   "summary": "Install Agent RP on Windows, import a character card, and start a character dialogue session.",
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    "Content"
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   "id": "hewzhew-dsh-agent-rp--migrate-sillytavern-chat-history",
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   "title": "Move a SillyTavern JSONL chat into Agent RP",
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   "repo": "hewzhew/dsh-agent-rp",
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   "summary": "Enable 故事工程 to keep an outline, foreshadowing, and character knowledge in sync across chapters.",
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   "id": "heycubit-effortless--cut-claude-code-cost-with-auto-effort",
   "repo": "HeyCubit/effortless",
   "title": "Cut Opus coding costs with automatic effort picking",
   "summary": "Install Effortless so each prompt gets Low, Medium or High effort without touching the Effort control.",
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   "id": "heycubit-effortless--time-compaction-and-handoff-on-long-chats",
   "repo": "HeyCubit/effortless",
   "title": "Compact or hand off a heavy chat before the cache goes cold",
   "summary": "Use the cache countdown on the bar to decide when to compact or start a fresh chat.",
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   "repo": "HeyCubit/effortless",
   "title": "Show pixel art instead of the step log while Claude works",
   "summary": "Use the textless desktop app to show one picture, a quote or a chess game during long Claude tasks.",
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   "title": "Test how often the effort judge picks the right level",
   "summary": "Run the bundled judge benchmark on your own Claude Code setup before trusting Auto.",
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   "repo": "HeyPuter/builder",
   "title": "Let the AI use your other services via MCP",
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   "title": "Cut Codex and Claude Code costs with difficulty routing",
   "summary": "Send routine reading and fact gathering to cheaper models while hard design work stays on your primary model.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/higress-group-hiroute/cut-agent-costs-with-difficulty-routing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/higress-group-hiroute--cut-agent-costs-with-difficulty-routing.json"
  },
  {
   "id": "higress-group-hiroute--route-drafting-and-review-to-separate-models",
   "repo": "higress-group/HiRoute",
   "title": "Route drafting and review to separate model groups",
   "summary": "Use custom task branches so drafting and review each get the model that fits their category and difficulty.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/higress-group-hiroute/route-drafting-and-review-to-separate-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/higress-group-hiroute--route-drafting-and-review-to-separate-models.json"
  },
  {
   "id": "higress-group-hiroute--delegate-independent-tasks-to-worker-agents",
   "repo": "higress-group/HiRoute",
   "title": "Delegate independent tasks to other agents through a Worker plan",
   "summary": "Hand separate, independent tasks to other agents while Hi Route tracks their execution and cost.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "md": "https://dedupedai.com/use-cases/higress-group-hiroute/delegate-independent-tasks-to-worker-agents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/higress-group-hiroute--delegate-independent-tasks-to-worker-agents.json"
  },
  {
   "id": "higress-group-hiroute--audit-which-model-ran-and-what-it-cost",
   "repo": "higress-group/HiRoute",
   "title": "Audit which model ran each agent step and what it cost",
   "summary": "Check per-session model, usage and cost so you can tune routing with real execution data.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/higress-group-hiroute/audit-which-model-ran-and-what-it-cost/",
   "json": "https://dedupedai.com/use-cases/u/higress-group-hiroute/audit-which-model-ran-and-what-it-cost.json",
   "md": "https://dedupedai.com/use-cases/higress-group-hiroute/audit-which-model-ran-and-what-it-cost/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/higress-group-hiroute--audit-which-model-ran-and-what-it-cost.json"
  },
  {
   "id": "himovo-movo--self-host-team-agent-workspace",
   "repo": "himovo/movo",
   "title": "Stand up a self-hosted Agent workspace for a team",
   "summary": "Run the full MOVO stack with Docker Compose and finish first-run setup in the browser.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/himovo-movo/self-host-team-agent-workspace/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/himovo-movo--self-host-team-agent-workspace.json"
  },
  {
   "id": "himovo-movo--multi-round-research-with-citations",
   "repo": "himovo/movo",
   "title": "Run multi-round research with cited sources",
   "summary": "Search internal documents and public sources, then inspect the evidence behind each answer.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/himovo-movo/multi-round-research-with-citations/",
   "json": "https://dedupedai.com/use-cases/u/himovo-movo/multi-round-research-with-citations.json",
   "md": "https://dedupedai.com/use-cases/himovo-movo/multi-round-research-with-citations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/himovo-movo--multi-round-research-with-citations.json"
  },
  {
   "id": "himovo-movo--turn-research-into-report-or-deck",
   "repo": "himovo/movo",
   "title": "Turn research material into a report or slide deck",
   "summary": "Generate a PPTX, PDF, spreadsheet or Markdown deliverable from uploaded source files.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/himovo-movo/turn-research-into-report-or-deck/",
   "json": "https://dedupedai.com/use-cases/u/himovo-movo/turn-research-into-report-or-deck.json",
   "md": "https://dedupedai.com/use-cases/himovo-movo/turn-research-into-report-or-deck/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/himovo-movo--turn-research-into-report-or-deck.json"
  },
  {
   "id": "himovo-movo--govern-agent-automation-and-audit",
   "repo": "himovo/movo",
   "title": "Schedule Agent tasks with approval and audit controls",
   "summary": "Run scheduled tasks while sensitive tool actions wait for approval and executions stay traceable.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/himovo-movo/govern-agent-automation-and-audit/",
   "json": "https://dedupedai.com/use-cases/u/himovo-movo/govern-agent-automation-and-audit.json",
   "md": "https://dedupedai.com/use-cases/himovo-movo/govern-agent-automation-and-audit/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/himovo-movo--govern-agent-automation-and-audit.json"
  },
  {
   "id": "himovo-movo--browser-and-code-agents-via-desktop",
   "repo": "himovo/movo",
   "title": "Add Browser Agent and Code Agent through MOVO Desktop",
   "summary": "Connect the separately distributed desktop app to your self-hosted service for browser and code work.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "json": "https://dedupedai.com/use-cases/u/himovo-movo/browser-and-code-agents-via-desktop.json",
   "md": "https://dedupedai.com/use-cases/himovo-movo/browser-and-code-agents-via-desktop/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/himovo-movo--browser-and-code-agents-via-desktop.json"
  },
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   "id": "hirotomasato-yowes--synthetic-teacher-docs-for-pipeline-testing",
   "repo": "hirotomasato/yowes",
   "title": "Generate synthetic teacher documents as test fixtures",
   "summary": "Render labeled sample teacher ID cards and letters to test a document-processing pipeline.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/hirotomasato-yowes/synthetic-teacher-docs-for-pipeline-testing.json",
   "md": "https://dedupedai.com/use-cases/hirotomasato-yowes/synthetic-teacher-docs-for-pipeline-testing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hirotomasato-yowes--synthetic-teacher-docs-for-pipeline-testing.json"
  },
  {
   "id": "hirotomasato-yowes--expose-multi-country-doc-generator-to-agent",
   "repo": "hirotomasato/yowes",
   "title": "Give an AI agent a country-aware document generator tool",
   "summary": "Connect the Yowes MCP server to an agent that lists countries and schools before generating samples.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/hirotomasato-yowes/expose-multi-country-doc-generator-to-agent/",
   "json": "https://dedupedai.com/use-cases/u/hirotomasato-yowes/expose-multi-country-doc-generator-to-agent.json",
   "md": "https://dedupedai.com/use-cases/hirotomasato-yowes/expose-multi-country-doc-generator-to-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hirotomasato-yowes--expose-multi-country-doc-generator-to-agent.json"
  },
  {
   "id": "hirotomasato-yowes--add-country-generator-to-yowes",
   "repo": "hirotomasato/yowes",
   "title": "Add a new country generator to the Yowes codebase",
   "summary": "Extend Yowes with a country package that subclasses the base generator and registers itself.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/hirotomasato-yowes/add-country-generator-to-yowes/",
   "json": "https://dedupedai.com/use-cases/u/hirotomasato-yowes/add-country-generator-to-yowes.json",
   "md": "https://dedupedai.com/use-cases/hirotomasato-yowes/add-country-generator-to-yowes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hirotomasato-yowes--add-country-generator-to-yowes.json"
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  {
   "id": "hitkeeen-blender-ai-addon--text-prompt-to-3d-model-in-blender",
   "repo": "hitkeeen/blender-ai-addon",
   "title": "Build a 3D object in Blender from a text prompt",
   "summary": "Describe a model in plain words in the viewport chat and let the agent write and run the bpy code.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/hitkeeen-blender-ai-addon/text-prompt-to-3d-model-in-blender.json",
   "md": "https://dedupedai.com/use-cases/hitkeeen-blender-ai-addon/text-prompt-to-3d-model-in-blender/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hitkeeen-blender-ai-addon--text-prompt-to-3d-model-in-blender.json"
  },
  {
   "id": "hitkeeen-blender-ai-addon--recreate-model-from-reference-image",
   "repo": "hitkeeen/blender-ai-addon",
   "title": "Create a 3D model from a reference picture",
   "summary": "Attach a photo or a viewport screenshot so the agent builds a matching model in Blender.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/hitkeeen-blender-ai-addon/recreate-model-from-reference-image/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hitkeeen-blender-ai-addon--recreate-model-from-reference-image.json"
  },
  {
   "id": "hitkeeen-blender-ai-addon--auto-fix-broken-blender-script",
   "repo": "hitkeeen/blender-ai-addon",
   "title": "Let the agent repair a failing generated script",
   "summary": "When generated bpy code errors, the add-on sends the log back so the agent corrects the script.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "md": "https://dedupedai.com/use-cases/hitkeeen-blender-ai-addon/auto-fix-broken-blender-script/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hitkeeen-blender-ai-addon--auto-fix-broken-blender-script.json"
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  {
   "id": "hitkeeen-blender-ai-addon--edit-scene-with-local-ollama-model",
   "repo": "hitkeeen/blender-ai-addon",
   "title": "Edit a Blender scene with a local Ollama model",
   "summary": "Use Ollama instead of a cloud key to have the agent change objects in your scene.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/hitkeeen-blender-ai-addon/edit-scene-with-local-ollama-model.json",
   "md": "https://dedupedai.com/use-cases/hitkeeen-blender-ai-addon/edit-scene-with-local-ollama-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hitkeeen-blender-ai-addon--edit-scene-with-local-ollama-model.json"
  },
  {
   "id": "hkqr-my-free-code--run-claude-code-on-other-model-providers",
   "repo": "hkqr/my-free-code",
   "title": "Run Claude Code on other model providers",
   "summary": "Route Claude Code requests through a local gateway to the provider models you configure.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/hkqr-my-free-code--run-claude-code-on-other-model-providers.json"
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   "id": "hkqr-my-free-code--keep-agent-sessions-running-with-model-fallbacks",
   "repo": "hkqr/my-free-code",
   "title": "Keep agent sessions running when a provider fails",
   "summary": "Set an ordered fallback list so a failed provider hands the request to the next model.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "hkqr-my-free-code--run-coding-agents-on-local-models",
   "repo": "hkqr/my-free-code",
   "title": "Run coding agents against local models",
   "summary": "Point the gateway at Ollama, LM Studio, or llama.cpp so requests stay on your machine.",
   "category": "Software and DevOps",
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   "id": "hkqr-my-free-code--launch-codex-through-the-gateway",
   "repo": "hkqr/my-free-code",
   "title": "Launch Codex through the local gateway",
   "summary": "Start Codex with the gateway as its backend using the built-in launcher.",
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   "tags": [
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   ],
   "lang": "python",
   "date": "2026-10-20",
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   "id": "hkuds-cli-anything--install-agent-clis-from-cli-hub",
   "repo": "HKUDS/CLI-Anything",
   "title": "Install agent-ready CLIs from CLI-Hub with pip",
   "summary": "Use the cli-hub package to browse and install community CLIs for desktop software in one command.",
   "category": "Software and DevOps",
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   "date": "2026-10-20",
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   "api": "https://dedupedai.com/api/v1/usecases/hkuds-cli-anything--install-agent-clis-from-cli-hub.json"
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   "id": "hkuds-cli-anything--drive-freecad-models-from-an-agent",
   "repo": "HKUDS/CLI-Anything",
   "title": "Let an agent build and edit FreeCAD models from the terminal",
   "summary": "Point an AI agent at the FreeCAD CLI to run design commands without opening the GUI by hand.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
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  },
  {
   "id": "hkuds-cli-anything--search-and-convert-a-calibre-library",
   "repo": "HKUDS/CLI-Anything",
   "title": "Search and convert a Calibre ebook library with an agent",
   "summary": "Have an agent search, read metadata from, and convert books in a Calibre library through its CLI.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "python",
   "date": "2026-10-20",
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   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/hkuds-cli-anything/search-and-convert-a-calibre-library/",
   "json": "https://dedupedai.com/use-cases/u/hkuds-cli-anything/search-and-convert-a-calibre-library.json",
   "md": "https://dedupedai.com/use-cases/hkuds-cli-anything/search-and-convert-a-calibre-library/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hkuds-cli-anything--search-and-convert-a-calibre-library.json"
  },
  {
   "id": "hkuds-cli-anything--manage-zotero-citations-with-an-agent",
   "repo": "HKUDS/CLI-Anything",
   "title": "Have an agent manage Zotero library items and citations",
   "summary": "Let an agent handle Zotero collections and citations through a CLI built for the Zotero desktop app.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/hkuds-cli-anything/manage-zotero-citations-with-an-agent.json",
   "md": "https://dedupedai.com/use-cases/hkuds-cli-anything/manage-zotero-citations-with-an-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hkuds-cli-anything--manage-zotero-citations-with-an-agent.json"
  },
  {
   "id": "howseen-ai-claude-motion-design--make-branded-motion-video-from-brief",
   "repo": "howseen-ai/claude-motion-design",
   "title": "Make a motion design video from a brief in Claude Code",
   "summary": "Turn brand facts and a short brief into a beat-synced motion design film, built in code by Claude Code.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/howseen-ai-claude-motion-design/make-branded-motion-video-from-brief/",
   "json": "https://dedupedai.com/use-cases/u/howseen-ai-claude-motion-design/make-branded-motion-video-from-brief.json",
   "md": "https://dedupedai.com/use-cases/howseen-ai-claude-motion-design/make-branded-motion-video-from-brief/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/howseen-ai-claude-motion-design--make-branded-motion-video-from-brief.json"
  },
  {
   "id": "howseen-ai-claude-motion-design--run-howseen-example-film-locally",
   "repo": "howseen-ai/claude-motion-design",
   "title": "Run the Howseen example film locally and re-render it",
   "summary": "Render the included Howseen launch film from its source to learn how the skill is structured before you change it.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/howseen-ai-claude-motion-design/run-howseen-example-film-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/howseen-ai-claude-motion-design--run-howseen-example-film-locally.json"
  },
  {
   "id": "howseen-ai-claude-motion-design--remake-launch-video-frame-locked-for-brand",
   "repo": "howseen-ai/claude-motion-design",
   "title": "Remake a launch video frame by frame for your brand",
   "summary": "Rebuild a reference launch video shot by shot in your own brand, with a side-by-side compare against the original.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/howseen-ai-claude-motion-design/remake-launch-video-frame-locked-for-brand.json",
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   "api": "https://dedupedai.com/api/v1/usecases/howseen-ai-claude-motion-design--remake-launch-video-frame-locked-for-brand.json"
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  {
   "id": "hoylon-peerbridge-mcp--run-provider-free-coordination-demo",
   "repo": "Hoylon/peerbridge-mcp",
   "title": "Run the provider-free coordination demo",
   "summary": "Run the synthetic demo and check the receipt for writer lease, quorum, and audit results.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/hoylon-peerbridge-mcp/run-provider-free-coordination-demo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hoylon-peerbridge-mcp--run-provider-free-coordination-demo.json"
  },
  {
   "id": "hoylon-peerbridge-mcp--run-implement-and-review-from-windows-app",
   "repo": "Hoylon/peerbridge-mcp",
   "title": "Run Implement and Review on one repo from the Windows app",
   "summary": "Use the portable Windows build to have one agent write in a worktree while another reviews.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/hoylon-peerbridge-mcp/run-implement-and-review-from-windows-app.json",
   "md": "https://dedupedai.com/use-cases/hoylon-peerbridge-mcp/run-implement-and-review-from-windows-app/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hoylon-peerbridge-mcp--run-implement-and-review-from-windows-app.json"
  },
  {
   "id": "hoylon-peerbridge-mcp--continue-earlier-agent-conversation-in-new-room",
   "repo": "Hoylon/peerbridge-mcp",
   "title": "Continue an earlier agent conversation in a writable room",
   "summary": "Import a Codex or Claude Code history and continue it in a normal room without changing the source.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/hoylon-peerbridge-mcp/continue-earlier-agent-conversation-in-new-room/",
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   "md": "https://dedupedai.com/use-cases/hoylon-peerbridge-mcp/continue-earlier-agent-conversation-in-new-room/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hoylon-peerbridge-mcp--continue-earlier-agent-conversation-in-new-room.json"
  },
  {
   "id": "hoylon-peerbridge-mcp--keep-approved-project-decisions-in-memory-ledger",
   "repo": "Hoylon/peerbridge-mcp",
   "title": "Keep approved project decisions in a source-bound memory ledger",
   "summary": "Save room decisions as memory records that stay tied to their source evidence.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/hoylon-peerbridge-mcp/keep-approved-project-decisions-in-memory-ledger/",
   "json": "https://dedupedai.com/use-cases/u/hoylon-peerbridge-mcp/keep-approved-project-decisions-in-memory-ledger.json",
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   "api": "https://dedupedai.com/api/v1/usecases/hoylon-peerbridge-mcp--keep-approved-project-decisions-in-memory-ledger.json"
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   "id": "hsandhu-mobilecode--preview-react-native-app-on-ios-and-android",
   "repo": "hsandhu/mobilecode",
   "title": "Preview a React Native app on iOS and Android at once",
   "summary": "Run one React Native project on both simulators from a single MobileCode session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/hsandhu-mobilecode/preview-react-native-app-on-ios-and-android/",
   "json": "https://dedupedai.com/use-cases/u/hsandhu-mobilecode/preview-react-native-app-on-ios-and-android.json",
   "md": "https://dedupedai.com/use-cases/hsandhu-mobilecode/preview-react-native-app-on-ios-and-android/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hsandhu-mobilecode--preview-react-native-app-on-ios-and-android.json"
  },
  {
   "id": "hsandhu-mobilecode--let-agent-fix-failing-mobile-build",
   "repo": "hsandhu/mobilecode",
   "title": "Let an agent fix a failing mobile build on its own",
   "summary": "The device_run tool builds, launches, reads the error, and retries the fix.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/hsandhu-mobilecode/let-agent-fix-failing-mobile-build/",
   "json": "https://dedupedai.com/use-cases/u/hsandhu-mobilecode/let-agent-fix-failing-mobile-build.json",
   "md": "https://dedupedai.com/use-cases/hsandhu-mobilecode/let-agent-fix-failing-mobile-build/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hsandhu-mobilecode--let-agent-fix-failing-mobile-build.json"
  },
  {
   "id": "hsandhu-mobilecode--run-mobilecode-from-source-for-development",
   "repo": "hsandhu/mobilecode",
   "title": "Run MobileCode from source to change it",
   "summary": "Clone the repo, install with Bun, and run the backend, web UI, or desktop app.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/hsandhu-mobilecode/run-mobilecode-from-source-for-development/",
   "json": "https://dedupedai.com/use-cases/u/hsandhu-mobilecode/run-mobilecode-from-source-for-development.json",
   "md": "https://dedupedai.com/use-cases/hsandhu-mobilecode/run-mobilecode-from-source-for-development/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hsandhu-mobilecode--run-mobilecode-from-source-for-development.json"
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  {
   "id": "humanfia-humanize--run-one-shot-agent-flow-from-shell",
   "repo": "humanfia/humanize",
   "title": "Run a one-off agent flow from your shell",
   "summary": "Send one question or task to a chat flow and get the agent's answer in your terminal.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/humanfia-humanize/run-one-shot-agent-flow-from-shell/",
   "json": "https://dedupedai.com/use-cases/u/humanfia-humanize/run-one-shot-agent-flow-from-shell.json",
   "md": "https://dedupedai.com/use-cases/humanfia-humanize/run-one-shot-agent-flow-from-shell/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/humanfia-humanize--run-one-shot-agent-flow-from-shell.json"
  },
  {
   "id": "humanfia-humanize--monitor-all-epics-in-browser",
   "repo": "humanfia/humanize",
   "title": "Watch every epic on your machine in a browser",
   "summary": "Open one local web view that lists all epics on this machine.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/humanfia-humanize/monitor-all-epics-in-browser/",
   "json": "https://dedupedai.com/use-cases/u/humanfia-humanize/monitor-all-epics-in-browser.json",
   "md": "https://dedupedai.com/use-cases/humanfia-humanize/monitor-all-epics-in-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/humanfia-humanize--monitor-all-epics-in-browser.json"
  },
  {
   "id": "humanfia-humanize--try-humanize-without-installing",
   "repo": "humanfia/humanize",
   "title": "Try the terminal interface without installing",
   "summary": "Run the latest hmz release from uv's cache to test the terminal interface first.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/humanfia-humanize/try-humanize-without-installing/",
   "json": "https://dedupedai.com/use-cases/u/humanfia-humanize/try-humanize-without-installing.json",
   "md": "https://dedupedai.com/use-cases/humanfia-humanize/try-humanize-without-installing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/humanfia-humanize--try-humanize-without-installing.json"
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  {
   "id": "hybirdss-hycli--prepare-website-cli",
   "repo": "Hybirdss/Hycli",
   "title": "Turn a website into a typed CLI in one command",
   "summary": "Point Hycli at a site and a goal to get its reads, writes, and workflows as CLI subcommands.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/hybirdss-hycli/prepare-website-cli/",
   "json": "https://dedupedai.com/use-cases/u/hybirdss-hycli/prepare-website-cli.json",
   "md": "https://dedupedai.com/use-cases/hybirdss-hycli/prepare-website-cli/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hybirdss-hycli--prepare-website-cli.json"
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  {
   "id": "hybirdss-hycli--agent-drafts-post-with-write-gate",
   "repo": "Hybirdss/Hycli",
   "title": "Let an AI agent draft a post with write approval",
   "summary": "Connect Claude Code, Cursor, or Codex to a site and enable writes once for that CLI.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/hybirdss-hycli/agent-drafts-post-with-write-gate/",
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   "api": "https://dedupedai.com/api/v1/usecases/hybirdss-hycli--agent-drafts-post-with-write-gate.json"
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  {
   "id": "hybirdss-hycli--check-site-login-health",
   "repo": "Hybirdss/Hycli",
   "title": "Check whether a site connection is still signed in",
   "summary": "Run a health check without AI that separates signed-out, changed, blocked, and unreachable sites.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/hybirdss-hycli/check-site-login-health.json",
   "md": "https://dedupedai.com/use-cases/hybirdss-hycli/check-site-login-health/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/hybirdss-hycli--check-site-login-health.json"
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  {
   "id": "i12bp8-decomp-wtf--decompile-own-n64-game-with-agent",
   "repo": "i12bp8/decomp.wtf",
   "title": "Decompile your own N64 game with an AI agent",
   "summary": "Point your agent at a ROM you own and get C functions that compile to the same bytes.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/i12bp8-decomp-wtf--decompile-own-n64-game-with-agent.json"
  },
  {
   "id": "i12bp8-decomp-wtf--continue-public-decomp-with-agents",
   "repo": "i12bp8/decomp.wtf",
   "title": "Continue a community decomp using your own game copy",
   "summary": "Fork a decomp.dev project and let agents match more functions, committed to git for review.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/i12bp8-decomp-wtf--continue-public-decomp-with-agents.json"
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   "id": "i12bp8-decomp-wtf--link-gamecube-wii-game-to-c-source",
   "repo": "i12bp8/decomp.wtf",
   "title": "Build a GameCube or Wii game from its own C source",
   "summary": "Drive files toward linked status so the game rebuilds from C and matches its checksum.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/i12bp8-decomp-wtf--link-gamecube-wii-game-to-c-source.json"
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   "id": "i12bp8-decomp-wtf--hand-write-and-check-function-c",
   "repo": "i12bp8/decomp.wtf",
   "title": "Write one function in C and check it against the ROM",
   "summary": "Edit a function in the app, press Ctrl+Enter, and see the judge's diff against the original.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/i12bp8-decomp-wtf/hand-write-and-check-function-c/",
   "json": "https://dedupedai.com/use-cases/u/i12bp8-decomp-wtf/hand-write-and-check-function-c.json",
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   "api": "https://dedupedai.com/api/v1/usecases/i12bp8-decomp-wtf--hand-write-and-check-function-c.json"
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   "id": "i3t4an-kadath--evolve-agent-for-measurable-goal",
   "repo": "i3T4AN/KADATH",
   "title": "Evolve a better agent for a measurable goal",
   "summary": "Run several epochs of competing agents on one goal and keep the leader that scores highest on the locked benchmark.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/i3t4an-kadath/evolve-agent-for-measurable-goal/",
   "json": "https://dedupedai.com/use-cases/u/i3t4an-kadath/evolve-agent-for-measurable-goal.json",
   "md": "https://dedupedai.com/use-cases/i3t4an-kadath/evolve-agent-for-measurable-goal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/i3t4an-kadath--evolve-agent-for-measurable-goal.json"
  },
  {
   "id": "i3t4an-kadath--audit-agent-output-with-locked-rubric",
   "repo": "i3T4AN/KADATH",
   "title": "Score agent output against a locked, auditable rubric",
   "summary": "Have the Architect define a weighted rubric, then get evidence-backed scores that the kernel computes, not the agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/i3t4an-kadath/audit-agent-output-with-locked-rubric/",
   "json": "https://dedupedai.com/use-cases/u/i3t4an-kadath/audit-agent-output-with-locked-rubric.json",
   "md": "https://dedupedai.com/use-cases/i3t4an-kadath/audit-agent-output-with-locked-rubric/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/i3t4an-kadath--audit-agent-output-with-locked-rubric.json"
  },
  {
   "id": "i3t4an-kadath--delegate-web-research-to-evolved-agents",
   "repo": "i3T4AN/KADATH",
   "title": "Run a web research goal with evolved browsing agents",
   "summary": "Let an evolved population search the web through local SearXNG and rank answers by a locked benchmark.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/i3t4an-kadath/delegate-web-research-to-evolved-agents/",
   "json": "https://dedupedai.com/use-cases/u/i3t4an-kadath/delegate-web-research-to-evolved-agents.json",
   "md": "https://dedupedai.com/use-cases/i3t4an-kadath/delegate-web-research-to-evolved-agents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/i3t4an-kadath--delegate-web-research-to-evolved-agents.json"
  },
  {
   "id": "iamumeransari-claude-show-your-work--qa-bug-fix-before-after",
   "repo": "iamumeransari/claude-show-your-work",
   "title": "Show a bug fix as a before and after recording",
   "summary": "Have Claude Code record the same Playwright steps on the old and new versions and review them side by side.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/iamumeransari-claude-show-your-work/qa-bug-fix-before-after/",
   "json": "https://dedupedai.com/use-cases/u/iamumeransari-claude-show-your-work/qa-bug-fix-before-after.json",
   "md": "https://dedupedai.com/use-cases/iamumeransari-claude-show-your-work/qa-bug-fix-before-after/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/iamumeransari-claude-show-your-work--qa-bug-fix-before-after.json"
  },
  {
   "id": "iamumeransari-claude-show-your-work--compare-design-directions-in-chat",
   "repo": "iamumeransari/claude-show-your-work",
   "title": "Compare several design directions side by side",
   "summary": "Ask Claude Code for multiple design options and view them together in the terminal before choosing one.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/iamumeransari-claude-show-your-work/compare-design-directions-in-chat/",
   "json": "https://dedupedai.com/use-cases/u/iamumeransari-claude-show-your-work/compare-design-directions-in-chat.json",
   "md": "https://dedupedai.com/use-cases/iamumeransari-claude-show-your-work/compare-design-directions-in-chat/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/iamumeransari-claude-show-your-work--compare-design-directions-in-chat.json"
  },
  {
   "id": "iamumeransari-claude-show-your-work--review-animation-video-in-terminal",
   "repo": "iamumeransari/claude-show-your-work",
   "title": "Play a scroll animation or ad video in the chat",
   "summary": "Have Claude Code record a video of its work and review it in a player with timestamps inside the terminal.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/iamumeransari-claude-show-your-work/review-animation-video-in-terminal/",
   "json": "https://dedupedai.com/use-cases/u/iamumeransari-claude-show-your-work/review-animation-video-in-terminal.json",
   "md": "https://dedupedai.com/use-cases/iamumeransari-claude-show-your-work/review-animation-video-in-terminal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/iamumeransari-claude-show-your-work--review-animation-video-in-terminal.json"
  },
  {
   "id": "iamumeransari-claude-show-your-work--compare-video-draft-versions",
   "repo": "iamumeransari/claude-show-your-work",
   "title": "Compare two video drafts side by side in sync",
   "summary": "Flip between versions of a video Claude Code made, or play old and new drafts together in one player.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/iamumeransari-claude-show-your-work/compare-video-draft-versions/",
   "json": "https://dedupedai.com/use-cases/u/iamumeransari-claude-show-your-work/compare-video-draft-versions.json",
   "md": "https://dedupedai.com/use-cases/iamumeransari-claude-show-your-work/compare-video-draft-versions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/iamumeransari-claude-show-your-work--compare-video-draft-versions.json"
  },
  {
   "id": "icebird1998-scientific-illustrator--redraw-figure-in-drawio-with-png-preview",
   "repo": "icebird1998/scientific-illustrator",
   "title": "Redraw a figure in draw.io and export a 2000 px PNG",
   "summary": "Rebuild an uploaded figure on a live draw.io canvas and save an editable .drawio file.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/icebird1998-scientific-illustrator/redraw-figure-in-drawio-with-png-preview/",
   "json": "https://dedupedai.com/use-cases/u/icebird1998-scientific-illustrator/redraw-figure-in-drawio-with-png-preview.json",
   "md": "https://dedupedai.com/use-cases/icebird1998-scientific-illustrator/redraw-figure-in-drawio-with-png-preview/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/icebird1998-scientific-illustrator--redraw-figure-in-drawio-with-png-preview.json"
  },
  {
   "id": "icebird1998-scientific-illustrator--redraw-figure-as-wps-presentation-working-copy",
   "repo": "icebird1998/scientific-illustrator",
   "title": "Redraw a figure in WPS Presentation as an editable PPTX",
   "summary": "Build an editable PPTX working copy of a figure in WPS Presentation with checkpoint refreshes.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/icebird1998-scientific-illustrator/redraw-figure-as-wps-presentation-working-copy/",
   "json": "https://dedupedai.com/use-cases/u/icebird1998-scientific-illustrator/redraw-figure-as-wps-presentation-working-copy.json",
   "md": "https://dedupedai.com/use-cases/icebird1998-scientific-illustrator/redraw-figure-as-wps-presentation-working-copy/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/icebird1998-scientific-illustrator--redraw-figure-as-wps-presentation-working-copy.json"
  },
  {
   "id": "icebird1998-scientific-illustrator--enable-live-object-drawing-in-mac-powerpoint",
   "repo": "icebird1998/scientific-illustrator",
   "title": "Watch figure objects draw live in Mac PowerPoint",
   "summary": "Set up the optional Office.js add-in so each object appears in Mac PowerPoint as it is drawn.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/icebird1998-scientific-illustrator/enable-live-object-drawing-in-mac-powerpoint/",
   "json": "https://dedupedai.com/use-cases/u/icebird1998-scientific-illustrator/enable-live-object-drawing-in-mac-powerpoint.json",
   "md": "https://dedupedai.com/use-cases/icebird1998-scientific-illustrator/enable-live-object-drawing-in-mac-powerpoint/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/icebird1998-scientific-illustrator--enable-live-object-drawing-in-mac-powerpoint.json"
  },
  {
   "id": "icesixgod-codex-trajectory--find-slow-steps-in-codex-task",
   "repo": "icesixgod/codex-trajectory",
   "title": "Find where a Codex task spent its time",
   "summary": "Break one task's active time into tool, model/token, and unattributed shares to locate slow steps.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/icesixgod-codex-trajectory/find-slow-steps-in-codex-task/",
   "json": "https://dedupedai.com/use-cases/u/icesixgod-codex-trajectory/find-slow-steps-in-codex-task.json",
   "md": "https://dedupedai.com/use-cases/icesixgod-codex-trajectory/find-slow-steps-in-codex-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/icesixgod-codex-trajectory--find-slow-steps-in-codex-task.json"
  },
  {
   "id": "icesixgod-codex-trajectory--check-token-use-and-cost-of-codex-task",
   "repo": "icesixgod/codex-trajectory",
   "title": "Check token use and estimated cost of a Codex task",
   "summary": "Review task and turn token totals, cache usage, and estimated cost in one viewer.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/icesixgod-codex-trajectory/check-token-use-and-cost-of-codex-task/",
   "json": "https://dedupedai.com/use-cases/u/icesixgod-codex-trajectory/check-token-use-and-cost-of-codex-task.json",
   "md": "https://dedupedai.com/use-cases/icesixgod-codex-trajectory/check-token-use-and-cost-of-codex-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/icesixgod-codex-trajectory--check-token-use-and-cost-of-codex-task.json"
  },
  {
   "id": "icesixgod-codex-trajectory--debug-failed-tool-calls-in-codex-history",
   "repo": "icesixgod/codex-trajectory",
   "title": "Locate failed and slow tool calls in past Codex runs",
   "summary": "Search and filter earlier task history to find failing or slow tool calls and inspect them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/icesixgod-codex-trajectory/debug-failed-tool-calls-in-codex-history/",
   "json": "https://dedupedai.com/use-cases/u/icesixgod-codex-trajectory/debug-failed-tool-calls-in-codex-history.json",
   "md": "https://dedupedai.com/use-cases/icesixgod-codex-trajectory/debug-failed-tool-calls-in-codex-history/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/icesixgod-codex-trajectory--debug-failed-tool-calls-in-codex-history.json"
  },
  {
   "id": "icesixgod-codex-trajectory--agent-reads-codex-trajectory-via-mcp",
   "repo": "icesixgod/codex-trajectory",
   "title": "Let an agent read a task's trajectory through MCP",
   "summary": "Have Codex call the trajectory tools to pull a safe structured summary of a specific task.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/icesixgod-codex-trajectory/agent-reads-codex-trajectory-via-mcp/",
   "json": "https://dedupedai.com/use-cases/u/icesixgod-codex-trajectory/agent-reads-codex-trajectory-via-mcp.json",
   "md": "https://dedupedai.com/use-cases/icesixgod-codex-trajectory/agent-reads-codex-trajectory-via-mcp/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/icesixgod-codex-trajectory--agent-reads-codex-trajectory-via-mcp.json"
  },
  {
   "id": "idavidov13-agentic-playwright--green-playwright-suite-in-five-minutes",
   "repo": "idavidov13/agentic-playwright",
   "title": "Get a green Playwright TypeScript suite in under 5 minutes",
   "summary": "Scaffold a running Playwright and TypeScript test project and see the smoke test pass before writing any code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/green-playwright-suite-in-five-minutes/",
   "json": "https://dedupedai.com/use-cases/u/idavidov13-agentic-playwright/green-playwright-suite-in-five-minutes.json",
   "md": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/green-playwright-suite-in-five-minutes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/idavidov13-agentic-playwright--green-playwright-suite-in-five-minutes.json"
  },
  {
   "id": "idavidov13-agentic-playwright--ai-assistant-writes-rule-following-tests",
   "repo": "idavidov13/agentic-playwright",
   "title": "Have an AI assistant write tests that follow team rules",
   "summary": "Use the bundled rules and write-time hook so Claude Code or Cursor produces tests in the project's required style.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/ai-assistant-writes-rule-following-tests/",
   "json": "https://dedupedai.com/use-cases/u/idavidov13-agentic-playwright/ai-assistant-writes-rule-following-tests.json",
   "md": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/ai-assistant-writes-rule-following-tests/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/idavidov13-agentic-playwright--ai-assistant-writes-rule-following-tests.json"
  },
  {
   "id": "idavidov13-agentic-playwright--api-contract-tests-with-zod",
   "repo": "idavidov13/agentic-playwright",
   "title": "Add API contract tests with Zod validation and fixtures",
   "summary": "Write API tests using the apiRequest fixture, Zod schema checks, and setup and teardown helper fixtures.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/api-contract-tests-with-zod/",
   "json": "https://dedupedai.com/use-cases/u/idavidov13-agentic-playwright/api-contract-tests-with-zod.json",
   "md": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/api-contract-tests-with-zod/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/idavidov13-agentic-playwright--api-contract-tests-with-zod.json"
  },
  {
   "id": "idavidov13-agentic-playwright--map-web-app-flows-with-playwright-cli",
   "repo": "idavidov13/agentic-playwright",
   "title": "Map a web app's flows with playwright-cli before testing",
   "summary": "Use playwright-cli to explore a live app, trace its flows, and inspect storage before writing tests.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/map-web-app-flows-with-playwright-cli/",
   "json": "https://dedupedai.com/use-cases/u/idavidov13-agentic-playwright/map-web-app-flows-with-playwright-cli.json",
   "md": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/map-web-app-flows-with-playwright-cli/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/idavidov13-agentic-playwright--map-web-app-flows-with-playwright-cli.json"
  },
  {
   "id": "idavidov13-agentic-playwright--block-bad-commits-with-drift-checks",
   "repo": "idavidov13/agentic-playwright",
   "title": "Block bad commits with lint and version drift checks",
   "summary": "Run the bundled lint, skill drift, and version checks so broken rules or mismatched versions never get committed.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/block-bad-commits-with-drift-checks/",
   "json": "https://dedupedai.com/use-cases/u/idavidov13-agentic-playwright/block-bad-commits-with-drift-checks.json",
   "md": "https://dedupedai.com/use-cases/idavidov13-agentic-playwright/block-bad-commits-with-drift-checks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/idavidov13-agentic-playwright--block-bad-commits-with-drift-checks.json"
  },
  {
   "id": "imbad0202-academic-research-skills--plan-paper-structure-socratic",
   "repo": "Imbad0202/academic-research-skills",
   "title": "Map a paper's chapter structure through guided dialogue",
   "summary": "Use the /ars-plan skill to turn a rough paper idea into a chapter outline through Socratic questions.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/imbad0202-academic-research-skills/plan-paper-structure-socratic/",
   "json": "https://dedupedai.com/use-cases/u/imbad0202-academic-research-skills/plan-paper-structure-socratic.json",
   "md": "https://dedupedai.com/use-cases/imbad0202-academic-research-skills/plan-paper-structure-socratic/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/imbad0202-academic-research-skills--plan-paper-structure-socratic.json"
  },
  {
   "id": "imbad0202-academic-research-skills--one-shot-literature-review",
   "repo": "Imbad0202/academic-research-skills",
   "title": "Produce a literature review on a topic in one command",
   "summary": "Run /ars-lit-review on a topic to get a single-shot literature review draft from the Deep Research skills.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/imbad0202-academic-research-skills/one-shot-literature-review/",
   "json": "https://dedupedai.com/use-cases/u/imbad0202-academic-research-skills/one-shot-literature-review.json",
   "md": "https://dedupedai.com/use-cases/imbad0202-academic-research-skills/one-shot-literature-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/imbad0202-academic-research-skills--one-shot-literature-review.json"
  },
  {
   "id": "imbad0202-academic-research-skills--import-ars-skills-into-claude-science",
   "repo": "Imbad0202/academic-research-skills",
   "title": "Import the five ARS skills into Claude Science",
   "summary": "Load the research, writing, review and pipeline skills into Claude Science from the GitHub repo.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "title": "Compare fixed-depth and early-exit decoding on Ouro",
   "summary": "Measure how loop depth settings change Ouro-1.4B outputs for a chosen set of prompts.",
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   "category": "Games and hobbies",
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   "id": "innei-lody-ios--install-lody-ios-beta-on-iphone",
   "repo": "Innei/lody-ios",
   "title": "Install the Lody iOS beta on iPhone to use Lody on mobile",
   "summary": "Get the current TestFlight build of the independent Lody iOS client on your iPhone.",
   "category": "Software and DevOps",
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   "id": "innei-lody-ios--review-agent-file-changes-on-phone",
   "repo": "Innei/lody-ios",
   "title": "Review what a coding agent changed, file by file, from iPhone",
   "summary": "Check per-turn file changes and word-level diffs from a coding agent while away from the computer.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "id": "innei-lody-ios--preview-local-dev-server-from-phone",
   "repo": "Innei/lody-ios",
   "title": "Open a local dev server running on your Mac from your iPhone",
   "summary": "Use the Preview Chip to open a dev server an agent started, through the Lody Quick Tunnel.",
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   "id": "innei-lody-ios--import-agent-conversations-from-computer",
   "repo": "Innei/lody-ios",
   "title": "Import agent conversation history from your computer into Lody iOS",
   "summary": "Pull chosen local agent conversations into the iPhone app from Settings, with manual confirmation.",
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   "id": "innei-lody-ios--build-lody-ios-from-source",
   "repo": "Innei/lody-ios",
   "title": "Build the Lody iOS client from source for local development",
   "summary": "Clone the monorepo, install JavaScript and CocoaPods tooling, and prepare an iOS build.",
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   "id": "insane0777-awwwards-mcp--brief-landing-page-from-award-winners",
   "repo": "INSANE0777/Awwwards-mcp",
   "title": "Build a landing page from shortlisted award-winning references",
   "summary": "Turn 2 to 5 Awwwards sites into a cited design brief your agent can build from.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "score": 1.0,
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   "id": "insane0777-awwwards-mcp--score-build-against-reference-site",
   "repo": "INSANE0777/Awwwards-mcp",
   "title": "Score your build against a reference site and fix the gaps",
   "summary": "Band-map your page and diff its motion against a reference, then iterate to a passing score.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "id": "insane0777-awwwards-mcp--rebuild-scroll-animations-as-gsap-stub",
   "repo": "INSANE0777/Awwwards-mcp",
   "title": "Turn a site's scroll animations into a runnable GSAP stub",
   "summary": "Census a live page's scroll motion and generate a single-file GSAP ScrollTrigger starting point.",
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   "id": "insane0777-awwwards-mcp--watch-studios-for-new-award-winners",
   "repo": "INSANE0777/Awwwards-mcp",
   "title": "Get alerts when new award winners match your watched studios or tags",
   "summary": "Poll new winners and watch studios or tags, then report only what changed since the last check.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "id": "isas1-skills--short-plain-explanation-in-chat",
   "repo": "isas1/skills",
   "title": "Get a short plain-language explanation in chat",
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    "Work and operations"
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   "lang": "",
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   "id": "isas1-skills--work-tree-into-html-summary-page",
   "repo": "isas1/skills",
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   "summary": "Build one self-contained HTML page that summarises a branch or work tree, ready to view or send.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
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   "lang": "",
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   "id": "isas1-skills--accessible-summary-page-for-adhd-or-dyslexia",
   "repo": "isas1/skills",
   "title": "Make a summary page accessible for ADHD or dyslexia readers",
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   "category": "Work and operations",
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   "id": "itsmostafa-system-one-connector--triage-tickets-by-urgency-and-team",
   "repo": "itsmostafa/system-one-connector",
   "title": "Triage support tickets by urgency and owning team",
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   "category": "Software and DevOps",
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "itsmostafa-system-one-connector--batch-classify-records-with-items",
   "repo": "itsmostafa/system-one-connector",
   "title": "Classify a dataset of records in one call",
   "summary": "Pass up to 500 records as items and ask the same questions of each one.",
   "category": "Software and DevOps",
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   "id": "itsmostafa-system-one-connector--gate-agent-actions-on-confidence",
   "repo": "itsmostafa/system-one-connector",
   "title": "Let an agent act only when it is confident",
   "summary": "Use Jev confidence scores to proceed on clear cases and escalate unsure ones.",
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   "id": "itsmostafa-system-one-connector--run-self-hosted-clm-or-laya-model",
   "repo": "itsmostafa/system-one-connector",
   "title": "Route judgments to a self-hosted CLM or Laya model",
   "summary": "Point the connector at your own server to run CLM or Laya instead of the hosted Jev.",
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   "repo": "JakeATX/llamAmpere",
   "title": "Run a local 262K-context model server on a 24 GB card",
   "summary": "Build llama-server for an RTX 3090 and serve Qwen3.8-27B on a local OpenAI-compatible API.",
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   "repo": "JakeATX/llamAmpere",
   "title": "Run 204,800-token context on a 12 GB card",
   "summary": "Serve a 2.3 bpw Qwen3.8 model with SJ-KVaRN cache on an RTX 3060 12 GB or similar card.",
   "category": "Software and DevOps",
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   "repo": "Jakeschincariol/arena-skill",
   "title": "Get a stronger answer after Claude keeps missing",
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  },
  {
   "id": "jakeschincariol-arena-skill--budget-a-tournament-before-running-it",
   "repo": "Jakeschincariol/arena-skill",
   "title": "Price a 100-agent run before you spend tokens",
   "summary": "Print the rounds, calls and waves for any agent count before the tournament starts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-arena-skill/budget-a-tournament-before-running-it/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-arena-skill/budget-a-tournament-before-running-it.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-arena-skill/budget-a-tournament-before-running-it/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-arena-skill--budget-a-tournament-before-running-it.json"
  },
  {
   "id": "jakeschincariol-arena-skill--tune-the-judging-rubric",
   "repo": "Jakeschincariol/arena-skill",
   "title": "Change the rubric and strategy cards for your team",
   "summary": "Edit the five judging criteria and the strategy list, then run the arena with your rules.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-arena-skill/tune-the-judging-rubric/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-arena-skill/tune-the-judging-rubric.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-arena-skill/tune-the-judging-rubric/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-arena-skill--tune-the-judging-rubric.json"
  },
  {
   "id": "jakeschincariol-founder-skill--stress-test-business-idea-before-launch",
   "repo": "Jakeschincariol/founder-skill",
   "title": "Stress-test a business idea before you launch",
   "summary": "Run a board review and a 100-buyer simulated panel on an idea before you spend money.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-founder-skill/stress-test-business-idea-before-launch/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-founder-skill/stress-test-business-idea-before-launch.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-founder-skill/stress-test-business-idea-before-launch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-founder-skill--stress-test-business-idea-before-launch.json"
  },
  {
   "id": "jakeschincariol-founder-skill--calculate-real-margins-and-break-even",
   "repo": "Jakeschincariol/founder-skill",
   "title": "Calculate real margins, break-even and payback",
   "summary": "Run unit economics on your numbers to see profit per sale, break-even and cash needed.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-founder-skill/calculate-real-margins-and-break-even/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-founder-skill/calculate-real-margins-and-break-even.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-founder-skill/calculate-real-margins-and-break-even/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-founder-skill--calculate-real-margins-and-break-even.json"
  },
  {
   "id": "jakeschincariol-founder-skill--find-acceptable-price-range-from-panel",
   "repo": "Jakeschincariol/founder-skill",
   "title": "Find an acceptable price range from buyer answers",
   "summary": "Turn four price answers per buyer into a range and check your planned price against it.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-founder-skill/find-acceptable-price-range-from-panel/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-founder-skill/find-acceptable-price-range-from-panel.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-founder-skill/find-acceptable-price-range-from-panel/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-founder-skill--find-acceptable-price-range-from-panel.json"
  },
  {
   "id": "jakeschincariol-founder-skill--compile-business-plan-with-computed-verdict",
   "repo": "Jakeschincariol/founder-skill",
   "title": "Compile a business plan with a computed verdict",
   "summary": "Assemble all the founder files into one plan with a verdict from the numbers.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-founder-skill/compile-business-plan-with-computed-verdict/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-founder-skill/compile-business-plan-with-computed-verdict.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-founder-skill/compile-business-plan-with-computed-verdict/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-founder-skill--compile-business-plan-with-computed-verdict.json"
  },
  {
   "id": "jakeschincariol-linkedin-agent-skill--draft-linkedin-post-from-one-idea",
   "repo": "Jakeschincariol/linkedin-agent-skill",
   "title": "Turn one idea into a LinkedIn post you approve",
   "summary": "Write a full post from a single idea, with three hook options and a humanized draft.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/draft-linkedin-post-from-one-idea/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-linkedin-agent-skill/draft-linkedin-post-from-one-idea.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/draft-linkedin-post-from-one-idea/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-linkedin-agent-skill--draft-linkedin-post-from-one-idea.json"
  },
  {
   "id": "jakeschincariol-linkedin-agent-skill--humanize-draft-before-posting",
   "repo": "Jakeschincariol/linkedin-agent-skill",
   "title": "Strip AI tells from a draft and score it before posting",
   "summary": "Clean invisible characters and stock phrases from any draft, then get a five-check human score.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/humanize-draft-before-posting/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-linkedin-agent-skill/humanize-draft-before-posting.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/humanize-draft-before-posting/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-linkedin-agent-skill--humanize-draft-before-posting.json"
  },
  {
   "id": "jakeschincariol-linkedin-agent-skill--score-and-fix-linkedin-profile",
   "repo": "Jakeschincariol/linkedin-agent-skill",
   "title": "Score your LinkedIn profile and fix the weakest parts first",
   "summary": "Get a 100-point profile score and a rewrite ordered by what loses the most points.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/score-and-fix-linkedin-profile/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-linkedin-agent-skill/score-and-fix-linkedin-profile.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/score-and-fix-linkedin-profile/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-linkedin-agent-skill--score-and-fix-linkedin-profile.json"
  },
  {
   "id": "jakeschincariol-linkedin-agent-skill--plan-linkedin-week-and-engagement",
   "repo": "Jakeschincariol/linkedin-agent-skill",
   "title": "Plan a week of LinkedIn posts and 10 engagement targets",
   "summary": "Get a weekly plan of what to post, when to post it, and who to comment on.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/plan-linkedin-week-and-engagement/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-linkedin-agent-skill/plan-linkedin-week-and-engagement.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/plan-linkedin-week-and-engagement/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-linkedin-agent-skill--plan-linkedin-week-and-engagement.json"
  },
  {
   "id": "jakeschincariol-linkedin-agent-skill--audit-past-linkedin-posts",
   "repo": "Jakeschincariol/linkedin-agent-skill",
   "title": "Find which of your past posts actually worked",
   "summary": "Rank your published posts by engagement rate and reach multiple, not raw impressions.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/audit-past-linkedin-posts/",
   "json": "https://dedupedai.com/use-cases/u/jakeschincariol-linkedin-agent-skill/audit-past-linkedin-posts.json",
   "md": "https://dedupedai.com/use-cases/jakeschincariol-linkedin-agent-skill/audit-past-linkedin-posts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jakeschincariol-linkedin-agent-skill--audit-past-linkedin-posts.json"
  },
  {
   "id": "jamro-tiny-engineer--show-agent-progress-on-desk-robot",
   "repo": "jamro/tiny-engineer",
   "title": "Show your coding agent's progress on a desk robot",
   "summary": "Build the robot so it moves as Claude Code or Cursor reads, writes, and finishes tasks.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/jamro-tiny-engineer/show-agent-progress-on-desk-robot/",
   "json": "https://dedupedai.com/use-cases/u/jamro-tiny-engineer/show-agent-progress-on-desk-robot.json",
   "md": "https://dedupedai.com/use-cases/jamro-tiny-engineer/show-agent-progress-on-desk-robot/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jamro-tiny-engineer--show-agent-progress-on-desk-robot.json"
  },
  {
   "id": "jamro-tiny-engineer--drive-robot-from-any-script-over-http",
   "repo": "jamro/tiny-engineer",
   "title": "Send poses and speech to the robot from any script",
   "summary": "Call the robot's HTTP API from a custom agent, hook, or script to set animations and play speech.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/jamro-tiny-engineer/drive-robot-from-any-script-over-http/",
   "json": "https://dedupedai.com/use-cases/u/jamro-tiny-engineer/drive-robot-from-any-script-over-http.json",
   "md": "https://dedupedai.com/use-cases/jamro-tiny-engineer/drive-robot-from-any-script-over-http/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jamro-tiny-engineer--drive-robot-from-any-script-over-http.json"
  },
  {
   "id": "jamro-tiny-engineer--drive-robot-over-usb-serial-without-wifi",
   "repo": "jamro/tiny-engineer",
   "title": "Control the robot over USB serial instead of Wi-Fi",
   "summary": "Connect the robot by USB cable and drive it from your agent through the serial transport.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/jamro-tiny-engineer/drive-robot-over-usb-serial-without-wifi/",
   "json": "https://dedupedai.com/use-cases/u/jamro-tiny-engineer/drive-robot-over-usb-serial-without-wifi.json",
   "md": "https://dedupedai.com/use-cases/jamro-tiny-engineer/drive-robot-over-usb-serial-without-wifi/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jamro-tiny-engineer--drive-robot-over-usb-serial-without-wifi.json"
  },
  {
   "id": "jamro-tiny-engineer--design-custom-robot-shell-with-cad",
   "repo": "jamro/tiny-engineer",
   "title": "Design a custom robot shell by changing the CAD files",
   "summary": "Edit the CAD source and print a new body or mod for the same electronics.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jamro-tiny-engineer/design-custom-robot-shell-with-cad/",
   "json": "https://dedupedai.com/use-cases/u/jamro-tiny-engineer/design-custom-robot-shell-with-cad.json",
   "md": "https://dedupedai.com/use-cases/jamro-tiny-engineer/design-custom-robot-shell-with-cad/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jamro-tiny-engineer--design-custom-robot-shell-with-cad.json"
  },
  {
   "id": "jaredrhod-barehands--let-ai-show-its-plan-on-screen",
   "repo": "jaredrhod/barehands",
   "title": "Have your AI put a plan on a glass board",
   "summary": "Your AI assistant pins a plan or answer as a large card on your screen instead of only typing it.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/jaredrhod-barehands/let-ai-show-its-plan-on-screen/",
   "json": "https://dedupedai.com/use-cases/u/jaredrhod-barehands/let-ai-show-its-plan-on-screen.json",
   "md": "https://dedupedai.com/use-cases/jaredrhod-barehands/let-ai-show-its-plan-on-screen/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jaredrhod-barehands--let-ai-show-its-plan-on-screen.json"
  },
  {
   "id": "jaredrhod-barehands--browse-obsidian-vault-by-hand",
   "repo": "jaredrhod/barehands",
   "title": "Flip through your Obsidian notes with pinches",
   "summary": "Point a board orb at your Obsidian vault and open your notes as glass cards with hand gestures.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/jaredrhod-barehands/browse-obsidian-vault-by-hand/",
   "json": "https://dedupedai.com/use-cases/u/jaredrhod-barehands/browse-obsidian-vault-by-hand.json",
   "md": "https://dedupedai.com/use-cases/jaredrhod-barehands/browse-obsidian-vault-by-hand/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jaredrhod-barehands--browse-obsidian-vault-by-hand.json"
  },
  {
   "id": "jaredrhod-barehands--inspect-3d-model-in-exploded-view",
   "repo": "jaredrhod/barehands",
   "title": "Pull a 3D model apart by hand",
   "summary": "Drop a 3D model into the media folder and scrub its exploded view with your fingers.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/jaredrhod-barehands/inspect-3d-model-in-exploded-view/",
   "json": "https://dedupedai.com/use-cases/u/jaredrhod-barehands/inspect-3d-model-in-exploded-view.json",
   "md": "https://dedupedai.com/use-cases/jaredrhod-barehands/inspect-3d-model-in-exploded-view/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jaredrhod-barehands--inspect-3d-model-in-exploded-view.json"
  },
  {
   "id": "jaredrhod-barehands--stream-glass-overlay-into-obs",
   "repo": "jaredrhod/barehands",
   "title": "Run a hand-tracked overlay in an OBS scene",
   "summary": "Mirror the glass board into OBS as a transparent layer over your camera for streams and recordings.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jaredrhod-barehands/stream-glass-overlay-into-obs/",
   "json": "https://dedupedai.com/use-cases/u/jaredrhod-barehands/stream-glass-overlay-into-obs.json",
   "md": "https://dedupedai.com/use-cases/jaredrhod-barehands/stream-glass-overlay-into-obs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jaredrhod-barehands--stream-glass-overlay-into-obs.json"
  },
  {
   "id": "jarrodwatts-intermission--play-doom-while-claude-works",
   "repo": "jarrodwatts/intermission",
   "title": "Play Doom deathmatch while Claude runs tasks",
   "summary": "Install the plugin on macOS and get dropped into a shared Doom game each time Claude is busy.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/jarrodwatts-intermission/play-doom-while-claude-works/",
   "json": "https://dedupedai.com/use-cases/u/jarrodwatts-intermission/play-doom-while-claude-works.json",
   "md": "https://dedupedai.com/use-cases/jarrodwatts-intermission/play-doom-while-claude-works/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jarrodwatts-intermission--play-doom-while-claude-works.json"
  },
  {
   "id": "jarrodwatts-intermission--set-up-intermission-on-windows-with-rio",
   "repo": "jarrodwatts/intermission",
   "title": "Set up Intermission on Windows with Rio",
   "summary": "Install Rio, add the ConPTY files and the Visual C++ Redistributable, then enable pictures for Claude Code.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/jarrodwatts-intermission/set-up-intermission-on-windows-with-rio/",
   "json": "https://dedupedai.com/use-cases/u/jarrodwatts-intermission/set-up-intermission-on-windows-with-rio.json",
   "md": "https://dedupedai.com/use-cases/jarrodwatts-intermission/set-up-intermission-on-windows-with-rio/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jarrodwatts-intermission--set-up-intermission-on-windows-with-rio.json"
  },
  {
   "id": "jarrodwatts-intermission--self-host-the-intermission-server",
   "repo": "jarrodwatts/intermission",
   "title": "Self-host the Intermission game server",
   "summary": "Use deploy.sh to build and run the stock Odamex server on your own droplet.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "repo": "jarrodwatts/intermission",
   "title": "Study or rebuild the Odamex changes for the mod",
   "summary": "Apply engine/odamex.patch to the named Odamex commit to see or reproduce the headless engine changes.",
   "category": "Games and hobbies",
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   "repo": "jatechan/ai-data-extractor",
   "title": "Back up AI coding chat history before it is lost",
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   "category": "Software and DevOps",
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   "repo": "jatechan/ai-data-extractor",
   "title": "Turn your coding chats into a fine-tuning dataset",
   "summary": "Extract, secret-scan, and load your assistant conversations as a training set for a chat model.",
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    "Software and DevOps"
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   "repo": "jatechan/ai-data-extractor",
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   "category": "Software and DevOps",
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   "repo": "Jaxton07/percho",
   "title": "Continue a Pi CLI session in the Percho window",
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   "repo": "Jaxton07/percho",
   "title": "Approve or deny each agent tool call visually",
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   "repo": "Jaxton07/percho",
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   "id": "jazzenchen-agent-hud-open--glance-agent-quotas-at-the-notch",
   "repo": "jazzenchen/agent-hud-open",
   "title": "Watch every agent's quota at the Mac notch",
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   "title": "Answer agent approvals and questions from the HUD",
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   "category": "Software and DevOps",
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   "title": "Audit token spend by agent, model and session",
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   "title": "Check agent quotas and sessions from iPhone on home Wi-Fi",
   "summary": "Share your Mac with the official iPhone app to see quotas and sessions without a server, on the same network.",
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   "repo": "jddevtime/open-lakehouse-compute-fabric",
   "title": "Find what depends on a table and who owns it",
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   "title": "Let Claude Code browse the catalog and run read-only SQL",
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   "repo": "jianruntech/geo-score",
   "title": "Score a website's readiness for AI answer engines",
   "summary": "Get a free 0 to 100 AI visibility score with the three gates and biggest gaps.",
   "category": "Sales and marketing",
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   "summary": "Ask one buyer question to AI engines and see whom the answers cite.",
   "category": "Sales and marketing",
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   "lang": "python",
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   "title": "Track how often AI engines cite your site each week",
   "summary": "Run a fixed question set weekly and compare cited rates and share of voice.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/jianruntech-geo-score/track-weekly-ai-citations/",
   "json": "https://dedupedai.com/use-cases/u/jianruntech-geo-score/track-weekly-ai-citations.json",
   "md": "https://dedupedai.com/use-cases/jianruntech-geo-score/track-weekly-ai-citations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jianruntech-geo-score--track-weekly-ai-citations.json"
  },
  {
   "id": "jianruntech-geo-score--block-site-regressions-in-ci",
   "repo": "jianruntech/geo-score",
   "title": "Fail a build when a site's AI readiness regresses",
   "summary": "Score the site on every push and fail the build on a regression or a zero gate.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jianruntech-geo-score/block-site-regressions-in-ci/",
   "json": "https://dedupedai.com/use-cases/u/jianruntech-geo-score/block-site-regressions-in-ci.json",
   "md": "https://dedupedai.com/use-cases/jianruntech-geo-score/block-site-regressions-in-ci/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jianruntech-geo-score--block-site-regressions-in-ci.json"
  },
  {
   "id": "jinzijian-evotrace--mine-coding-history-for-candidates",
   "repo": "jinzijian/EvoTrace",
   "title": "Find the worth-keeping sessions in your coding history",
   "summary": "Import local Claude Code and Codex history and rank the sessions that hold useful task evidence.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/jinzijian-evotrace/mine-coding-history-for-candidates/",
   "json": "https://dedupedai.com/use-cases/u/jinzijian-evotrace/mine-coding-history-for-candidates.json",
   "md": "https://dedupedai.com/use-cases/jinzijian-evotrace/mine-coding-history-for-candidates/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jinzijian-evotrace--mine-coding-history-for-candidates.json"
  },
  {
   "id": "jinzijian-evotrace--build-and-validate-executable-task",
   "repo": "jinzijian/EvoTrace",
   "title": "Compile a session into a Docker-validated coding task",
   "summary": "Review a candidate, build an executable bundle, and run two-state Docker validation on it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/jinzijian-evotrace/build-and-validate-executable-task/",
   "json": "https://dedupedai.com/use-cases/u/jinzijian-evotrace/build-and-validate-executable-task.json",
   "md": "https://dedupedai.com/use-cases/jinzijian-evotrace/build-and-validate-executable-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jinzijian-evotrace--build-and-validate-executable-task.json"
  },
  {
   "id": "jinzijian-evotrace--harden-and-calibrate-verified-task",
   "repo": "jinzijian/EvoTrace",
   "title": "Make a verified task harder and measure its difficulty",
   "summary": "Derive a harder child task from a verified one, then measure it with fresh solver attempts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/jinzijian-evotrace/harden-and-calibrate-verified-task/",
   "json": "https://dedupedai.com/use-cases/u/jinzijian-evotrace/harden-and-calibrate-verified-task.json",
   "md": "https://dedupedai.com/use-cases/jinzijian-evotrace/harden-and-calibrate-verified-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jinzijian-evotrace--harden-and-calibrate-verified-task.json"
  },
  {
   "id": "jinzijian-evotrace--test-experience-transfer-held-out-task",
   "repo": "jinzijian/EvoTrace",
   "title": "Test whether compressed experience transfers to a new task",
   "summary": "Compress execution experience from one task and score it on an independent held-out task.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jinzijian-evotrace/test-experience-transfer-held-out-task/",
   "json": "https://dedupedai.com/use-cases/u/jinzijian-evotrace/test-experience-transfer-held-out-task.json",
   "md": "https://dedupedai.com/use-cases/jinzijian-evotrace/test-experience-transfer-held-out-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jinzijian-evotrace--test-experience-transfer-held-out-task.json"
  },
  {
   "id": "joetawil7-first-pass--review-own-branch-before-pr",
   "repo": "joetawil7/first-pass",
   "title": "Check your own branch before asking for review",
   "summary": "Run First Pass review on your branch to catch unproven problems before a teammate sees the pull request.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/joetawil7-first-pass/review-own-branch-before-pr/",
   "json": "https://dedupedai.com/use-cases/u/joetawil7-first-pass/review-own-branch-before-pr.json",
   "md": "https://dedupedai.com/use-cases/joetawil7-first-pass/review-own-branch-before-pr/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/joetawil7-first-pass--review-own-branch-before-pr.json"
  },
  {
   "id": "joetawil7-first-pass--fix-bug-across-the-class",
   "repo": "joetawil7/first-pass",
   "title": "Fix a bug and every same-pattern copy in one pass",
   "summary": "Reproduce a bug, find the same pattern across the task's scope, and add a check that stops it returning.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/joetawil7-first-pass/fix-bug-across-the-class/",
   "json": "https://dedupedai.com/use-cases/u/joetawil7-first-pass/fix-bug-across-the-class.json",
   "md": "https://dedupedai.com/use-cases/joetawil7-first-pass/fix-bug-across-the-class/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/joetawil7-first-pass--fix-bug-across-the-class.json"
  },
  {
   "id": "joetawil7-first-pass--ten-questions-before-feature-code",
   "repo": "joetawil7/first-pass",
   "title": "Answer ten pre-code questions before writing a feature",
   "summary": "Have the agent answer ten questions against the real code before it writes a feature.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/joetawil7-first-pass/ten-questions-before-feature-code/",
   "json": "https://dedupedai.com/use-cases/u/joetawil7-first-pass/ten-questions-before-feature-code.json",
   "md": "https://dedupedai.com/use-cases/joetawil7-first-pass/ten-questions-before-feature-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/joetawil7-first-pass--ten-questions-before-feature-code.json"
  },
  {
   "id": "joetawil7-first-pass--quick-checks-on-small-change",
   "repo": "joetawil7/first-pass",
   "title": "Run faster checks on a small change",
   "summary": "Switch to quick mode so a small change runs only the checks it can affect.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/joetawil7-first-pass/quick-checks-on-small-change/",
   "json": "https://dedupedai.com/use-cases/u/joetawil7-first-pass/quick-checks-on-small-change.json",
   "md": "https://dedupedai.com/use-cases/joetawil7-first-pass/quick-checks-on-small-change/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/joetawil7-first-pass--quick-checks-on-small-change.json"
  },
  {
   "id": "johnzhaors-bit-pixelcrabs--preview-static-site-locally",
   "repo": "johnzhaors-bit/pixelcrabs",
   "title": "Preview a static site on localhost",
   "summary": "Serve a static site folder on a localhost URL with one command and stop it with Ctrl+C.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/johnzhaors-bit-pixelcrabs/preview-static-site-locally/",
   "json": "https://dedupedai.com/use-cases/u/johnzhaors-bit-pixelcrabs/preview-static-site-locally.json",
   "md": "https://dedupedai.com/use-cases/johnzhaors-bit-pixelcrabs/preview-static-site-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/johnzhaors-bit-pixelcrabs--preview-static-site-locally.json"
  },
  {
   "id": "johnzhaors-bit-pixelcrabs--run-opencode-engine-on-project",
   "repo": "johnzhaors-bit/pixelcrabs",
   "title": "Run the pinned OpenCode engine on a project",
   "summary": "Install the locked OpenCode dependencies with Bun and start its dev command against a chosen project folder.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/johnzhaors-bit-pixelcrabs/run-opencode-engine-on-project/",
   "json": "https://dedupedai.com/use-cases/u/johnzhaors-bit-pixelcrabs/run-opencode-engine-on-project.json",
   "md": "https://dedupedai.com/use-cases/johnzhaors-bit-pixelcrabs/run-opencode-engine-on-project/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/johnzhaors-bit-pixelcrabs--run-opencode-engine-on-project.json"
  },
  {
   "id": "johnzhaors-bit-pixelcrabs--verify-local-runtime-before-changes",
   "repo": "johnzhaors-bit/pixelcrabs",
   "title": "Run public runtime tests before changing the runtime",
   "summary": "Run the dependency-free public runtime test suite to confirm a clean baseline before editing the local runtime.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/johnzhaors-bit-pixelcrabs/verify-local-runtime-before-changes/",
   "json": "https://dedupedai.com/use-cases/u/johnzhaors-bit-pixelcrabs/verify-local-runtime-before-changes.json",
   "md": "https://dedupedai.com/use-cases/johnzhaors-bit-pixelcrabs/verify-local-runtime-before-changes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/johnzhaors-bit-pixelcrabs--verify-local-runtime-before-changes.json"
  },
  {
   "id": "jonwheatley-pixel-path--make-pixel-fly-through-of-a-road-trip",
   "repo": "jonwheatley/pixel-path",
   "title": "Make a pixel-art fly-through of a real road trip",
   "summary": "Turn a commute, road trip or move between cities into a scrollable pixel-art drive.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/jonwheatley-pixel-path/make-pixel-fly-through-of-a-road-trip/",
   "json": "https://dedupedai.com/use-cases/u/jonwheatley-pixel-path/make-pixel-fly-through-of-a-road-trip.json",
   "md": "https://dedupedai.com/use-cases/jonwheatley-pixel-path/make-pixel-fly-through-of-a-road-trip/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jonwheatley-pixel-path--make-pixel-fly-through-of-a-road-trip.json"
  },
  {
   "id": "jonwheatley-pixel-path--build-real-road-level-for-driving-game",
   "repo": "jonwheatley/pixel-path",
   "title": "Build a driving or racing level from a real road",
   "summary": "Use a real road from the map as the level for a driving, racing or endless-runner game.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/jonwheatley-pixel-path/build-real-road-level-for-driving-game/",
   "json": "https://dedupedai.com/use-cases/u/jonwheatley-pixel-path/build-real-road-level-for-driving-game.json",
   "md": "https://dedupedai.com/use-cases/jonwheatley-pixel-path/build-real-road-level-for-driving-game/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jonwheatley-pixel-path--build-real-road-level-for-driving-game.json"
  },
  {
   "id": "jonwheatley-pixel-path--study-osm-bake-and-pseudo-3d-renderer",
   "repo": "jonwheatley/pixel-path",
   "title": "Learn an OpenStreetMap bake pipeline and pseudo-3D renderer",
   "summary": "Read a commented renderer and map bake pipeline to learn how a real road becomes pixel art.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/jonwheatley-pixel-path/study-osm-bake-and-pseudo-3d-renderer/",
   "json": "https://dedupedai.com/use-cases/u/jonwheatley-pixel-path/study-osm-bake-and-pseudo-3d-renderer.json",
   "md": "https://dedupedai.com/use-cases/jonwheatley-pixel-path/study-osm-bake-and-pseudo-3d-renderer/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jonwheatley-pixel-path--study-osm-bake-and-pseudo-3d-renderer.json"
  },
  {
   "id": "jonwheatley-pixel-path--generate-real-pixel-art-scenery-for-route",
   "repo": "jonwheatley/pixel-path",
   "title": "Generate real pixel-art scenery for a route",
   "summary": "Spend a set budget on RetroDiffusion art for a route, with the quote shown before any money is spent.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jonwheatley-pixel-path/generate-real-pixel-art-scenery-for-route/",
   "json": "https://dedupedai.com/use-cases/u/jonwheatley-pixel-path/generate-real-pixel-art-scenery-for-route.json",
   "md": "https://dedupedai.com/use-cases/jonwheatley-pixel-path/generate-real-pixel-art-scenery-for-route/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jonwheatley-pixel-path--generate-real-pixel-art-scenery-for-route.json"
  },
  {
   "id": "jordyzomer-lemmalog--persistent-memory-for-claude-code",
   "repo": "JordyZomer/lemmalog",
   "title": "Give Claude Code a persistent, queryable memory",
   "summary": "Register the Lemmalog MCP server so Claude Code can assert facts, query them and trace each answer back to its source.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/jordyzomer-lemmalog/persistent-memory-for-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/jordyzomer-lemmalog/persistent-memory-for-claude-code.json",
   "md": "https://dedupedai.com/use-cases/jordyzomer-lemmalog/persistent-memory-for-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jordyzomer-lemmalog--persistent-memory-for-claude-code.json"
  },
  {
   "id": "jordyzomer-lemmalog--install-lemmalog-skill-for-investigations",
   "repo": "JordyZomer/lemmalog",
   "title": "Turn Claude Code into a disciplined investigator",
   "summary": "Install the Lemmalog skill so Claude Code uses the engine as working memory for debugging, audits and multi-step research.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/jordyzomer-lemmalog/install-lemmalog-skill-for-investigations/",
   "json": "https://dedupedai.com/use-cases/u/jordyzomer-lemmalog/install-lemmalog-skill-for-investigations.json",
   "md": "https://dedupedai.com/use-cases/jordyzomer-lemmalog/install-lemmalog-skill-for-investigations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jordyzomer-lemmalog--install-lemmalog-skill-for-investigations.json"
  },
  {
   "id": "jordyzomer-lemmalog--schedule-fact-ingestion-from-scripts",
   "repo": "JordyZomer/lemmalog",
   "title": "Feed facts into memory from scripts and cron",
   "summary": "Use the headless lemmalog-cli to observe facts and run queries from shell scripts or scheduled jobs.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "json": "https://dedupedai.com/use-cases/u/jordyzomer-lemmalog/schedule-fact-ingestion-from-scripts.json",
   "md": "https://dedupedai.com/use-cases/jordyzomer-lemmalog/schedule-fact-ingestion-from-scripts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jordyzomer-lemmalog--schedule-fact-ingestion-from-scripts.json"
  },
  {
   "id": "jordyzomer-lemmalog--merge-entity-aliases-with-canonical-views",
   "repo": "JordyZomer/lemmalog",
   "title": "Merge duplicate entity names into one canonical view",
   "summary": "Assert alias edges and read facts through canonical names, with conflicts escalated instead of silently merged.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jordyzomer-lemmalog/merge-entity-aliases-with-canonical-views/",
   "json": "https://dedupedai.com/use-cases/u/jordyzomer-lemmalog/merge-entity-aliases-with-canonical-views.json",
   "md": "https://dedupedai.com/use-cases/jordyzomer-lemmalog/merge-entity-aliases-with-canonical-views/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jordyzomer-lemmalog--merge-entity-aliases-with-canonical-views.json"
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  {
   "id": "josssphzhou-groki-bot--talk-to-grok-bot-agent-with-robot",
   "repo": "JosssphZhou/groki-bot",
   "title": "Talk to a Grok Bot agent through your robot",
   "summary": "Flash the robot, run the Mac gateway, and say \"Hi Grok\" to talk with a Grok Bot agent.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/josssphzhou-groki-bot/talk-to-grok-bot-agent-with-robot/",
   "json": "https://dedupedai.com/use-cases/u/josssphzhou-groki-bot/talk-to-grok-bot-agent-with-robot.json",
   "md": "https://dedupedai.com/use-cases/josssphzhou-groki-bot/talk-to-grok-bot-agent-with-robot/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/josssphzhou-groki-bot--talk-to-grok-bot-agent-with-robot.json"
  },
  {
   "id": "josssphzhou-groki-bot--make-robot-follow-your-face",
   "repo": "JosssphZhou/groki-bot",
   "title": "Make the robot track your face as you move",
   "summary": "Use your Mac camera so the robot's servos keep you in view while you move around.",
   "category": "Games and hobbies",
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   "id": "josssphzhou-groki-bot--build-robot-firmware-from-source",
   "repo": "JosssphZhou/groki-bot",
   "title": "Build and update the robot firmware from source",
   "summary": "Compile the CoreS3 firmware yourself and push updates over Wi-Fi with on-device OTA.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
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   "id": "jpzk-opensidian--install-opensidian-deb-on-ubuntu",
   "repo": "jpzk/opensidian",
   "title": "Install Opensidian as a system package on Ubuntu",
   "summary": "Install the DEB package to get a menu entry, icon, and the notes app in one step.",
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    "Personal productivity"
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  {
   "id": "jpzk-opensidian--verify-release-download-before-install",
   "repo": "jpzk/opensidian",
   "title": "Check a release download against the signed checksums",
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    "Personal productivity"
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   "id": "jpzk-opensidian--build-opensidian-from-source-with-rust",
   "repo": "jpzk/opensidian",
   "title": "Build Opensidian from source with a pinned Rust toolchain",
   "summary": "Compile the release binary from the repo using the Rust version the README tested.",
   "category": "Personal productivity",
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    "Personal productivity"
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   "id": "jpzk-opensidian--move-obsidian-vault-and-add-theme",
   "repo": "jpzk/opensidian",
   "title": "Open an existing Obsidian vault and add a community theme",
   "summary": "Point Opensidian at a vault folder and install a theme into the vault's .obsidian folder.",
   "category": "Personal productivity",
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    "Personal productivity"
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   "id": "jpzk-opensidian--link-research-notes-with-backlinks-and-files",
   "repo": "jpzk/opensidian",
   "title": "Link research notes with wikilinks and attach PDFs and images",
   "summary": "Connect notes with wikilinks, review backlinks and the graph, and drop source files into notes.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "jrz97619761-test-model-thing--train-own-byte-level-model-on-mlx",
   "repo": "jrz97619761/test-model-thing",
   "title": "Train a small byte-level model on your own machine",
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   "category": "Research",
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    "Research"
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   "seen_in_the_wild": false,
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   "score": 1.0,
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   "id": "jrz97619761-test-model-thing--chat-with-frozen-model-to-test-byte-output",
   "repo": "jrz97619761/test-model-thing",
   "title": "Chat with a frozen model to inspect byte output",
   "summary": "Load your trained weights and chat without changing them, to see how it spells and closes quotes.",
   "category": "Research",
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    "Research"
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   "id": "jrz97619761-test-model-thing--benchmark-model-on-cola-and-compare-to-gpt-1",
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   "title": "Benchmark your model on CoLA against GPT-1",
   "summary": "Run the included CoLA benchmark on your trained model and compare the score to GPT-1's 45.4.",
   "category": "Research",
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    "Research"
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   "seen_in_the_wild": false,
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   "score": 0.8,
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   "id": "js713-lab-sonic-match-mcp--score-reel-with-license-safe-bgm",
   "repo": "js713-lab/sonic-match-mcp",
   "title": "Find license-labeled BGM and a ducking spec for a Reel",
   "summary": "Install the MCP server and get ranked background tracks, licenses, and an ffmpeg mix command for one clip.",
   "category": "Content",
   "tags": [
    "Content"
   ],
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   "date": "2026-10-20",
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   "md": "https://dedupedai.com/use-cases/js713-lab-sonic-match-mcp/score-reel-with-license-safe-bgm/index.md",
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   "id": "js713-lab-sonic-match-mcp--match-one-music-bed-to-a-clip-series",
   "repo": "js713-lab/sonic-match-mcp",
   "title": "Pick one shared playlist for a batch of clips",
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   "category": "Content",
   "tags": [
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   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "js713-lab-sonic-match-mcp--lock-bgm-to-a-brand-kit",
   "repo": "js713-lab/sonic-match-mcp",
   "title": "Keep background music on brand with a saved kit",
   "summary": "Save BPM, mood, and no-vocals settings once and reuse them for every recommendation.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "js713-lab-sonic-match-mcp--try-hosted-bgm-matching-without-install",
   "repo": "js713-lab/sonic-match-mcp",
   "title": "Test BGM matching on the hosted endpoint",
   "summary": "Use a trial key on the hosted server to match music to a sample clip without installing Python.",
   "category": "Content",
   "tags": [
    "Content"
   ],
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   "date": "2026-10-20",
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   "best": false,
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   "repo": "jsdhwfmax/EvalForge",
   "title": "Block an AI release when eval scores regress",
   "summary": "Run a baseline-versus-candidate gate that exits non-zero and writes CI-readable reports.",
   "category": "Software and DevOps",
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   "id": "jsdhwfmax-evalforge--import-promptfoo-results-into-gate",
   "repo": "jsdhwfmax/EvalForge",
   "title": "Gate promptfoo eval results before a release",
   "summary": "Convert promptfoo JSON output into a portable artifact and run a policy gate on it.",
   "category": "Software and DevOps",
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   "lang": "python",
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   "seen_in_the_wild": false,
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   "repo": "jsdhwfmax/EvalForge",
   "title": "Enforce thresholds on Ragas or DeepEval scores",
   "summary": "Import selected Ragas or DeepEval metrics and apply a policy gate to them.",
   "category": "Software and DevOps",
   "tags": [
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   ],
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   "date": "2026-10-20",
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   "repo": "jsdhwfmax/EvalForge",
   "title": "Compare two RAG retrieval setups without a model key",
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   "repo": "jsdsg666/AutoWWTP-ASM-Demo",
   "title": "Calibrate an ASM model from a task file",
   "summary": "Run the full ASM workflow on plant data and get a report, calibration results and a final summary.",
   "category": "Research",
   "tags": [
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   "repo": "jsdsg666/AutoWWTP-ASM-Demo",
   "title": "Review the ASM plan before calibration runs",
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   "repo": "jsdsg666/AutoWWTP-ASM-Demo",
   "title": "Run the ASM workflow from the Codex project package",
   "summary": "Open the Codex project version and ask the agent to run an ASM modeling task.",
   "category": "Research",
   "tags": [
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   "repo": "jtydhr88/screenwriting-skills",
   "title": "Break a multi-episode series into acts and act outs",
   "summary": "Get an act-by-act breakdown with act outs for each episode of your series, using the series structure skill.",
   "category": "Content",
   "tags": [
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   ],
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   "date": "2026-10-20",
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   "id": "jtydhr88-screenwriting-skills--fix-on-the-nose-dialogue-in-a-scene",
   "repo": "jtydhr88/screenwriting-skills",
   "title": "Rewrite on-the-nose dialogue in a scene",
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   "repo": "jtydhr88/screenwriting-skills",
   "title": "Turn a long novel into a series episode outline",
   "summary": "Convert a long manuscript into a numbered episode outline with a series engine and bible, using the Chinese series skill.",
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   "repo": "jtydhr88/screenwriting-skills",
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   "repo": "judegomila/OnCo",
   "title": "Let an AI agent search and compare On Co cancer records",
   "summary": "Connect an agent to the On Co MCP server to search, fetch and compare cancer records with sources.",
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   "repo": "judegomila/OnCo",
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   "repo": "jwuthri-cloud/Tracely-ai",
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/run-twin-locally-with-docker/",
   "json": "https://dedupedai.com/use-cases/u/jzjzzzzzzz-agent-me/run-twin-locally-with-docker.json",
   "md": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/run-twin-locally-with-docker/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jzjzzzzzzz-agent-me--run-twin-locally-with-docker.json"
  },
  {
   "id": "jzjzzzzzzz-agent-me--inspect-verified-answer-grounding",
   "repo": "jzjzzzzzzz/agent-me",
   "title": "Inspect why a verified answer was grounded",
   "summary": "Call the five-stage workflow and read its sources, grounding result, and public trace.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/inspect-verified-answer-grounding/",
   "json": "https://dedupedai.com/use-cases/u/jzjzzzzzzz-agent-me/inspect-verified-answer-grounding.json",
   "md": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/inspect-verified-answer-grounding/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jzjzzzzzzz-agent-me--inspect-verified-answer-grounding.json"
  },
  {
   "id": "jzjzzzzzzz-agent-me--check-private-markdown-before-startup",
   "repo": "jzjzzzzzzz/agent-me",
   "title": "Check a private Markdown folder before startup",
   "summary": "Preflight your knowledge directory and get a safe document count and relative file list.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/check-private-markdown-before-startup/",
   "json": "https://dedupedai.com/use-cases/u/jzjzzzzzzz-agent-me/check-private-markdown-before-startup.json",
   "md": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/check-private-markdown-before-startup/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jzjzzzzzzz-agent-me--check-private-markdown-before-startup.json"
  },
  {
   "id": "jzjzzzzzzz-agent-me--build-twin-from-reviewed-markdown",
   "repo": "jzjzzzzzzz/agent-me",
   "title": "Build your own AI Twin from reviewed Markdown",
   "summary": "Replace the example profile with your approved notes, set the app identity, and run the checks.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/build-twin-from-reviewed-markdown/",
   "json": "https://dedupedai.com/use-cases/u/jzjzzzzzzz-agent-me/build-twin-from-reviewed-markdown.json",
   "md": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/build-twin-from-reviewed-markdown/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jzjzzzzzzz-agent-me--build-twin-from-reviewed-markdown.json"
  },
  {
   "id": "jzjzzzzzzz-agent-me--run-deterministic-collaboration-evals",
   "repo": "jzjzzzzzzz/agent-me",
   "title": "Run deterministic evals on the collaboration workflow",
   "summary": "Run the versioned fixtures and see the pass count for the verified workflow.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/run-deterministic-collaboration-evals/",
   "json": "https://dedupedai.com/use-cases/u/jzjzzzzzzz-agent-me/run-deterministic-collaboration-evals.json",
   "md": "https://dedupedai.com/use-cases/jzjzzzzzzz-agent-me/run-deterministic-collaboration-evals/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/jzjzzzzzzz-agent-me--run-deterministic-collaboration-evals.json"
  },
  {
   "id": "kaankiziltug-logo-design-skill--design-logo-concepts-for-new-brand",
   "repo": "kaankiziltug/logo-design-skill",
   "title": "Design logo concepts for a new brand with an agent",
   "summary": "Turn a brand brief into 8 to 12 concepts, three built in SVG, and a checkpoint to choose from.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kaankiziltug-logo-design-skill/design-logo-concepts-for-new-brand/",
   "json": "https://dedupedai.com/use-cases/u/kaankiziltug-logo-design-skill/design-logo-concepts-for-new-brand.json",
   "md": "https://dedupedai.com/use-cases/kaankiziltug-logo-design-skill/design-logo-concepts-for-new-brand/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kaankiziltug-logo-design-skill--design-logo-concepts-for-new-brand.json"
  },
  {
   "id": "kaankiziltug-logo-design-skill--audit-svg-logo-against-design-principles",
   "repo": "kaankiziltug/logo-design-skill",
   "title": "Audit an SVG logo against design principles",
   "summary": "Check an existing SVG logo for construction faults and test it at 16 px and in one colour.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kaankiziltug-logo-design-skill/audit-svg-logo-against-design-principles/",
   "json": "https://dedupedai.com/use-cases/u/kaankiziltug-logo-design-skill/audit-svg-logo-against-design-principles.json",
   "md": "https://dedupedai.com/use-cases/kaankiziltug-logo-design-skill/audit-svg-logo-against-design-principles/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kaankiziltug-logo-design-skill--audit-svg-logo-against-design-principles.json"
  },
  {
   "id": "kaankiziltug-logo-design-skill--export-favicon-and-app-icon-set",
   "repo": "kaankiziltug/logo-design-skill",
   "title": "Export a favicon, app icon and web manifest set",
   "summary": "Generate a complete favicon, app-icon and web-manifest set from a finished SVG logo.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kaankiziltug-logo-design-skill/export-favicon-and-app-icon-set/",
   "json": "https://dedupedai.com/use-cases/u/kaankiziltug-logo-design-skill/export-favicon-and-app-icon-set.json",
   "md": "https://dedupedai.com/use-cases/kaankiziltug-logo-design-skill/export-favicon-and-app-icon-set/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kaankiziltug-logo-design-skill--export-favicon-and-app-icon-set.json"
  },
  {
   "id": "kai-jungsthoefel-soma--design-printable-case-from-description",
   "repo": "Kai-Jungsthoefel/SOMA",
   "title": "Design a printable case from a plain description",
   "summary": "Describe a case or bracket in words and get a CadQuery model you can check and export for printing.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/design-printable-case-from-description/",
   "json": "https://dedupedai.com/use-cases/u/kai-jungsthoefel-soma/design-printable-case-from-description.json",
   "md": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/design-printable-case-from-description/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kai-jungsthoefel-soma--design-printable-case-from-description.json"
  },
  {
   "id": "kai-jungsthoefel-soma--make-model-dimensions-adjustable",
   "repo": "Kai-Jungsthoefel/SOMA",
   "title": "Make a model's dimensions adjustable without code",
   "summary": "Have the agent expose key values as parameters so you can change a size without touching the code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/make-model-dimensions-adjustable/",
   "json": "https://dedupedai.com/use-cases/u/kai-jungsthoefel-soma/make-model-dimensions-adjustable.json",
   "md": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/make-model-dimensions-adjustable/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kai-jungsthoefel-soma--make-model-dimensions-adjustable.json"
  },
  {
   "id": "kai-jungsthoefel-soma--check-part-for-printing-issues",
   "repo": "Kai-Jungsthoefel/SOMA",
   "title": "Check a part for overhangs and thin walls",
   "summary": "Run the analysis tools on a model to find overhangs, thin walls and weak spots before printing.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/check-part-for-printing-issues/",
   "json": "https://dedupedai.com/use-cases/u/kai-jungsthoefel-soma/check-part-for-printing-issues.json",
   "md": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/check-part-for-printing-issues/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kai-jungsthoefel-soma--check-part-for-printing-issues.json"
  },
  {
   "id": "kai-jungsthoefel-soma--render-motion-animation-video",
   "repo": "Kai-Jungsthoefel/SOMA",
   "title": "Render a moving mechanism as a video",
   "summary": "Describe a motion in Python and render the animation of a model to video.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/render-motion-animation-video/",
   "json": "https://dedupedai.com/use-cases/u/kai-jungsthoefel-soma/render-motion-animation-video.json",
   "md": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/render-motion-animation-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kai-jungsthoefel-soma--render-motion-animation-video.json"
  },
  {
   "id": "kai-jungsthoefel-soma--move-cadquery-script-into-soma",
   "repo": "Kai-Jungsthoefel/SOMA",
   "title": "Move an existing CadQuery script into SOMA",
   "summary": "Open a CadQuery script in SOMA, let the agent extend it, and export it back as a script.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/move-cadquery-script-into-soma/",
   "json": "https://dedupedai.com/use-cases/u/kai-jungsthoefel-soma/move-cadquery-script-into-soma.json",
   "md": "https://dedupedai.com/use-cases/kai-jungsthoefel-soma/move-cadquery-script-into-soma/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kai-jungsthoefel-soma--move-cadquery-script-into-soma.json"
  },
  {
   "id": "kairunwen-awesome-robot-use-agent--map-robot-use-agent-field-from-surveys",
   "repo": "kairunwen/Awesome-Robot-Use-Agent",
   "title": "Map the robot-use agent field from current surveys",
   "summary": "Read the survey papers to learn the main approaches, terms, and open problems in robot-use agents.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kairunwen-awesome-robot-use-agent/map-robot-use-agent-field-from-surveys/",
   "json": "https://dedupedai.com/use-cases/u/kairunwen-awesome-robot-use-agent/map-robot-use-agent-field-from-surveys.json",
   "md": "https://dedupedai.com/use-cases/kairunwen-awesome-robot-use-agent/map-robot-use-agent-field-from-surveys/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kairunwen-awesome-robot-use-agent--map-robot-use-agent-field-from-surveys.json"
  },
  {
   "id": "kairunwen-awesome-robot-use-agent--pick-robot-use-method-for-manipulation-project",
   "repo": "kairunwen/Awesome-Robot-Use-Agent",
   "title": "Shortlist a robot-use method for a manipulation project",
   "summary": "Compare listed methods and their evaluation settings to pick one to reproduce or adapt.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kairunwen-awesome-robot-use-agent/pick-robot-use-method-for-manipulation-project/",
   "json": "https://dedupedai.com/use-cases/u/kairunwen-awesome-robot-use-agent/pick-robot-use-method-for-manipulation-project.json",
   "md": "https://dedupedai.com/use-cases/kairunwen-awesome-robot-use-agent/pick-robot-use-method-for-manipulation-project/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kairunwen-awesome-robot-use-agent--pick-robot-use-method-for-manipulation-project.json"
  },
  {
   "id": "kairunwen-awesome-robot-use-agent--choose-benchmarks-to-test-robot-use-agent",
   "repo": "kairunwen/Awesome-Robot-Use-Agent",
   "title": "Choose benchmarks to test a robot-use agent",
   "summary": "Pick simulation benchmarks from the list that match your robot and task before you run tests.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kairunwen-awesome-robot-use-agent/choose-benchmarks-to-test-robot-use-agent/",
   "json": "https://dedupedai.com/use-cases/u/kairunwen-awesome-robot-use-agent/choose-benchmarks-to-test-robot-use-agent.json",
   "md": "https://dedupedai.com/use-cases/kairunwen-awesome-robot-use-agent/choose-benchmarks-to-test-robot-use-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kairunwen-awesome-robot-use-agent--choose-benchmarks-to-test-robot-use-agent.json"
  },
  {
   "id": "kairunwen-awesome-robot-use-agent--prototype-voice-camera-desktop-robot-agent",
   "repo": "kairunwen/Awesome-Robot-Use-Agent",
   "title": "Prototype a voice and camera desktop robot agent",
   "summary": "Follow the linked tutorial to connect a language model to a desktop robot with voice and vision.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kairunwen-awesome-robot-use-agent/prototype-voice-camera-desktop-robot-agent/",
   "json": "https://dedupedai.com/use-cases/u/kairunwen-awesome-robot-use-agent/prototype-voice-camera-desktop-robot-agent.json",
   "md": "https://dedupedai.com/use-cases/kairunwen-awesome-robot-use-agent/prototype-voice-camera-desktop-robot-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kairunwen-awesome-robot-use-agent--prototype-voice-camera-desktop-robot-agent.json"
  },
  {
   "id": "kajisho5-ffmpeg-skill--cut-interview-to-60s-reels-clip",
   "repo": "kajisho5/ffmpeg-skill",
   "title": "Cut an interview into a 60-second Reels clip",
   "summary": "An agent keeps chosen segments of a long interview, fits them to 60 seconds in 9:16 and exports a Reels file.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kajisho5-ffmpeg-skill/cut-interview-to-60s-reels-clip/",
   "json": "https://dedupedai.com/use-cases/u/kajisho5-ffmpeg-skill/cut-interview-to-60s-reels-clip.json",
   "md": "https://dedupedai.com/use-cases/kajisho5-ffmpeg-skill/cut-interview-to-60s-reels-clip/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kajisho5-ffmpeg-skill--cut-interview-to-60s-reels-clip.json"
  },
  {
   "id": "kajisho5-ffmpeg-skill--render-talk-to-tiktok-with-captions",
   "repo": "kajisho5/ffmpeg-skill",
   "title": "Turn a talking-head video into a captioned TikTok",
   "summary": "One render command crops to 9:16, burns in your cue text and normalizes loudness for TikTok.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kajisho5-ffmpeg-skill/render-talk-to-tiktok-with-captions/",
   "json": "https://dedupedai.com/use-cases/u/kajisho5-ffmpeg-skill/render-talk-to-tiktok-with-captions.json",
   "md": "https://dedupedai.com/use-cases/kajisho5-ffmpeg-skill/render-talk-to-tiktok-with-captions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kajisho5-ffmpeg-skill--render-talk-to-tiktok-with-captions.json"
  },
  {
   "id": "kajisho5-ffmpeg-skill--export-one-edit-to-every-platform",
   "repo": "kajisho5/ffmpeg-skill",
   "title": "Export one edit to nine social platforms at once",
   "summary": "A single render command makes a file for each platform template and a summary table.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kajisho5-ffmpeg-skill/export-one-edit-to-every-platform/",
   "json": "https://dedupedai.com/use-cases/u/kajisho5-ffmpeg-skill/export-one-edit-to-every-platform.json",
   "md": "https://dedupedai.com/use-cases/kajisho5-ffmpeg-skill/export-one-edit-to-every-platform/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kajisho5-ffmpeg-skill--export-one-edit-to-every-platform.json"
  },
  {
   "id": "kajisho5-ffmpeg-skill--remove-silences-and-normalize-loudness",
   "repo": "kajisho5/ffmpeg-skill",
   "title": "Strip dead air and set loudness to -14 LUFS",
   "summary": "An agent removes silent gaps from a recording and sets its loudness to the -14 LUFS target.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kajisho5-ffmpeg-skill/remove-silences-and-normalize-loudness/",
   "json": "https://dedupedai.com/use-cases/u/kajisho5-ffmpeg-skill/remove-silences-and-normalize-loudness.json",
   "md": "https://dedupedai.com/use-cases/kajisho5-ffmpeg-skill/remove-silences-and-normalize-loudness/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kajisho5-ffmpeg-skill--remove-silences-and-normalize-loudness.json"
  },
  {
   "id": "kanaworksai-hue-audio-studio-mcp--generate-game-bgm-loop",
   "repo": "kanaworksai-hue/audio-studio-mcp",
   "title": "Generate a seamless BGM loop for a game scene",
   "summary": "Describe a scene in one sentence and get candidate music loops sized for game BGM.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kanaworksai-hue-audio-studio-mcp/generate-game-bgm-loop/",
   "json": "https://dedupedai.com/use-cases/u/kanaworksai-hue-audio-studio-mcp/generate-game-bgm-loop.json",
   "md": "https://dedupedai.com/use-cases/kanaworksai-hue-audio-studio-mcp/generate-game-bgm-loop/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kanaworksai-hue-audio-studio-mcp--generate-game-bgm-loop.json"
  },
  {
   "id": "kanaworksai-hue-audio-studio-mcp--create-sound-effects-for-godot",
   "repo": "kanaworksai-hue/audio-studio-mcp",
   "title": "Create a sound effect and export it for Godot",
   "summary": "Describe a sound by its source, action, material and space, then export it as OGG.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kanaworksai-hue-audio-studio-mcp/create-sound-effects-for-godot/",
   "json": "https://dedupedai.com/use-cases/u/kanaworksai-hue-audio-studio-mcp/create-sound-effects-for-godot.json",
   "md": "https://dedupedai.com/use-cases/kanaworksai-hue-audio-studio-mcp/create-sound-effects-for-godot/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kanaworksai-hue-audio-studio-mcp--create-sound-effects-for-godot.json"
  },
  {
   "id": "kanaworksai-hue-audio-studio-mcp--extend-or-restyle-existing-track",
   "repo": "kanaworksai-hue/audio-studio-mcp",
   "title": "Extend or restyle an existing track with edit_audio",
   "summary": "Lengthen a generated track, change its style, or regenerate one section.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kanaworksai-hue-audio-studio-mcp/extend-or-restyle-existing-track/",
   "json": "https://dedupedai.com/use-cases/u/kanaworksai-hue-audio-studio-mcp/extend-or-restyle-existing-track.json",
   "md": "https://dedupedai.com/use-cases/kanaworksai-hue-audio-studio-mcp/extend-or-restyle-existing-track/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kanaworksai-hue-audio-studio-mcp--extend-or-restyle-existing-track.json"
  },
  {
   "id": "kanaworksai-hue-audio-studio-mcp--share-one-audio-server-across-sessions",
   "repo": "kanaworksai-hue/audio-studio-mcp",
   "title": "Share one warm audio server across all sessions",
   "summary": "Run one local HTTP server so every MCP session uses the same loaded models.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kanaworksai-hue-audio-studio-mcp/share-one-audio-server-across-sessions/",
   "json": "https://dedupedai.com/use-cases/u/kanaworksai-hue-audio-studio-mcp/share-one-audio-server-across-sessions.json",
   "md": "https://dedupedai.com/use-cases/kanaworksai-hue-audio-studio-mcp/share-one-audio-server-across-sessions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kanaworksai-hue-audio-studio-mcp--share-one-audio-server-across-sessions.json"
  },
  {
   "id": "karanb192-awesome-claude-code-mods--find-mod-by-task",
   "repo": "karanb192/awesome-claude-code-mods",
   "title": "Find a Claude Code mod that fits a task",
   "summary": "Ask mod-finder for mods that match a task, then compare their access before installing.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/karanb192-awesome-claude-code-mods/find-mod-by-task/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-awesome-claude-code-mods/find-mod-by-task.json",
   "md": "https://dedupedai.com/use-cases/karanb192-awesome-claude-code-mods/find-mod-by-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-awesome-claude-code-mods--find-mod-by-task.json"
  },
  {
   "id": "karanb192-awesome-claude-code-mods--keep-prompt-cache-warm",
   "repo": "karanb192/awesome-claude-code-mods",
   "title": "Keep the prompt cache warm during breaks",
   "summary": "Install cache-tax to keep the prompt cache warm and see the estimated cost of a cold send.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/karanb192-awesome-claude-code-mods/keep-prompt-cache-warm/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-awesome-claude-code-mods/keep-prompt-cache-warm.json",
   "md": "https://dedupedai.com/use-cases/karanb192-awesome-claude-code-mods/keep-prompt-cache-warm/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-awesome-claude-code-mods--keep-prompt-cache-warm.json"
  },
  {
   "id": "karanb192-awesome-claude-code-mods--monitor-context-and-cost",
   "repo": "karanb192/awesome-claude-code-mods",
   "title": "Watch context, cost and subagents in a live dashboard",
   "summary": "Use flightdeck to see context use, cost, permission checks and subagents while Claude works.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/karanb192-awesome-claude-code-mods/monitor-context-and-cost/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-awesome-claude-code-mods/monitor-context-and-cost.json",
   "md": "https://dedupedai.com/use-cases/karanb192-awesome-claude-code-mods/monitor-context-and-cost/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-awesome-claude-code-mods--monitor-context-and-cost.json"
  },
  {
   "id": "karanb192-awesome-claude-code-mods--build-custom-mod",
   "repo": "karanb192/awesome-claude-code-mods",
   "title": "Build a custom Claude Code mod with Claude",
   "summary": "Ask Claude to build a mod, then test it locally with --plugin-dir before sharing it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/karanb192-awesome-claude-code-mods/build-custom-mod/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-awesome-claude-code-mods/build-custom-mod.json",
   "md": "https://dedupedai.com/use-cases/karanb192-awesome-claude-code-mods/build-custom-mod/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-awesome-claude-code-mods--build-custom-mod.json"
  },
  {
   "id": "karanb192-cache-tax--keep-claude-code-cache-warm-on-break",
   "repo": "karanb192/cache-tax",
   "title": "Keep Claude Code's cache warm during a break",
   "summary": "Arm a timed keepwarm window before stepping away so the next message does not pay a full cache rewrite.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/karanb192-cache-tax/keep-claude-code-cache-warm-on-break/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-cache-tax/keep-claude-code-cache-warm-on-break.json",
   "md": "https://dedupedai.com/use-cases/karanb192-cache-tax/keep-claude-code-cache-warm-on-break/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-cache-tax--keep-claude-code-cache-warm-on-break.json"
  },
  {
   "id": "karanb192-cache-tax--check-cold-resend-price-before-sending",
   "repo": "karanb192/cache-tax",
   "title": "See the rewrite price before a cold send",
   "summary": "Get a warning with the estimated cost when a message would rewrite an expired cache, then choose to resend or start fresh.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/karanb192-cache-tax/check-cold-resend-price-before-sending/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-cache-tax/check-cold-resend-price-before-sending.json",
   "md": "https://dedupedai.com/use-cases/karanb192-cache-tax/check-cold-resend-price-before-sending/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-cache-tax--check-cold-resend-price-before-sending.json"
  },
  {
   "id": "karanb192-cache-tax--keep-every-session-warm-across-breaks",
   "repo": "karanb192/cache-tax",
   "title": "Keep every session warm with always mode",
   "summary": "Turn on always mode so each turn leaves at least six hours of warm window across sessions.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/karanb192-cache-tax/keep-every-session-warm-across-breaks/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-cache-tax/keep-every-session-warm-across-breaks.json",
   "md": "https://dedupedai.com/use-cases/karanb192-cache-tax/keep-every-session-warm-across-breaks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-cache-tax--keep-every-session-warm-across-breaks.json"
  },
  {
   "id": "karanb192-itr-wala--file-fy-2025-26-itr-without-a-ca",
   "repo": "karanb192/itr-wala",
   "title": "File your FY 2025-26 income tax return without a CA",
   "summary": "Turn Form 16 and AIS into a checked, regime-compared filing pack for the income tax portal.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/karanb192-itr-wala/file-fy-2025-26-itr-without-a-ca/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-itr-wala/file-fy-2025-26-itr-without-a-ca.json",
   "md": "https://dedupedai.com/use-cases/karanb192-itr-wala/file-fy-2025-26-itr-without-a-ca/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-itr-wala--file-fy-2025-26-itr-without-a-ca.json"
  },
  {
   "id": "karanb192-itr-wala--plan-fy-2026-27-advance-tax-payments",
   "repo": "karanb192/itr-wala",
   "title": "Plan FY 2026-27 advance tax payments and due dates",
   "summary": "Get the next advance-tax amount and its due date from your expected income and TDS.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/karanb192-itr-wala/plan-fy-2026-27-advance-tax-payments/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-itr-wala/plan-fy-2026-27-advance-tax-payments.json",
   "md": "https://dedupedai.com/use-cases/karanb192-itr-wala/plan-fy-2026-27-advance-tax-payments/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-itr-wala--plan-fy-2026-27-advance-tax-payments.json"
  },
  {
   "id": "karanb192-itr-wala--recheck-fy-2025-26-tax-after-rebate-fix",
   "repo": "karanb192/itr-wala",
   "title": "Recheck an old FY 2025-26 tax result after the 1.3.0 fix",
   "summary": "Recompute your FY 2025-26 tax to see whether an earlier install understated new-regime tax.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/karanb192-itr-wala/recheck-fy-2025-26-tax-after-rebate-fix/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-itr-wala/recheck-fy-2025-26-tax-after-rebate-fix.json",
   "md": "https://dedupedai.com/use-cases/karanb192-itr-wala/recheck-fy-2025-26-tax-after-rebate-fix/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-itr-wala--recheck-fy-2025-26-tax-after-rebate-fix.json"
  },
  {
   "id": "karanb192-itr-wala--compare-old-and-new-tax-regimes",
   "repo": "karanb192/itr-wala",
   "title": "Compare old and new tax regimes with exact rupee savings",
   "summary": "See the tax under each regime side by side and which one saves more.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/karanb192-itr-wala/compare-old-and-new-tax-regimes/",
   "json": "https://dedupedai.com/use-cases/u/karanb192-itr-wala/compare-old-and-new-tax-regimes.json",
   "md": "https://dedupedai.com/use-cases/karanb192-itr-wala/compare-old-and-new-tax-regimes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/karanb192-itr-wala--compare-old-and-new-tax-regimes.json"
  },
  {
   "id": "kayforkind-reimagine-it--auto-redesign-existing-html-page",
   "repo": "Kayforkind/reimagine-it",
   "title": "Redesign an existing HTML page in one command",
   "summary": "Turn a plain HTML page into a standalone, offline redesign that keeps the original meaning.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kayforkind-reimagine-it/auto-redesign-existing-html-page/",
   "json": "https://dedupedai.com/use-cases/u/kayforkind-reimagine-it/auto-redesign-existing-html-page.json",
   "md": "https://dedupedai.com/use-cases/kayforkind-reimagine-it/auto-redesign-existing-html-page/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kayforkind-reimagine-it--auto-redesign-existing-html-page.json"
  },
  {
   "id": "kayforkind-reimagine-it--review-several-design-directions",
   "repo": "Kayforkind/reimagine-it",
   "title": "Show a client several ranked redesign options",
   "summary": "Generate multiple ranked directions from one source page for a side-by-side client review.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kayforkind-reimagine-it/review-several-design-directions/",
   "json": "https://dedupedai.com/use-cases/u/kayforkind-reimagine-it/review-several-design-directions.json",
   "md": "https://dedupedai.com/use-cases/kayforkind-reimagine-it/review-several-design-directions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kayforkind-reimagine-it--review-several-design-directions.json"
  },
  {
   "id": "kayforkind-reimagine-it--pin-approved-design-with-seed-and-report",
   "repo": "Kayforkind/reimagine-it",
   "title": "Pin an approved redesign with a seed and report",
   "summary": "Reproduce an approved direction exactly and keep a decision report beside the artifact.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kayforkind-reimagine-it/pin-approved-design-with-seed-and-report/",
   "json": "https://dedupedai.com/use-cases/u/kayforkind-reimagine-it/pin-approved-design-with-seed-and-report.json",
   "md": "https://dedupedai.com/use-cases/kayforkind-reimagine-it/pin-approved-design-with-seed-and-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kayforkind-reimagine-it--pin-approved-design-with-seed-and-report.json"
  },
  {
   "id": "kayforkind-reimagine-it--audit-redesign-against-craft-rules",
   "repo": "Kayforkind/reimagine-it",
   "title": "Check a redesign against the craft audit rules",
   "summary": "Run the Node audit on a generated page to catch clipped content, focus problems, or invented facts.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kayforkind-reimagine-it/audit-redesign-against-craft-rules/",
   "json": "https://dedupedai.com/use-cases/u/kayforkind-reimagine-it/audit-redesign-against-craft-rules.json",
   "md": "https://dedupedai.com/use-cases/kayforkind-reimagine-it/audit-redesign-against-craft-rules/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kayforkind-reimagine-it--audit-redesign-against-craft-rules.json"
  },
  {
   "id": "keli-wen-agy-staff--second-opinion-pr-review",
   "repo": "keli-wen/agy-staff",
   "title": "Get a second-model review of a pull request",
   "summary": "Run agy's reviewer persona on a PR to get severity-ranked findings before merging.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/keli-wen-agy-staff/second-opinion-pr-review/",
   "json": "https://dedupedai.com/use-cases/u/keli-wen-agy-staff/second-opinion-pr-review.json",
   "md": "https://dedupedai.com/use-cases/keli-wen-agy-staff/second-opinion-pr-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/keli-wen-agy-staff--second-opinion-pr-review.json"
  },
  {
   "id": "keli-wen-agy-staff--challenge-plan-before-building",
   "repo": "keli-wen/agy-staff",
   "title": "Stress-test a plan or design doc before building",
   "summary": "Have agy challenge a plan from several angles before you commit to it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/keli-wen-agy-staff/challenge-plan-before-building/",
   "json": "https://dedupedai.com/use-cases/u/keli-wen-agy-staff/challenge-plan-before-building.json",
   "md": "https://dedupedai.com/use-cases/keli-wen-agy-staff/challenge-plan-before-building/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/keli-wen-agy-staff--challenge-plan-before-building.json"
  },
  {
   "id": "keli-wen-agy-staff--survey-codebase-with-researcher",
   "repo": "keli-wen/agy-staff",
   "title": "Map how a feature works across an unfamiliar repo",
   "summary": "Use agy's researcher persona to survey a topic in a codebase you do not know yet.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/keli-wen-agy-staff/survey-codebase-with-researcher/",
   "json": "https://dedupedai.com/use-cases/u/keli-wen-agy-staff/survey-codebase-with-researcher.json",
   "md": "https://dedupedai.com/use-cases/keli-wen-agy-staff/survey-codebase-with-researcher/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/keli-wen-agy-staff--survey-codebase-with-researcher.json"
  },
  {
   "id": "keli-wen-agy-staff--generate-image-with-staffer",
   "repo": "keli-wen/agy-staff",
   "title": "Generate a project image with agy's staffer persona",
   "summary": "Ask the general staffer persona to create an image and save it into the repo.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/keli-wen-agy-staff/generate-image-with-staffer/",
   "json": "https://dedupedai.com/use-cases/u/keli-wen-agy-staff/generate-image-with-staffer.json",
   "md": "https://dedupedai.com/use-cases/keli-wen-agy-staff/generate-image-with-staffer/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/keli-wen-agy-staff--generate-image-with-staffer.json"
  },
  {
   "id": "kerim0x1-bettercode--review-agent-edits-before-commit",
   "repo": "kerim0x1/bettercode",
   "title": "Review agent edits in Git and Diff views before committing",
   "summary": "Open a project, let an agent change files, then inspect staged and unstaged changes in the app before you commit.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kerim0x1-bettercode/review-agent-edits-before-commit/",
   "json": "https://dedupedai.com/use-cases/u/kerim0x1-bettercode/review-agent-edits-before-commit.json",
   "md": "https://dedupedai.com/use-cases/kerim0x1-bettercode/review-agent-edits-before-commit/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kerim0x1-bettercode--review-agent-edits-before-commit.json"
  },
  {
   "id": "kerim0x1-bettercode--compare-coding-agents-on-one-project",
   "repo": "kerim0x1/bettercode",
   "title": "Compare Claude Code, Codex and Cursor on one project",
   "summary": "Run several coding agents side by side on the same project to see which one fits a task best.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kerim0x1-bettercode/compare-coding-agents-on-one-project/",
   "json": "https://dedupedai.com/use-cases/u/kerim0x1-bettercode/compare-coding-agents-on-one-project.json",
   "md": "https://dedupedai.com/use-cases/kerim0x1-bettercode/compare-coding-agents-on-one-project/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kerim0x1-bettercode--compare-coding-agents-on-one-project.json"
  },
  {
   "id": "kerim0x1-bettercode--send-visual-ui-feedback-to-agent",
   "repo": "kerim0x1/bettercode",
   "title": "Preview a web UI and send visual feedback to the agent",
   "summary": "Check your project's live previews across screen sizes, select a page element, and send feedback to the agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kerim0x1-bettercode/send-visual-ui-feedback-to-agent/",
   "json": "https://dedupedai.com/use-cases/u/kerim0x1-bettercode/send-visual-ui-feedback-to-agent.json",
   "md": "https://dedupedai.com/use-cases/kerim0x1-bettercode/send-visual-ui-feedback-to-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kerim0x1-bettercode--send-visual-ui-feedback-to-agent.json"
  },
  {
   "id": "kerim0x1-bettercode--build-betterc0de-from-source",
   "repo": "kerim0x1/bettercode",
   "title": "Build and run BetterC0de from source for contributions",
   "summary": "Clone the open source repo, install pinned tools, and start the app in development mode to test a change.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kerim0x1-bettercode/build-betterc0de-from-source/",
   "json": "https://dedupedai.com/use-cases/u/kerim0x1-bettercode/build-betterc0de-from-source.json",
   "md": "https://dedupedai.com/use-cases/kerim0x1-bettercode/build-betterc0de-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kerim0x1-bettercode--build-betterc0de-from-source.json"
  },
  {
   "id": "kerpopule-hermes-jev-skills--cut-hermes-model-spend-per-turn",
   "repo": "kerpopule/hermes-jev-skills",
   "title": "Cut per-turn model spend in a Hermes agent",
   "summary": "Let Jev pick a cheaper model per turn, shadow mode first, then switch on.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kerpopule-hermes-jev-skills/cut-hermes-model-spend-per-turn/",
   "json": "https://dedupedai.com/use-cases/u/kerpopule-hermes-jev-skills/cut-hermes-model-spend-per-turn.json",
   "md": "https://dedupedai.com/use-cases/kerpopule-hermes-jev-skills/cut-hermes-model-spend-per-turn/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kerpopule-hermes-jev-skills--cut-hermes-model-spend-per-turn.json"
  },
  {
   "id": "kerpopule-hermes-jev-skills--add-cheap-lane-subagents-to-claude-code",
   "repo": "kerpopule/hermes-jev-skills",
   "title": "Add cheaper lane subagents to Claude Code",
   "summary": "Install four Jev lane subagents, each with its own model and effort, into Claude Code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kerpopule-hermes-jev-skills/add-cheap-lane-subagents-to-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/kerpopule-hermes-jev-skills/add-cheap-lane-subagents-to-claude-code.json",
   "md": "https://dedupedai.com/use-cases/kerpopule-hermes-jev-skills/add-cheap-lane-subagents-to-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kerpopule-hermes-jev-skills--add-cheap-lane-subagents-to-claude-code.json"
  },
  {
   "id": "kerpopule-hermes-jev-skills--screen-web-results-for-hidden-instructions",
   "repo": "kerpopule/hermes-jev-skills",
   "title": "Screen web search results for hidden instructions",
   "summary": "Withhold parts of web results that carry instructions aimed at the agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kerpopule-hermes-jev-skills/screen-web-results-for-hidden-instructions/",
   "json": "https://dedupedai.com/use-cases/u/kerpopule-hermes-jev-skills/screen-web-results-for-hidden-instructions.json",
   "md": "https://dedupedai.com/use-cases/kerpopule-hermes-jev-skills/screen-web-results-for-hidden-instructions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kerpopule-hermes-jev-skills--screen-web-results-for-hidden-instructions.json"
  },
  {
   "id": "kerpopule-hermes-jev-skills--sort-mailbox-into-lanes",
   "repo": "kerpopule/hermes-jev-skills",
   "title": "Sort a mailbox into lanes with Jev",
   "summary": "Sort an inbox export into needs-reply, updates, promotional, sales and spam lanes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kerpopule-hermes-jev-skills/sort-mailbox-into-lanes/",
   "json": "https://dedupedai.com/use-cases/u/kerpopule-hermes-jev-skills/sort-mailbox-into-lanes.json",
   "md": "https://dedupedai.com/use-cases/kerpopule-hermes-jev-skills/sort-mailbox-into-lanes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kerpopule-hermes-jev-skills--sort-mailbox-into-lanes.json"
  },
  {
   "id": "kgoedecke-doop--live-section-design-with-claude-code",
   "repo": "kgoedecke/doop",
   "title": "Design a page section live with Claude Code on a canvas",
   "summary": "Connect Claude Code over MCP and watch it stream a frame onto your canvas as you follow along.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kgoedecke-doop/live-section-design-with-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/kgoedecke-doop/live-section-design-with-claude-code.json",
   "md": "https://dedupedai.com/use-cases/kgoedecke-doop/live-section-design-with-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kgoedecke-doop--live-section-design-with-claude-code.json"
  },
  {
   "id": "kgoedecke-doop--self-host-team-canvas-with-docker",
   "repo": "kgoedecke/doop",
   "title": "Self-host a private team design canvas with Docker",
   "summary": "Run Doop's production build with Docker so your team designs on infrastructure you control.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kgoedecke-doop/self-host-team-canvas-with-docker/",
   "json": "https://dedupedai.com/use-cases/u/kgoedecke-doop/self-host-team-canvas-with-docker.json",
   "md": "https://dedupedai.com/use-cases/kgoedecke-doop/self-host-team-canvas-with-docker/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kgoedecke-doop--self-host-team-canvas-with-docker.json"
  },
  {
   "id": "kgoedecke-doop--queue-design-cards-for-doop-agent",
   "repo": "kgoedecke/doop",
   "title": "Queue design cards for the built-in Doop Agent",
   "summary": "Turn on the built-in agent with an Anthropic key and let it pick up cards without a client.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kgoedecke-doop/queue-design-cards-for-doop-agent/",
   "json": "https://dedupedai.com/use-cases/u/kgoedecke-doop/queue-design-cards-for-doop-agent.json",
   "md": "https://dedupedai.com/use-cases/kgoedecke-doop/queue-design-cards-for-doop-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kgoedecke-doop--queue-design-cards-for-doop-agent.json"
  },
  {
   "id": "kgoedecke-doop--build-style-rules-from-pinned-frames",
   "repo": "kgoedecke/doop",
   "title": "Turn pinned frames into durable style rules for agents",
   "summary": "Pin exemplar frames and let the guideline distiller propose rules every agent follows.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kgoedecke-doop/build-style-rules-from-pinned-frames/",
   "json": "https://dedupedai.com/use-cases/u/kgoedecke-doop/build-style-rules-from-pinned-frames.json",
   "md": "https://dedupedai.com/use-cases/kgoedecke-doop/build-style-rules-from-pinned-frames/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kgoedecke-doop--build-style-rules-from-pinned-frames.json"
  },
  {
   "id": "khalidabdi1-factory--run-live-isometric-world-locally",
   "repo": "Khalidabdi1/factory",
   "title": "Run the live isometric world on your own machine",
   "summary": "Start the Factory Yard simulation locally and watch trucks, people and robberies move in real time.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/khalidabdi1-factory/run-live-isometric-world-locally/",
   "json": "https://dedupedai.com/use-cases/u/khalidabdi1-factory/run-live-isometric-world-locally.json",
   "md": "https://dedupedai.com/use-cases/khalidabdi1-factory/run-live-isometric-world-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/khalidabdi1-factory--run-live-isometric-world-locally.json"
  },
  {
   "id": "khalidabdi1-factory--publish-static-town-site",
   "repo": "Khalidabdi1/factory",
   "title": "Publish the town as a static site on any host",
   "summary": "Build Factory Yard to plain HTML and JS and host the output anywhere.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/khalidabdi1-factory/publish-static-town-site/",
   "json": "https://dedupedai.com/use-cases/u/khalidabdi1-factory/publish-static-town-site.json",
   "md": "https://dedupedai.com/use-cases/khalidabdi1-factory/publish-static-town-site/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/khalidabdi1-factory--publish-static-town-site.json"
  },
  {
   "id": "khalidabdi1-factory--teach-supply-chain-flow-with-live-view",
   "repo": "Khalidabdi1/factory",
   "title": "Teach the factory-to-shop flow using the live view",
   "summary": "Use the running town to show how goods move from Factory to warehouse to shop.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/khalidabdi1-factory/teach-supply-chain-flow-with-live-view/",
   "json": "https://dedupedai.com/use-cases/u/khalidabdi1-factory/teach-supply-chain-flow-with-live-view.json",
   "md": "https://dedupedai.com/use-cases/khalidabdi1-factory/teach-supply-chain-flow-with-live-view/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/khalidabdi1-factory--teach-supply-chain-flow-with-live-view.json"
  },
  {
   "id": "khalidabdi1-factory--add-new-place-to-yard-simulation",
   "repo": "Khalidabdi1/factory",
   "title": "Add a new place to the yard simulation",
   "summary": "Follow the repo's folder layout to add a new building or area to the isometric world.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/khalidabdi1-factory/add-new-place-to-yard-simulation/",
   "json": "https://dedupedai.com/use-cases/u/khalidabdi1-factory/add-new-place-to-yard-simulation.json",
   "md": "https://dedupedai.com/use-cases/khalidabdi1-factory/add-new-place-to-yard-simulation/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/khalidabdi1-factory--add-new-place-to-yard-simulation.json"
  },
  {
   "id": "kharmanskyi-open-steps--get-a-one-screen-done-or-not-report",
   "repo": "kharmanskyi/open-steps",
   "title": "Get a one-screen done-or-not report after each session",
   "summary": "Ask \"are we done?\" and get a verdict on done, needed input, new debt and whether it is safe to close.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kharmanskyi-open-steps/get-a-one-screen-done-or-not-report/",
   "json": "https://dedupedai.com/use-cases/u/kharmanskyi-open-steps/get-a-one-screen-done-or-not-report.json",
   "md": "https://dedupedai.com/use-cases/kharmanskyi-open-steps/get-a-one-screen-done-or-not-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kharmanskyi-open-steps--get-a-one-screen-done-or-not-report.json"
  },
  {
   "id": "kharmanskyi-open-steps--turn-agent-requests-into-numbered-steps",
   "repo": "kharmanskyi/open-steps",
   "title": "Turn agent requests into numbered steps you can follow",
   "summary": "When the agent needs you to run, paste, click or approve something, get exact numbered steps instead.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kharmanskyi-open-steps/turn-agent-requests-into-numbered-steps/",
   "json": "https://dedupedai.com/use-cases/u/kharmanskyi-open-steps/turn-agent-requests-into-numbered-steps.json",
   "md": "https://dedupedai.com/use-cases/kharmanskyi-open-steps/turn-agent-requests-into-numbered-steps/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kharmanskyi-open-steps--turn-agent-requests-into-numbered-steps.json"
  },
  {
   "id": "kharmanskyi-open-steps--check-another-sessions-claims-before-accepting",
   "repo": "kharmanskyi/open-steps",
   "title": "Check another agent's \"done\" claims before accepting them",
   "summary": "Verify each claim from another session against what actually happened, then get a next action.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kharmanskyi-open-steps/check-another-sessions-claims-before-accepting/",
   "json": "https://dedupedai.com/use-cases/u/kharmanskyi-open-steps/check-another-sessions-claims-before-accepting.json",
   "md": "https://dedupedai.com/use-cases/kharmanskyi-open-steps/check-another-sessions-claims-before-accepting/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kharmanskyi-open-steps--check-another-sessions-claims-before-accepting.json"
  },
  {
   "id": "kharmanskyi-open-steps--keep-a-plain-language-project-status-file",
   "repo": "kharmanskyi/open-steps",
   "title": "Keep a plain-language status file for the whole project",
   "summary": "Maintain one BIG-PICTURE.md with every feature, its progress, unused parts and queued work.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kharmanskyi-open-steps/keep-a-plain-language-project-status-file/",
   "json": "https://dedupedai.com/use-cases/u/kharmanskyi-open-steps/keep-a-plain-language-project-status-file.json",
   "md": "https://dedupedai.com/use-cases/kharmanskyi-open-steps/keep-a-plain-language-project-status-file/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kharmanskyi-open-steps--keep-a-plain-language-project-status-file.json"
  },
  {
   "id": "kimglee-cambium--adopt-governance-for-knowledge-repo",
   "repo": "KimGLee/Cambium",
   "title": "Adopt Cambium governance for a knowledge repository",
   "summary": "Create, validate, and approve one Cambium profile for one knowledge repository.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kimglee-cambium/adopt-governance-for-knowledge-repo/",
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   "id": "kimglee-cambium--resume-interrupted-corpus-task",
   "repo": "KimGLee/Cambium",
   "title": "Resume an interrupted corpus task without guessing",
   "summary": "Check recorded runtime state before any agent writes to a half-finished knowledge corpus.",
   "category": "Research",
   "tags": [
    "Research"
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  {
   "id": "kimglee-cambium--plan-multi-batch-corpus-task",
   "repo": "KimGLee/Cambium",
   "title": "Plan a long multi-batch corpus task with a Task Plan",
   "summary": "Publish a confirmed Task Plan and compile a resumable Queue for large corpus work.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "kishormorol-cli-faq-shortcuts--turn-repeated-asks-into-slash-commands",
   "repo": "kishormorol/cli-faq-shortcuts",
   "title": "Turn repeated agent prompts into slash commands",
   "summary": "Install the skill, find the requests you repeat, and save each one as a short slash command.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "kishormorol-cli-faq-shortcuts--count-and-export-your-repeated-prompts",
   "repo": "kishormorol/cli-faq-shortcuts",
   "title": "Count and export your repeated prompts",
   "summary": "Run the extractor alone to list, count or export your prompts with no agent involved.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/kishormorol-cli-faq-shortcuts--count-and-export-your-repeated-prompts.json"
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  {
   "id": "kishormorol-cli-faq-shortcuts--shortcut-a-repeated-status-check",
   "repo": "kishormorol/cli-faq-shortcuts",
   "title": "Shortcut a repeated status check for your team",
   "summary": "Save a status-check request as a project slash command that reports and never writes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "kitionai-kition--review-agent-edits-to-a-markdown-document",
   "repo": "KitionAI/kition",
   "title": "Review agent edits to a Markdown document line by line",
   "summary": "Let the Kition Agent edit a real document, then accept or reject each addition and deletion.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/kitionai-kition--review-agent-edits-to-a-markdown-document.json"
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  {
   "id": "kitionai-kition--turn-receipt-photos-into-searchable-records",
   "repo": "KitionAI/kition",
   "title": "Turn receipt photos into searchable table records",
   "summary": "Drop receipt images into an attachment field and let vision-powered fields fill in vendor, category, and text.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/kitionai-kition--turn-receipt-photos-into-searchable-records.json"
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  {
   "id": "kitionai-kition--generate-campaign-thumbnails-in-a-table-batch",
   "repo": "KitionAI/kition",
   "title": "Generate 16:9 and 9:16 thumbnail batches from a table",
   "summary": "Fill a table of campaign messages and let AI fields create linked thumbnail variants for each record.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/kitionai-kition--generate-campaign-thumbnails-in-a-table-batch.json"
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  {
   "id": "kitionai-kition--sync-inbox-messages-into-a-workflow-table",
   "repo": "KitionAI/kition",
   "title": "Route inbox messages into a table with a workflow",
   "summary": "Connect email and use a visual workflow to add incoming messages to a table as records.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "kitionai-kition--run-kition-client-from-source-for-ui-work",
   "repo": "KitionAI/kition",
   "title": "Run the Kition web client from source for UI work",
   "summary": "Clone the public client and start the fast web preview for renderer and component changes.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "api": "https://dedupedai.com/api/v1/usecases/kitionai-kition--run-kition-client-from-source-for-ui-work.json"
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   "id": "kitlangton-scrawl--show-agent-a-bug-by-recording-it",
   "repo": "kitlangton/scrawl",
   "title": "Show an agent a bug by recording your screen and voice",
   "summary": "Record a screen problem while narrating and clicking, then paste the bundle into any agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "kitlangton-scrawl--zoom-agent-into-a-moment-in-a-capture",
   "repo": "kitlangton/scrawl",
   "title": "Let an agent zoom into one moment of a recording",
   "summary": "Give the agent the command set to pull dense frames around a timestamp, a spoken phrase, or a mark.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "kitlangton-scrawl--send-capture-to-opencode-session",
   "repo": "kitlangton/scrawl",
   "title": "Queue a capture into an OpenCode session",
   "summary": "Send a finished bundle straight into an OpenCode session using the Scrawl send command.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "kitlangton-scrawl--export-capture-as-shareable-video",
   "repo": "kitlangton/scrawl",
   "title": "Export a narrated capture as a shareable MP4",
   "summary": "Turn a bundle into an MP4 with the activity cropped, ink burned in, audio kept, and optional auto-zoom.",
   "category": "Software and DevOps",
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    "Software and DevOps"
   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "kiyoakii-is-gpt-nerfed--detect-silent-model-downgrade",
   "repo": "kiyoakii/is-gpt-nerfed",
   "title": "Catch a silent model downgrade in Codex",
   "summary": "Install the menu bar checker and get alerted when a Codex session answers with a different model.",
   "category": "Software and DevOps",
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    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "kiyoakii-is-gpt-nerfed--check-a-fresh-session-before-real-work",
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   "title": "Probe a brand-new session before a long task",
   "summary": "Run the Fresh session probe to see which model a new Codex session gets right now.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "lang": "python",
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   "id": "kiyoakii-is-gpt-nerfed--halt-tools-after-a-mismatch",
   "repo": "kiyoakii/is-gpt-nerfed",
   "title": "Stop tool use when a session shows a mismatch",
   "summary": "Turn on halt_on_mismatch so Codex blocks tools until you say resume after a mismatch.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   ],
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   "repo": "kkjiangk/agent-py",
   "title": "Check backend and frontend health before editing code",
   "summary": "Run the full verification suite so changes to agents, APIs, or the UI can be checked.",
   "category": "Software and DevOps",
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   ],
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   "repo": "kkjiangk/agent-py",
   "title": "Run the synthetic incident evaluation against one API",
   "summary": "Measure predictions and latency on versioned synthetic incident inputs.",
   "category": "Software and DevOps",
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   "repo": "kkjiangk/agent-py",
   "title": "Build a remediation executor that dedupes commandId",
   "summary": "Write the external consumer that applies remediation commands safely under at-least-once delivery.",
   "category": "Software and DevOps",
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    "Software and DevOps"
   ],
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   "date": "2026-10-20",
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   "id": "knifelemon-droidline--test-your-app-on-real-phones",
   "repo": "KnifeLemon/Droidline",
   "title": "Test your Android app on real phones from a script",
   "summary": "Write a Python or Node.js test that taps, types, and checks text on a real phone.",
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   "id": "kruk2-jasna--restore-a-single-still-image",
   "repo": "Kruk2/jasna",
   "title": "Restore a single still image from the command line",
   "summary": "Restore one image file with a single command and save the result as a new file.",
   "category": "Content",
   "tags": [
    "Content"
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  {
   "id": "kruk2-jasna--restore-only-selected-segments-of-a-video",
   "repo": "Kruk2/jasna",
   "title": "Restore only chosen segments of a video",
   "summary": "Use the Segment Editor to pick the parts of a video to restore and preview them before the run.",
   "category": "Content",
   "tags": [
    "Content"
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "krusty84-triton-ascend-agent-dev-kit--set-up-triton-ascend-agent-workspace",
   "repo": "Krusty84/triton-ascend-agent-dev-kit",
   "title": "Set up an agent workspace for Triton-Ascend work",
   "summary": "Build or download the kit and unpack it into the folder your AI agent works in.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/set-up-triton-ascend-agent-workspace/index.md",
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   "id": "krusty84-triton-ascend-agent-dev-kit--draft-triton-ascend-kernel-with-agent",
   "repo": "Krusty84/triton-ascend-agent-dev-kit",
   "title": "Have an agent draft a Triton-Ascend kernel",
   "summary": "Point the agent at the kit's guides and project rules before it writes kernel code for Ascend NPU.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/draft-triton-ascend-kernel-with-agent/",
   "json": "https://dedupedai.com/use-cases/u/krusty84-triton-ascend-agent-dev-kit/draft-triton-ascend-kernel-with-agent.json",
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   "api": "https://dedupedai.com/api/v1/usecases/krusty84-triton-ascend-agent-dev-kit--draft-triton-ascend-kernel-with-agent.json"
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   "id": "krusty84-triton-ascend-agent-dev-kit--delegate-triton-ascend-task-to-matching-skill",
   "repo": "Krusty84/triton-ascend-agent-dev-kit",
   "title": "Delegate a Triton-Ascend task to a matching skill",
   "summary": "Pick one of the 24 bundled skills for a specific kernel job and run it through the agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/delegate-triton-ascend-task-to-matching-skill/",
   "json": "https://dedupedai.com/use-cases/u/krusty84-triton-ascend-agent-dev-kit/delegate-triton-ascend-task-to-matching-skill.json",
   "md": "https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/delegate-triton-ascend-task-to-matching-skill/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/krusty84-triton-ascend-agent-dev-kit--delegate-triton-ascend-task-to-matching-skill.json"
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   "id": "kryptamine-herdr-auto-title--auto-name-tabs-by-git-branch",
   "repo": "kryptamine/herdr-auto-title",
   "title": "Auto-name Herdr tabs from their Git branch and folder",
   "summary": "Install the plugin so each Herdr tab shows its folder and branch without manual renaming.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kryptamine-herdr-auto-title/auto-name-tabs-by-git-branch/",
   "json": "https://dedupedai.com/use-cases/u/kryptamine-herdr-auto-title/auto-name-tabs-by-git-branch.json",
   "md": "https://dedupedai.com/use-cases/kryptamine-herdr-auto-title/auto-name-tabs-by-git-branch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kryptamine-herdr-auto-title--auto-name-tabs-by-git-branch.json"
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  {
   "id": "kryptamine-herdr-auto-title--identify-claude-code-sessions-in-goto-panel",
   "repo": "kryptamine/herdr-auto-title",
   "title": "Tell Claude Code panes apart in Herdr's goto panel",
   "summary": "Give each Claude Code pane its own name so the goto panel stops listing every one as claude.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/kryptamine-herdr-auto-title/identify-claude-code-sessions-in-goto-panel.json",
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   "api": "https://dedupedai.com/api/v1/usecases/kryptamine-herdr-auto-title--identify-claude-code-sessions-in-goto-panel.json"
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  {
   "id": "kryptamine-herdr-auto-title--show-workspace-topic-in-sidebar",
   "repo": "kryptamine/herdr-auto-title",
   "title": "Show each workspace's active task in the Herdr sidebar",
   "summary": "Display the active tab's topic under each workspace name in the Herdr sidebar.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kryptamine-herdr-auto-title/show-workspace-topic-in-sidebar/",
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  {
   "id": "kryptamine-herdr-auto-title--tune-title-length-and-branch-display",
   "repo": "kryptamine/herdr-auto-title",
   "title": "Shorten or hide tab titles with a config.env file",
   "summary": "Set title length, branch display, and position using a config.env file.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/kryptamine-herdr-auto-title/tune-title-length-and-branch-display/",
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  {
   "id": "kuafuai-andee--triage-chat-notifications",
   "repo": "kuafuai/andee",
   "title": "Triage chat notifications into a short list of what needs you",
   "summary": "Andee reads your notification shade across chat apps and names the messages that need you now.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "kotlin",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/kuafuai-andee/triage-chat-notifications/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kuafuai-andee--triage-chat-notifications.json"
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   "id": "kuafuai-andee--review-and-cancel-subscriptions",
   "repo": "kuafuai/andee",
   "title": "Review monthly subscriptions and cancel the ones you do not want",
   "summary": "Andee lists your subscriptions with the monthly total, then walks you through cancel, keep or think about it.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "kotlin",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "kuafuai-andee--record-meeting-minutes",
   "repo": "kuafuai/andee",
   "title": "Turn a one-hour meeting into a page of minutes",
   "summary": "Andee holds the mic during a meeting, then returns decisions, action items, open questions and key quotes.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "kotlin",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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  {
   "id": "kuafuai-andee--book-when-app-opens",
   "repo": "kuafuai/andee",
   "title": "Fill a booking form up to the last button at a set time",
   "summary": "Andee opens an app at the time you set, reads the page and fills everything up to just before the final button.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "kotlin",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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  {
   "id": "kunchenguid-compact-adviser--get-compact-hints-in-pi",
   "repo": "kunchenguid/compact-adviser",
   "title": "Get safe /compact hints or automatic compaction in Pi",
   "summary": "Install Compact Adviser in Pi so it suggests or runs /compact at good stopping points.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/kunchenguid-compact-adviser/get-compact-hints-in-pi/",
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   "api": "https://dedupedai.com/api/v1/usecases/kunchenguid-compact-adviser--get-compact-hints-in-pi.json"
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  {
   "id": "kunchenguid-compact-adviser--add-compact-advice-to-claude-code",
   "repo": "kunchenguid/compact-adviser",
   "title": "Add /compact advice and optional auto-compact to Claude Code",
   "summary": "Install the Compact Adviser plugin in Claude Code with function hooks enabled.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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  {
   "id": "kunchenguid-compact-adviser--get-compact-hints-in-codex-cli",
   "repo": "kunchenguid/compact-adviser",
   "title": "Get hint-only /compact advice in Codex CLI on macOS or Linux",
   "summary": "Install the Compact Adviser hook in Codex CLI to see a compact hint after each finished turn.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kunchenguid-compact-adviser/get-compact-hints-in-codex-cli/",
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   "repo": "kunchenguid/compact-adviser",
   "title": "Turn off Compact Adviser for unattended agent runs",
   "summary": "Set COMPACT_ADVISER_DISABLE so scripted or background sessions skip all advice and compaction.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/kunchenguid-compact-adviser--silence-compact-advice-in-unattended-runs.json"
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   "repo": "kutukam/autonomous-pentest-agent",
   "title": "Install the pentest agent locally and reach the web UI",
   "summary": "Clone the repo, run the install script, and open the admin setup page on localhost.",
   "category": "Security and science",
   "tags": [
    "Security and science"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "repo": "kutukam/autonomous-pentest-agent",
   "title": "Import asset data from ScopeSentry into the asset graph",
   "summary": "Connect ScopeSentry with its address and API key, then import domains, IPs, and ports by project or task.",
   "category": "Security and science",
   "tags": [
    "Security and science"
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "repo": "kutukam/autonomous-pentest-agent",
   "title": "Retest a fixed vulnerability and record whether it still reproduces",
   "summary": "Start a retest on one finding and get a result of still reproducible, fixed, or cannot confirm.",
   "category": "Security and science",
   "tags": [
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "repo": "kyegomez/open-jev",
   "title": "Run the bundled demo to see typed readouts in action",
   "summary": "Clone the repo, install PyTorch, and run the demo to see Noul, Choice, and Score answers on sample state.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
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  },
  {
   "id": "kyegomez-open-jev--prototype-typed-questions-over-json-state",
   "repo": "kyegomez/open-jev",
   "title": "Prototype typed yes/no, choice, and score questions over JSON state",
   "summary": "Write your own nested state and declare Noul, Choice, and Score questions to test how the typed readouts behave.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/kyegomez-open-jev/prototype-typed-questions-over-json-state/",
   "json": "https://dedupedai.com/use-cases/u/kyegomez-open-jev/prototype-typed-questions-over-json-state.json",
   "md": "https://dedupedai.com/use-cases/kyegomez-open-jev/prototype-typed-questions-over-json-state/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kyegomez-open-jev--prototype-typed-questions-over-json-state.json"
  },
  {
   "id": "kyegomez-open-jev--experiment-with-rlcd-loss-targets",
   "repo": "kyegomez/open-jev",
   "title": "Test soft-target training with RLCDLoss on your own labels",
   "summary": "Use probability distributions as targets and run one loss and backward step to study the calibration-oriented objective.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/kyegomez-open-jev/experiment-with-rlcd-loss-targets/",
   "json": "https://dedupedai.com/use-cases/u/kyegomez-open-jev/experiment-with-rlcd-loss-targets.json",
   "md": "https://dedupedai.com/use-cases/kyegomez-open-jev/experiment-with-rlcd-loss-targets/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/kyegomez-open-jev--experiment-with-rlcd-loss-targets.json"
  },
  {
   "id": "l5769389-voxenra--ai-organ-segmentation-ct-review",
   "repo": "l5769389/voxenra",
   "title": "Segment CT organs locally with AI and refine the result",
   "summary": "Run TotalSegmentator on a CT study inside Voxenra, then check and correct the organ masks before saving.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/l5769389-voxenra/ai-organ-segmentation-ct-review/",
   "json": "https://dedupedai.com/use-cases/u/l5769389-voxenra/ai-organ-segmentation-ct-review.json",
   "md": "https://dedupedai.com/use-cases/l5769389-voxenra/ai-organ-segmentation-ct-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/l5769389-voxenra--ai-organ-segmentation-ct-review.json"
  },
  {
   "id": "l5769389-voxenra--measure-lesions-export-report",
   "repo": "l5769389/voxenra",
   "title": "Measure lesions on CT or MR and export a PDF or CSV report",
   "summary": "Draw length, angle and ROI measurements on images, then export the results as CSV, PDF or DICOM SR.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/l5769389-voxenra/measure-lesions-export-report/",
   "json": "https://dedupedai.com/use-cases/u/l5769389-voxenra/measure-lesions-export-report.json",
   "md": "https://dedupedai.com/use-cases/l5769389-voxenra/measure-lesions-export-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/l5769389-voxenra--measure-lesions-export-report.json"
  },
  {
   "id": "l5769389-voxenra--pet-ct-fusion-review",
   "repo": "l5769389/voxenra",
   "title": "Review PET/CT fusion and align it manually",
   "summary": "Fuse PET and CT in slices and 3D, adjust the blend, and register the two volumes by hand.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/l5769389-voxenra/pet-ct-fusion-review/",
   "json": "https://dedupedai.com/use-cases/u/l5769389-voxenra/pet-ct-fusion-review.json",
   "md": "https://dedupedai.com/use-cases/l5769389-voxenra/pet-ct-fusion-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/l5769389-voxenra--pet-ct-fusion-review.json"
  },
  {
   "id": "lakeday-org-perch--scan-codebase-for-logic-bugs",
   "repo": "lakeday-org/perch",
   "title": "Find logic bugs in a codebase, worst first",
   "summary": "Run one scan to list semantic defects in your code, ranked by severity and confidence.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lakeday-org-perch/scan-codebase-for-logic-bugs/",
   "json": "https://dedupedai.com/use-cases/u/lakeday-org-perch/scan-codebase-for-logic-bugs.json",
   "md": "https://dedupedai.com/use-cases/lakeday-org-perch/scan-codebase-for-logic-bugs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lakeday-org-perch--scan-codebase-for-logic-bugs.json"
  },
  {
   "id": "lakeday-org-perch--check-a-fix-before-committing",
   "repo": "lakeday-org/perch",
   "title": "Confirm a fix works without recording it",
   "summary": "Re-ask Perch about a finding after you change the code, without saving anything.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lakeday-org-perch/check-a-fix-before-committing/",
   "json": "https://dedupedai.com/use-cases/u/lakeday-org-perch/check-a-fix-before-committing.json",
   "md": "https://dedupedai.com/use-cases/lakeday-org-perch/check-a-fix-before-committing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lakeday-org-perch--check-a-fix-before-committing.json"
  },
  {
   "id": "lakeday-org-perch--add-custom-lint-rule",
   "repo": "lakeday-org/perch",
   "title": "Write a custom rule for your own code standard",
   "summary": "Add a plain-English rule to Perch.yaml so Perch checks a practice your team cares about.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lakeday-org-perch/add-custom-lint-rule/",
   "json": "https://dedupedai.com/use-cases/u/lakeday-org-perch/add-custom-lint-rule.json",
   "md": "https://dedupedai.com/use-cases/lakeday-org-perch/add-custom-lint-rule/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lakeday-org-perch--add-custom-lint-rule.json"
  },
  {
   "id": "lakeday-org-perch--let-coding-agent-use-perch",
   "repo": "lakeday-org/perch",
   "title": "Let a coding agent run Perch on its own changes",
   "summary": "Install Perch instructions for your AI coding assistant so it can scan its own edits.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/lakeday-org-perch/let-coding-agent-use-perch/",
   "json": "https://dedupedai.com/use-cases/u/lakeday-org-perch/let-coding-agent-use-perch.json",
   "md": "https://dedupedai.com/use-cases/lakeday-org-perch/let-coding-agent-use-perch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lakeday-org-perch--let-coding-agent-use-perch.json"
  },
  {
   "id": "lakeday-org-perch--gate-pull-requests-with-perch-cloud",
   "repo": "lakeday-org/perch",
   "title": "Scan pull requests in CI with Perch Cloud",
   "summary": "Have Perch review pull requests automatically, with no workflow file to write.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/lakeday-org-perch/gate-pull-requests-with-perch-cloud/",
   "json": "https://dedupedai.com/use-cases/u/lakeday-org-perch/gate-pull-requests-with-perch-cloud.json",
   "md": "https://dedupedai.com/use-cases/lakeday-org-perch/gate-pull-requests-with-perch-cloud/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lakeday-org-perch--gate-pull-requests-with-perch-cloud.json"
  },
  {
   "id": "lcoutodemos-chums--talk-to-claude-code-from-apple-watch",
   "repo": "lcoutodemos/chums",
   "title": "Talk to a Claude Code agent from your Apple Watch",
   "summary": "Hold the watch screen, say a request, and get your Mac's Claude Code agent to act on it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lcoutodemos-chums/talk-to-claude-code-from-apple-watch/",
   "json": "https://dedupedai.com/use-cases/u/lcoutodemos-chums/talk-to-claude-code-from-apple-watch.json",
   "md": "https://dedupedai.com/use-cases/lcoutodemos-chums/talk-to-claude-code-from-apple-watch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lcoutodemos-chums--talk-to-claude-code-from-apple-watch.json"
  },
  {
   "id": "lcoutodemos-chums--approve-agent-permissions-from-wrist",
   "repo": "lcoutodemos/chums",
   "title": "Approve or deny agent actions from your wrist",
   "summary": "Get a card on the watch when an agent asks for permission and allow or deny it in one motion.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lcoutodemos-chums/approve-agent-permissions-from-wrist/",
   "json": "https://dedupedai.com/use-cases/u/lcoutodemos-chums/approve-agent-permissions-from-wrist.json",
   "md": "https://dedupedai.com/use-cases/lcoutodemos-chums/approve-agent-permissions-from-wrist/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lcoutodemos-chums--approve-agent-permissions-from-wrist.json"
  },
  {
   "id": "lcoutodemos-chums--run-codex-agent-beside-claude-code",
   "repo": "lcoutodemos/chums",
   "title": "Run a Codex agent next to your Claude Code agents",
   "summary": "Switch one character from Claude Code to Codex and follow its terminal on the Mac.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lcoutodemos-chums/run-codex-agent-beside-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/lcoutodemos-chums/run-codex-agent-beside-claude-code.json",
   "md": "https://dedupedai.com/use-cases/lcoutodemos-chums/run-codex-agent-beside-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lcoutodemos-chums--run-codex-agent-beside-claude-code.json"
  },
  {
   "id": "lcoutodemos-chums--check-agents-from-iphone-with-charts",
   "repo": "lcoutodemos/chums",
   "title": "Review agent output and charts on your iPhone",
   "summary": "Read the same agent conversations on iPhone and open charts, pages and files the agent made.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/lcoutodemos-chums/check-agents-from-iphone-with-charts/",
   "json": "https://dedupedai.com/use-cases/u/lcoutodemos-chums/check-agents-from-iphone-with-charts.json",
   "md": "https://dedupedai.com/use-cases/lcoutodemos-chums/check-agents-from-iphone-with-charts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lcoutodemos-chums--check-agents-from-iphone-with-charts.json"
  },
  {
   "id": "leemysw-yovoice--narrate-text-file-with-agent",
   "repo": "leemysw/yovoice",
   "title": "Turn a text file into narration with an AI agent",
   "summary": "An agent reads a script file and saves a narrated WAV using your reference voice, with no desktop app open.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/leemysw-yovoice/narrate-text-file-with-agent/",
   "json": "https://dedupedai.com/use-cases/u/leemysw-yovoice/narrate-text-file-with-agent.json",
   "md": "https://dedupedai.com/use-cases/leemysw-yovoice/narrate-text-file-with-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/leemysw-yovoice--narrate-text-file-with-agent.json"
  },
  {
   "id": "leemysw-yovoice--dub-story-lines-by-character",
   "repo": "leemysw/yovoice",
   "title": "Dub a script or subtitle file line by line",
   "summary": "Import text or subtitles, assign a voice to each character, and generate every line in the desktop app.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/leemysw-yovoice/dub-story-lines-by-character/",
   "json": "https://dedupedai.com/use-cases/u/leemysw-yovoice/dub-story-lines-by-character.json",
   "md": "https://dedupedai.com/use-cases/leemysw-yovoice/dub-story-lines-by-character/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/leemysw-yovoice--dub-story-lines-by-character.json"
  },
  {
   "id": "leemysw-yovoice--write-song-from-lyrics-locally",
   "repo": "leemysw/yovoice",
   "title": "Generate a sung track from your own lyrics offline",
   "summary": "Write a style and lyrics with section markers, then generate a song with ACE-Step 1.5 in the local studio.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/leemysw-yovoice/write-song-from-lyrics-locally/",
   "json": "https://dedupedai.com/use-cases/u/leemysw-yovoice/write-song-from-lyrics-locally.json",
   "md": "https://dedupedai.com/use-cases/leemysw-yovoice/write-song-from-lyrics-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/leemysw-yovoice--write-song-from-lyrics-locally.json"
  },
  {
   "id": "leemysw-yovoice--arrange-midi-score-with-agent",
   "repo": "leemysw/yovoice",
   "title": "Arrange a multi-part score and export MIDI and stems",
   "summary": "Write parts by bar and beat, import MIDI or let an agent compose, render with a General MIDI sound font, and export.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/leemysw-yovoice/arrange-midi-score-with-agent/",
   "json": "https://dedupedai.com/use-cases/u/leemysw-yovoice/arrange-midi-score-with-agent.json",
   "md": "https://dedupedai.com/use-cases/leemysw-yovoice/arrange-midi-score-with-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/leemysw-yovoice--arrange-midi-score-with-agent.json"
  },
  {
   "id": "leemysw-yovoice--serve-local-audio-api-for-coding-agent",
   "repo": "leemysw/yovoice",
   "title": "Expose local audio generation as an API and MCP server",
   "summary": "Run Yovoice serve so Cursor or Claude Code can call the authenticated HTTP API and MCP inference service.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/leemysw-yovoice/serve-local-audio-api-for-coding-agent/",
   "json": "https://dedupedai.com/use-cases/u/leemysw-yovoice/serve-local-audio-api-for-coding-agent.json",
   "md": "https://dedupedai.com/use-cases/leemysw-yovoice/serve-local-audio-api-for-coding-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/leemysw-yovoice--serve-local-audio-api-for-coding-agent.json"
  },
  {
   "id": "lencx-minke--reach-minke-from-phone-over-tailscale",
   "repo": "lencx/Minke",
   "title": "Continue agent tasks from your phone over Tailscale",
   "summary": "Expose Minke's Web UI privately to your phone through Tailscale Serve over HTTPS.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lencx-minke/reach-minke-from-phone-over-tailscale/",
   "json": "https://dedupedai.com/use-cases/u/lencx-minke/reach-minke-from-phone-over-tailscale.json",
   "md": "https://dedupedai.com/use-cases/lencx-minke/reach-minke-from-phone-over-tailscale/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lencx-minke--reach-minke-from-phone-over-tailscale.json"
  },
  {
   "id": "lencx-minke--build-minke-from-source-for-development",
   "repo": "lencx/Minke",
   "title": "Run Minke in development mode from a source checkout",
   "summary": "Stage the pinned DeepSeek Harness runtime and launch the Minke development app.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lencx-minke/build-minke-from-source-for-development/",
   "json": "https://dedupedai.com/use-cases/u/lencx-minke/build-minke-from-source-for-development.json",
   "md": "https://dedupedai.com/use-cases/lencx-minke/build-minke-from-source-for-development/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lencx-minke--build-minke-from-source-for-development.json"
  },
  {
   "id": "lencx-minke--verify-minke-download-before-install",
   "repo": "lencx/Minke",
   "title": "Check a Minke installer against published SHA-256 digests",
   "summary": "Confirm a downloaded Minke package matches the official release checksums before installing it.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lencx-minke/verify-minke-download-before-install/",
   "json": "https://dedupedai.com/use-cases/u/lencx-minke/verify-minke-download-before-install.json",
   "md": "https://dedupedai.com/use-cases/lencx-minke/verify-minke-download-before-install/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lencx-minke--verify-minke-download-before-install.json"
  },
  {
   "id": "leonxlnx-cinetic--launch-teaser-with-sound",
   "repo": "Leonxlnx/cinetic",
   "title": "Make a 25-second launch teaser with sound",
   "summary": "Have an agent brand, direct, score and render a launch film from a short brief.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "repo": "Leonxlnx/cinetic",
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   "repo": "Leonxlnx/unlazy",
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   "title": "Control Blender from OpenCode or another MCP client",
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   "title": "Find and import a Poly Haven asset after approval",
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   "category": "Software and DevOps",
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    "Software and DevOps"
   ],
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lidge-jun-aside-codemode/count-matches-in-a-very-large-tree/",
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  },
  {
   "id": "lidge-jun-aside-codemode--list-files-by-name-pattern-quickly",
   "repo": "lidge-jun/aside-codemode",
   "title": "List files of one type across a large folder fast",
   "summary": "Return every path matching a file pattern from a big tree without listing noise.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/lidge-jun-aside-codemode--list-files-by-name-pattern-quickly.json"
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  {
   "id": "limelit-co-open--track-brand-ai-visibility-vs-competitors",
   "repo": "limelit-co/open",
   "title": "Track your brand's AI answer visibility against rivals",
   "summary": "Run one self-hosted pass that shows how often AI engines mention your brand versus competitors.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/limelit-co-open/track-brand-ai-visibility-vs-competitors/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/limelit-co-open--track-brand-ai-visibility-vs-competitors.json"
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  {
   "id": "limelit-co-open--ask-claude-about-ai-visibility-data",
   "repo": "limelit-co/open",
   "title": "Let Claude answer AI visibility questions from your data",
   "summary": "Connect Claude to a local Limelit instance so it can read your visibility data in plain language.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "limelit-co-open--find-sources-ai-engines-cite",
   "repo": "limelit-co/open",
   "title": "Find which sites AI engines cite for your category",
   "summary": "See which pages engines trust, classified as your own, competitor, social, informational or other.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/limelit-co-open--find-sources-ai-engines-cite.json"
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  {
   "id": "limelit-co-open--export-visibility-data-for-reporting",
   "repo": "limelit-co/open",
   "title": "Export all visibility data as JSON or CSV",
   "summary": "Pull the whole instance into one JSON file or a folder of CSVs for your own analysis or board material.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
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   "lang": "go",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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  {
   "id": "lingcang728-zeppbridge--ask-ai-about-your-sleep-and-training-trends",
   "repo": "lingcang728/ZeppBridge",
   "title": "Ask an AI to explain your sleep and training trends",
   "summary": "Sync your Zepp records locally, pick the dates you care about, and get a Markdown file to discuss with your AI.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
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   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/lingcang728-zeppbridge/ask-ai-about-your-sleep-and-training-trends/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lingcang728-zeppbridge--ask-ai-about-your-sleep-and-training-trends.json"
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  {
   "id": "lingcang728-zeppbridge--turn-an-ai-reply-into-a-training-plan-for-your-watch",
   "repo": "lingcang728/ZeppBridge",
   "title": "Turn an AI coaching reply into a plan on your watch",
   "summary": "Paste an AI-written week of workouts into Zepp Bridge, adjust each session, and send it to a compatible watch.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/lingcang728-zeppbridge/turn-an-ai-reply-into-a-training-plan-for-your-watch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lingcang728-zeppbridge--turn-an-ai-reply-into-a-training-plan-for-your-watch.json"
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  {
   "id": "lingcang728-zeppbridge--give-a-local-ai-agent-read-only-access-to-your-health-record",
   "repo": "lingcang728/ZeppBridge",
   "title": "Give a local AI agent read-only access to your records",
   "summary": "Install the headless tools and connect an MCP client so it can query your local Zepp Bridge database.",
   "category": "Data and analytics",
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    "Data and analytics"
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   "md": "https://dedupedai.com/use-cases/lingcang728-zeppbridge/give-a-local-ai-agent-read-only-access-to-your-health-record/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lingcang728-zeppbridge--give-a-local-ai-agent-read-only-access-to-your-health-record.json"
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   "id": "lingcang728-zeppbridge--back-up-and-export-your-full-health-history",
   "repo": "lingcang728/ZeppBridge",
   "title": "Back up and export your full health history",
   "summary": "Take verified database snapshots and export your records as JSON, CSV, GPX or FIT for safekeeping.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
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  {
   "id": "lingcang728-zeppbridge--run-scheduled-syncs-on-a-home-server",
   "repo": "lingcang728/ZeppBridge",
   "title": "Run scheduled record syncs on a home server",
   "summary": "Use the headless Docker image to keep your local library current without a desktop session.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "linklyai-best-skills--ask-agent-about-skill-rankings",
   "repo": "LinklyAI/best-skills",
   "title": "Ask an agent which skills are worth installing",
   "summary": "Give an AI agent the ranking guide so it can answer questions about top skills from current data.",
   "category": "Data and analytics",
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    "Data and analytics"
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   "id": "linklyai-best-skills--install-best-skills-as-standing-knowledge",
   "repo": "LinklyAI/best-skills",
   "title": "Install the ranking data as a skill for an agent",
   "summary": "Install the Best Skills repo as a skill so an agent keeps the rankings as standing context.",
   "category": "Data and analytics",
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    "Data and analytics"
   ],
   "lang": "",
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   "seen_in_the_wild": false,
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   "id": "linklyai-best-skills--spot-fast-rising-and-talked-about-skills",
   "repo": "LinklyAI/best-skills",
   "title": "Find skills gaining installs and social attention",
   "summary": "Compare the 7-day trending list with the social buzz list to see which skills are rising and talked about.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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  {
   "id": "linklyai-best-skills--compare-china-and-global-skill-installs",
   "repo": "LinklyAI/best-skills",
   "title": "Compare skill installs across China and global registries",
   "summary": "Use the top installs file to see which skills lead on skills.sh, ClawHub and Tencent SkillHub.",
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   "id": "linklyai-best-skills--shortlist-verified-official-skills",
   "repo": "LinklyAI/best-skills",
   "title": "Shortlist verified official agent skills",
   "summary": "Pull the Official 100 list to pick skills published by verified publishers on each registry.",
   "category": "Data and analytics",
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   "id": "lithos-ai-lithos-metal--local-coding-agent-backend",
   "repo": "lithos-ai/lithos-metal",
   "title": "Run a local model as the backend for a coding agent",
   "summary": "Serve Qwen3.8-27B on your Mac and point a coding agent at it without sending code to a hosted API.",
   "category": "Software and DevOps",
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   "id": "lithos-ai-lithos-metal--call-local-api-from-scripts",
   "repo": "lithos-ai/lithos-metal",
   "title": "Call the local model from scripts over HTTP",
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   "category": "Software and DevOps",
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   "lang": "python",
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   "id": "lithos-ai-lithos-metal--compare-draft-and-target-only-generation",
   "repo": "lithos-ai/lithos-metal",
   "title": "Compare speculative and target-only generation",
   "summary": "Run the same model with DSpark drafting on and off to see how the setting changes output speed.",
   "category": "Software and DevOps",
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   "date": "2026-10-20",
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   "id": "livxue-dsh-plugin-shop--install-plugin-shop-in-dsh",
   "repo": "LivXue/dsh-plugin-shop",
   "title": "Install the plugin shop and browse DSH plugins",
   "summary": "Add the DSH Plugin Shop package to your dsh profile and open the shop page in the sidebar.",
   "category": "Software and DevOps",
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   "summary": "Let an agent run the non-interactive install steps and confirm the plugin is in the profile.",
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  {
   "id": "livxue-dsh-plugin-shop--list-plugin-in-catalog",
   "repo": "LivXue/dsh-plugin-shop",
   "title": "List your DSH plugin in the community catalog",
   "summary": "Add the right keyword and metadata to your npm package so the daily build discovers and lists it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/livxue-dsh-plugin-shop/list-plugin-in-catalog/",
   "json": "https://dedupedai.com/use-cases/u/livxue-dsh-plugin-shop/list-plugin-in-catalog.json",
   "md": "https://dedupedai.com/use-cases/livxue-dsh-plugin-shop/list-plugin-in-catalog/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/livxue-dsh-plugin-shop--list-plugin-in-catalog.json"
  },
  {
   "id": "livxue-dsh-plugin-shop--audit-catalog-index-data",
   "repo": "LivXue/dsh-plugin-shop",
   "title": "Pull the catalog index to audit plugin counts and rejections",
   "summary": "Read the published index.json and its data files to review what the catalog lists and rejects.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/livxue-dsh-plugin-shop/audit-catalog-index-data/",
   "json": "https://dedupedai.com/use-cases/u/livxue-dsh-plugin-shop/audit-catalog-index-data.json",
   "md": "https://dedupedai.com/use-cases/livxue-dsh-plugin-shop/audit-catalog-index-data/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/livxue-dsh-plugin-shop--audit-catalog-index-data.json"
  },
  {
   "id": "liyingze07-svg-effectiveautoresearch-ear--explore-ear-demo-in-browser",
   "repo": "liyingze07-svg/EffectiveAutoResearch-EAR-",
   "title": "Explore the EAR demo in a local browser studio",
   "summary": "Run the offline studio to see idea trees, proof checks and rebuttal traces with no API key.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/liyingze07-svg-effectiveautoresearch-ear/explore-ear-demo-in-browser/",
   "json": "https://dedupedai.com/use-cases/u/liyingze07-svg-effectiveautoresearch-ear/explore-ear-demo-in-browser.json",
   "md": "https://dedupedai.com/use-cases/liyingze07-svg-effectiveautoresearch-ear/explore-ear-demo-in-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/liyingze07-svg-effectiveautoresearch-ear--explore-ear-demo-in-browser.json"
  },
  {
   "id": "liyingze07-svg-effectiveautoresearch-ear--turn-research-direction-into-ranked-proposal",
   "repo": "liyingze07-svg/EffectiveAutoResearch-EAR-",
   "title": "Turn a research direction into a ranked proposal",
   "summary": "Use AutoVibeIdea to map literature, rank candidate ideas and draft a proposal.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/liyingze07-svg-effectiveautoresearch-ear/turn-research-direction-into-ranked-proposal/",
   "json": "https://dedupedai.com/use-cases/u/liyingze07-svg-effectiveautoresearch-ear/turn-research-direction-into-ranked-proposal.json",
   "md": "https://dedupedai.com/use-cases/liyingze07-svg-effectiveautoresearch-ear/turn-research-direction-into-ranked-proposal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/liyingze07-svg-effectiveautoresearch-ear--turn-research-direction-into-ranked-proposal.json"
  },
  {
   "id": "liyingze07-svg-effectiveautoresearch-ear--inspect-offline-math-proof-artifacts",
   "repo": "liyingze07-svg/EffectiveAutoResearch-EAR-",
   "title": "Inspect saved proof artifacts from the offline math run",
   "summary": "Run the offline math fixture to see proof checks, rejection and saved manuscript files.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/liyingze07-svg-effectiveautoresearch-ear/inspect-offline-math-proof-artifacts/",
   "json": "https://dedupedai.com/use-cases/u/liyingze07-svg-effectiveautoresearch-ear/inspect-offline-math-proof-artifacts.json",
   "md": "https://dedupedai.com/use-cases/liyingze07-svg-effectiveautoresearch-ear/inspect-offline-math-proof-artifacts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/liyingze07-svg-effectiveautoresearch-ear--inspect-offline-math-proof-artifacts.json"
  },
  {
   "id": "liyingze07-svg-effectiveautoresearch-ear--draft-evidence-linked-rebuttal",
   "repo": "liyingze07-svg/EffectiveAutoResearch-EAR-",
   "title": "Draft evidence-linked replies to reviewer comments",
   "summary": "Use AutoRebuttal to tie each reviewer concern to paper evidence before writing replies.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/liyingze07-svg-effectiveautoresearch-ear/draft-evidence-linked-rebuttal/",
   "json": "https://dedupedai.com/use-cases/u/liyingze07-svg-effectiveautoresearch-ear/draft-evidence-linked-rebuttal.json",
   "md": "https://dedupedai.com/use-cases/liyingze07-svg-effectiveautoresearch-ear/draft-evidence-linked-rebuttal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/liyingze07-svg-effectiveautoresearch-ear--draft-evidence-linked-rebuttal.json"
  },
  {
   "id": "lobehub-awesome-rsi--build-rsi-reading-path",
   "repo": "lobehub/awesome-rsi",
   "title": "Build a staged reading path on recursive self-improvement",
   "summary": "Turn the list's fundamentals and surveys into an ordered reading plan for a new team member.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lobehub-awesome-rsi/build-rsi-reading-path/",
   "json": "https://dedupedai.com/use-cases/u/lobehub-awesome-rsi/build-rsi-reading-path.json",
   "md": "https://dedupedai.com/use-cases/lobehub-awesome-rsi/build-rsi-reading-path/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lobehub-awesome-rsi--build-rsi-reading-path.json"
  },
  {
   "id": "lobehub-awesome-rsi--check-rsi-claims-with-evidence-levels",
   "repo": "lobehub/awesome-rsi",
   "title": "Check RSI claims against the list's three evidence levels",
   "summary": "Sort a set of self-improvement papers by task gain, retained gain, or improver gain.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lobehub-awesome-rsi/check-rsi-claims-with-evidence-levels/",
   "json": "https://dedupedai.com/use-cases/u/lobehub-awesome-rsi/check-rsi-claims-with-evidence-levels.json",
   "md": "https://dedupedai.com/use-cases/lobehub-awesome-rsi/check-rsi-claims-with-evidence-levels/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lobehub-awesome-rsi--check-rsi-claims-with-evidence-levels.json"
  },
  {
   "id": "lobehub-awesome-rsi--pick-benchmarks-for-self-improvement-tests",
   "repo": "lobehub/awesome-rsi",
   "title": "Pick benchmarks for testing a self-improving agent",
   "summary": "Shortlist RSI-specific and proxy benchmarks from the list to test an agent you are building.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lobehub-awesome-rsi/pick-benchmarks-for-self-improvement-tests/",
   "json": "https://dedupedai.com/use-cases/u/lobehub-awesome-rsi/pick-benchmarks-for-self-improvement-tests.json",
   "md": "https://dedupedai.com/use-cases/lobehub-awesome-rsi/pick-benchmarks-for-self-improvement-tests/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lobehub-awesome-rsi--pick-benchmarks-for-self-improvement-tests.json"
  },
  {
   "id": "lobehub-awesome-rsi--scout-self-evolving-agent-frameworks",
   "repo": "lobehub/awesome-rsi",
   "title": "Scout open frameworks for self-evolving agent harnesses",
   "summary": "Find frameworks in the list that evolve memory, skills, or harness code for an agent.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/lobehub-awesome-rsi/scout-self-evolving-agent-frameworks/",
   "json": "https://dedupedai.com/use-cases/u/lobehub-awesome-rsi/scout-self-evolving-agent-frameworks.json",
   "md": "https://dedupedai.com/use-cases/lobehub-awesome-rsi/scout-self-evolving-agent-frameworks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lobehub-awesome-rsi--scout-self-evolving-agent-frameworks.json"
  },
  {
   "id": "lodyai-lody--connect-machine-and-dispatch-work",
   "repo": "LodyAI/Lody",
   "title": "Connect a machine and dispatch agent work to it",
   "summary": "Attach a laptop, server, or cloud VM to your workspace and start agent sessions on it from the CLI.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lodyai-lody/connect-machine-and-dispatch-work/",
   "json": "https://dedupedai.com/use-cases/u/lodyai-lody/connect-machine-and-dispatch-work.json",
   "md": "https://dedupedai.com/use-cases/lodyai-lody/connect-machine-and-dispatch-work/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lodyai-lody--connect-machine-and-dispatch-work.json"
  },
  {
   "id": "lodyai-lody--share-agent-conversation-with-team",
   "repo": "LodyAI/Lody",
   "title": "Share a live agent conversation with teammates",
   "summary": "Open the same agent conversation with teammates to review the transcript, files, and changes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lodyai-lody/share-agent-conversation-with-team/",
   "json": "https://dedupedai.com/use-cases/u/lodyai-lody/share-agent-conversation-with-team.json",
   "md": "https://dedupedai.com/use-cases/lodyai-lody/share-agent-conversation-with-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lodyai-lody--share-agent-conversation-with-team.json"
  },
  {
   "id": "lodyai-lody--delegate-bug-work-across-parallel-conversations",
   "repo": "LodyAI/Lody",
   "title": "Have a main agent delegate bug work to parallel chats",
   "summary": "Use one coordinating conversation to split a bug into investigation, fix, and test conversations.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lodyai-lody/delegate-bug-work-across-parallel-conversations/",
   "json": "https://dedupedai.com/use-cases/u/lodyai-lody/delegate-bug-work-across-parallel-conversations.json",
   "md": "https://dedupedai.com/use-cases/lodyai-lody/delegate-bug-work-across-parallel-conversations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lodyai-lody--delegate-bug-work-across-parallel-conversations.json"
  },
  {
   "id": "lodyai-lody--isolate-parallel-agent-changes-in-worktrees",
   "repo": "LodyAI/Lody",
   "title": "Run parallel agent changes in separate Git worktrees",
   "summary": "Give each session its own Git worktree and review diffs and pull request status beside the chat.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/lodyai-lody/isolate-parallel-agent-changes-in-worktrees/",
   "json": "https://dedupedai.com/use-cases/u/lodyai-lody/isolate-parallel-agent-changes-in-worktrees.json",
   "md": "https://dedupedai.com/use-cases/lodyai-lody/isolate-parallel-agent-changes-in-worktrees/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lodyai-lody--isolate-parallel-agent-changes-in-worktrees.json"
  },
  {
   "id": "logicrw-awesome-jev-projects--find-jev-projects-by-task",
   "repo": "logicrw/awesome-jev-projects",
   "title": "Find Jev agent projects that match a task",
   "summary": "Filter the catalog by category and open entry details to shortlist candidate repos.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/logicrw-awesome-jev-projects/find-jev-projects-by-task/",
   "json": "https://dedupedai.com/use-cases/u/logicrw-awesome-jev-projects/find-jev-projects-by-task.json",
   "md": "https://dedupedai.com/use-cases/logicrw-awesome-jev-projects/find-jev-projects-by-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/logicrw-awesome-jev-projects--find-jev-projects-by-task.json"
  },
  {
   "id": "logicrw-awesome-jev-projects--query-jev-projects-from-terminal",
   "repo": "logicrw/awesome-jev-projects",
   "title": "Query Jev projects by domain from a terminal",
   "summary": "Install the Agent Skill so a terminal or agent can search projects and pinned source evidence.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/logicrw-awesome-jev-projects/query-jev-projects-from-terminal/",
   "json": "https://dedupedai.com/use-cases/u/logicrw-awesome-jev-projects/query-jev-projects-from-terminal.json",
   "md": "https://dedupedai.com/use-cases/logicrw-awesome-jev-projects/query-jev-projects-from-terminal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/logicrw-awesome-jev-projects--query-jev-projects-from-terminal.json"
  },
  {
   "id": "logicrw-awesome-jev-projects--vet-browser-control-jev-projects",
   "repo": "logicrw/awesome-jev-projects",
   "title": "Vet browser and desktop control Jev projects safely",
   "summary": "Compare Jev-driven browser and desktop control projects before running any of them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/logicrw-awesome-jev-projects/vet-browser-control-jev-projects/",
   "json": "https://dedupedai.com/use-cases/u/logicrw-awesome-jev-projects/vet-browser-control-jev-projects.json",
   "md": "https://dedupedai.com/use-cases/logicrw-awesome-jev-projects/vet-browser-control-jev-projects/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/logicrw-awesome-jev-projects--vet-browser-control-jev-projects.json"
  },
  {
   "id": "logicrw-awesome-jev-projects--submit-jev-project-via-issue",
   "repo": "logicrw/awesome-jev-projects",
   "title": "Submit a missing Jev project through the Issue form",
   "summary": "Add a project to the catalog using the GitHub Issue template, not a pull request.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/logicrw-awesome-jev-projects/submit-jev-project-via-issue/",
   "json": "https://dedupedai.com/use-cases/u/logicrw-awesome-jev-projects/submit-jev-project-via-issue.json",
   "md": "https://dedupedai.com/use-cases/logicrw-awesome-jev-projects/submit-jev-project-via-issue/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/logicrw-awesome-jev-projects--submit-jev-project-via-issue.json"
  },
  {
   "id": "longsurf-ai-endo--schedule-daily-priorities-summary",
   "repo": "longsurf-ai/endo",
   "title": "Get a daily priorities summary on a schedule",
   "summary": "Have Endo run a standing prompt every weekday morning and read the result in chat.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/longsurf-ai-endo/schedule-daily-priorities-summary/",
   "json": "https://dedupedai.com/use-cases/u/longsurf-ai-endo/schedule-daily-priorities-summary.json",
   "md": "https://dedupedai.com/use-cases/longsurf-ai-endo/schedule-daily-priorities-summary/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/longsurf-ai-endo--schedule-daily-priorities-summary.json"
  },
  {
   "id": "longsurf-ai-endo--compare-agents-in-one-thread",
   "repo": "longsurf-ai/endo",
   "title": "Compare answers from Codex and Claude Code in one thread",
   "summary": "Ask one question, switch agents mid-thread, and dig into the answer that fits best.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/longsurf-ai-endo/compare-agents-in-one-thread/",
   "json": "https://dedupedai.com/use-cases/u/longsurf-ai-endo/compare-agents-in-one-thread.json",
   "md": "https://dedupedai.com/use-cases/longsurf-ai-endo/compare-agents-in-one-thread/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/longsurf-ai-endo--compare-agents-in-one-thread.json"
  },
  {
   "id": "longsurf-ai-endo--fan-out-best-of-n-workflow",
   "repo": "longsurf-ai/endo",
   "title": "Fan a question out to several agents with best-of-n",
   "summary": "Run the shipped best-of-n workflow to collect and compare multiple agent answers.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/longsurf-ai-endo/fan-out-best-of-n-workflow/",
   "json": "https://dedupedai.com/use-cases/u/longsurf-ai-endo/fan-out-best-of-n-workflow.json",
   "md": "https://dedupedai.com/use-cases/longsurf-ai-endo/fan-out-best-of-n-workflow/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/longsurf-ai-endo--fan-out-best-of-n-workflow.json"
  },
  {
   "id": "longsurf-ai-endo--add-resource-to-endo-app",
   "repo": "longsurf-ai/endo",
   "title": "Add a typed Resource to the Endo app for your own data",
   "summary": "Define one table and schema, then get an API, agent tools and live updates from it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/longsurf-ai-endo/add-resource-to-endo-app/",
   "json": "https://dedupedai.com/use-cases/u/longsurf-ai-endo/add-resource-to-endo-app.json",
   "md": "https://dedupedai.com/use-cases/longsurf-ai-endo/add-resource-to-endo-app/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/longsurf-ai-endo--add-resource-to-endo-app.json"
  },
  {
   "id": "longsurf-ai-openchart--draw-chart-and-alert-on-levels",
   "repo": "longsurf-ai/openchart",
   "title": "Draw a price level and get alerted when it breaks",
   "summary": "Install the Desktop app, draw a line or zone on a chart, and set an alert for when price crosses it.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/longsurf-ai-openchart/draw-chart-and-alert-on-levels/",
   "json": "https://dedupedai.com/use-cases/u/longsurf-ai-openchart/draw-chart-and-alert-on-levels.json",
   "md": "https://dedupedai.com/use-cases/longsurf-ai-openchart/draw-chart-and-alert-on-levels/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/longsurf-ai-openchart--draw-chart-and-alert-on-levels.json"
  },
  {
   "id": "longsurf-ai-openchart--explain-a-price-move-with-sourced-notes",
   "repo": "longsurf-ai/openchart",
   "title": "Explain what moved a chart with sourced annotations",
   "summary": "Select a price range and have your agent research the move, with source-linked notes pinned to the bars.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/longsurf-ai-openchart/explain-a-price-move-with-sourced-notes/",
   "json": "https://dedupedai.com/use-cases/u/longsurf-ai-openchart/explain-a-price-move-with-sourced-notes.json",
   "md": "https://dedupedai.com/use-cases/longsurf-ai-openchart/explain-a-price-move-with-sourced-notes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/longsurf-ai-openchart--explain-a-price-move-with-sourced-notes.json"
  },
  {
   "id": "longsurf-ai-openchart--build-alert-monitor-from-plain-language",
   "repo": "longsurf-ai/openchart",
   "title": "Turn a plain-language watch rule into a Tea monitor",
   "summary": "Describe a market condition to your agent and get a Tea monitor that checks incoming data and investigates when it fires.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/longsurf-ai-openchart/build-alert-monitor-from-plain-language/",
   "json": "https://dedupedai.com/use-cases/u/longsurf-ai-openchart/build-alert-monitor-from-plain-language.json",
   "md": "https://dedupedai.com/use-cases/longsurf-ai-openchart/build-alert-monitor-from-plain-language/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/longsurf-ai-openchart--build-alert-monitor-from-plain-language.json"
  },
  {
   "id": "longsurf-ai-openchart--write-custom-indicator-in-tea",
   "repo": "longsurf-ai/openchart",
   "title": "Write a custom indicator in Tea",
   "summary": "Code your own indicator or condition in Tea using functions, loops, state, and collections.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/longsurf-ai-openchart/write-custom-indicator-in-tea/",
   "json": "https://dedupedai.com/use-cases/u/longsurf-ai-openchart/write-custom-indicator-in-tea.json",
   "md": "https://dedupedai.com/use-cases/longsurf-ai-openchart/write-custom-indicator-in-tea/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/longsurf-ai-openchart--write-custom-indicator-in-tea.json"
  },
  {
   "id": "longsurf-ai-openchart--set-up-source-build-for-contributors",
   "repo": "longsurf-ai/openchart",
   "title": "Set up a source build to contribute to OpenChart",
   "summary": "Clone the repo, install the pinned toolchain, run the app from source, and run checks before a pull request.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/longsurf-ai-openchart/set-up-source-build-for-contributors/",
   "json": "https://dedupedai.com/use-cases/u/longsurf-ai-openchart/set-up-source-build-for-contributors.json",
   "md": "https://dedupedai.com/use-cases/longsurf-ai-openchart/set-up-source-build-for-contributors/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/longsurf-ai-openchart--set-up-source-build-for-contributors.json"
  },
  {
   "id": "lordx64-phantom-kv--compare-refusal-removal-methods-on-one-eval",
   "repo": "lordx64/phantom-kv",
   "title": "Compare refusal-removal methods on one eval set",
   "summary": "Line up weight edits, activation hooks, and cache grafts on the same refusal metrics.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lordx64-phantom-kv/compare-refusal-removal-methods-on-one-eval/",
   "json": "https://dedupedai.com/use-cases/u/lordx64-phantom-kv/compare-refusal-removal-methods-on-one-eval.json",
   "md": "https://dedupedai.com/use-cases/lordx64-phantom-kv/compare-refusal-removal-methods-on-one-eval/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lordx64-phantom-kv--compare-refusal-removal-methods-on-one-eval.json"
  },
  {
   "id": "lordx64-phantom-kv--verify-graft-reversibility-and-model-binding",
   "repo": "lordx64/phantom-kv",
   "title": "Verify that a graft unloads cleanly and stays bound to its model",
   "summary": "Check the reversibility and model-id claims before a model deployment is signed off.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lordx64-phantom-kv/verify-graft-reversibility-and-model-binding/",
   "json": "https://dedupedai.com/use-cases/u/lordx64-phantom-kv/verify-graft-reversibility-and-model-binding.json",
   "md": "https://dedupedai.com/use-cases/lordx64-phantom-kv/verify-graft-reversibility-and-model-binding/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lordx64-phantom-kv--verify-graft-reversibility-and-model-binding.json"
  },
  {
   "id": "lordx64-phantom-kv--summarize-graft-dose-findings-for-red-team-report",
   "repo": "lordx64/phantom-kv",
   "title": "Summarize graft dose findings for a red-team report",
   "summary": "Turn the README's measured robustness results into a memo that separates results from roadmap.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lordx64-phantom-kv/summarize-graft-dose-findings-for-red-team-report/",
   "json": "https://dedupedai.com/use-cases/u/lordx64-phantom-kv/summarize-graft-dose-findings-for-red-team-report.json",
   "md": "https://dedupedai.com/use-cases/lordx64-phantom-kv/summarize-graft-dose-findings-for-red-team-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lordx64-phantom-kv--summarize-graft-dose-findings-for-red-team-report.json"
  },
  {
   "id": "losalossantos-aurelio-finance--try-demo-household-data",
   "repo": "LosaLosSantos/aurelio-finance",
   "title": "Test the app on invented household data first",
   "summary": "Start the app with invented data to see every screen before entering real finances.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/try-demo-household-data/",
   "json": "https://dedupedai.com/use-cases/u/losalossantos-aurelio-finance/try-demo-household-data.json",
   "md": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/try-demo-household-data/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/losalossantos-aurelio-finance--try-demo-household-data.json"
  },
  {
   "id": "losalossantos-aurelio-finance--track-net-worth-on-own-computer",
   "repo": "LosaLosSantos/aurelio-finance",
   "title": "Track net worth and holdings on your own computer",
   "summary": "Keep banks, brokers, cash, holdings and debts in one local app that stays on your machine.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/track-net-worth-on-own-computer/",
   "json": "https://dedupedai.com/use-cases/u/losalossantos-aurelio-finance/track-net-worth-on-own-computer.json",
   "md": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/track-net-worth-on-own-computer/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/losalossantos-aurelio-finance--track-net-worth-on-own-computer.json"
  },
  {
   "id": "losalossantos-aurelio-finance--ask-ai-advisor-about-own-records",
   "repo": "LosaLosSantos/aurelio-finance",
   "title": "Get answers about your records from an AI advisor",
   "summary": "Chat with an AI advisor that answers from your own records, using your own OpenRouter key.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/ask-ai-advisor-about-own-records/",
   "json": "https://dedupedai.com/use-cases/u/losalossantos-aurelio-finance/ask-ai-advisor-about-own-records.json",
   "md": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/ask-ai-advisor-about-own-records/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/losalossantos-aurelio-finance--ask-ai-advisor-about-own-records.json"
  },
  {
   "id": "losalossantos-aurelio-finance--see-hidden-overlap-in-funds",
   "repo": "LosaLosSantos/aurelio-finance",
   "title": "See what your funds really hold with look-through",
   "summary": "Break down fund holdings by country, sector, company and currency to find overlap.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/see-hidden-overlap-in-funds/",
   "json": "https://dedupedai.com/use-cases/u/losalossantos-aurelio-finance/see-hidden-overlap-in-funds.json",
   "md": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/see-hidden-overlap-in-funds/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/losalossantos-aurelio-finance--see-hidden-overlap-in-funds.json"
  },
  {
   "id": "losalossantos-aurelio-finance--run-tests-and-dev-servers",
   "repo": "LosaLosSantos/aurelio-finance",
   "title": "Run the test suites and dev servers after changes",
   "summary": "Check backend and frontend tests and start hot reload servers while editing the code.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/run-tests-and-dev-servers/",
   "json": "https://dedupedai.com/use-cases/u/losalossantos-aurelio-finance/run-tests-and-dev-servers.json",
   "md": "https://dedupedai.com/use-cases/losalossantos-aurelio-finance/run-tests-and-dev-servers/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/losalossantos-aurelio-finance--run-tests-and-dev-servers.json"
  },
  {
   "id": "lotchuazzz-crypto-papergraph-mcp--map-math-paper-results",
   "repo": "lotchuazzz-crypto/papergraph-mcp",
   "title": "Map a math paper's main results before reading",
   "summary": "Get a Paper Map of structure, main-result candidates, and external reading risks before you pick a theorem.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lotchuazzz-crypto-papergraph-mcp/map-math-paper-results/",
   "json": "https://dedupedai.com/use-cases/u/lotchuazzz-crypto-papergraph-mcp/map-math-paper-results.json",
   "md": "https://dedupedai.com/use-cases/lotchuazzz-crypto-papergraph-mcp/map-math-paper-results/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lotchuazzz-crypto-papergraph-mcp--map-math-paper-results.json"
  },
  {
   "id": "lotchuazzz-crypto-papergraph-mcp--trace-theorem-dependencies",
   "repo": "lotchuazzz-crypto/papergraph-mcp",
   "title": "Trace a theorem's dependencies before reading its proof",
   "summary": "See direct and recursive dependencies, shared prerequisites, and unknowns for one chosen result.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lotchuazzz-crypto-papergraph-mcp/trace-theorem-dependencies/",
   "json": "https://dedupedai.com/use-cases/u/lotchuazzz-crypto-papergraph-mcp/trace-theorem-dependencies.json",
   "md": "https://dedupedai.com/use-cases/lotchuazzz-crypto-papergraph-mcp/trace-theorem-dependencies/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lotchuazzz-crypto-papergraph-mcp--trace-theorem-dependencies.json"
  },
  {
   "id": "lotchuazzz-crypto-papergraph-mcp--find-public-full-text-for-doi",
   "repo": "lotchuazzz-crypto/papergraph-mcp",
   "title": "Find public full text for a DOI paper",
   "summary": "Discover public PDF candidates for a DOI and import the root paper when one eligible copy exists.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lotchuazzz-crypto-papergraph-mcp/find-public-full-text-for-doi/",
   "json": "https://dedupedai.com/use-cases/u/lotchuazzz-crypto-papergraph-mcp/find-public-full-text-for-doi.json",
   "md": "https://dedupedai.com/use-cases/lotchuazzz-crypto-papergraph-mcp/find-public-full-text-for-doi/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lotchuazzz-crypto-papergraph-mcp--find-public-full-text-for-doi.json"
  },
  {
   "id": "lotchuazzz-crypto-papergraph-mcp--export-reading-report-and-plan",
   "repo": "lotchuazzz-crypto/papergraph-mcp",
   "title": "Export a Reading Report and cross-paper reading plan",
   "summary": "Save checkpoints and notes, then export Markdown reports that summarize your reading across papers.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/lotchuazzz-crypto-papergraph-mcp/export-reading-report-and-plan/",
   "json": "https://dedupedai.com/use-cases/u/lotchuazzz-crypto-papergraph-mcp/export-reading-report-and-plan.json",
   "md": "https://dedupedai.com/use-cases/lotchuazzz-crypto-papergraph-mcp/export-reading-report-and-plan/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lotchuazzz-crypto-papergraph-mcp--export-reading-report-and-plan.json"
  },
  {
   "id": "lotvulture-lotvulture--live-lot-occupancy-dashboard",
   "repo": "lotvulture/lotvulture",
   "title": "Show live space-by-space occupancy from existing cameras",
   "summary": "Turn existing lot cameras into a live occupancy map with per-space status updates.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lotvulture-lotvulture/live-lot-occupancy-dashboard/",
   "json": "https://dedupedai.com/use-cases/u/lotvulture-lotvulture/live-lot-occupancy-dashboard.json",
   "md": "https://dedupedai.com/use-cases/lotvulture-lotvulture/live-lot-occupancy-dashboard/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lotvulture-lotvulture--live-lot-occupancy-dashboard.json"
  },
  {
   "id": "lotvulture-lotvulture--push-availability-to-signs-and-home-assistant",
   "repo": "lotvulture/lotvulture",
   "title": "Push lot availability to road signs and Home Assistant",
   "summary": "Send capacity and space changes over MQTT to LED signage or Home Assistant automations.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lotvulture-lotvulture/push-availability-to-signs-and-home-assistant/",
   "json": "https://dedupedai.com/use-cases/u/lotvulture-lotvulture/push-availability-to-signs-and-home-assistant.json",
   "md": "https://dedupedai.com/use-cases/lotvulture-lotvulture/push-availability-to-signs-and-home-assistant/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lotvulture-lotvulture--push-availability-to-signs-and-home-assistant.json"
  },
  {
   "id": "lotvulture-lotvulture--review-lot-utilization-history",
   "repo": "lotvulture/lotvulture",
   "title": "Audit past lot use with the scrubbing timeline",
   "summary": "Replay past occupancy by second and open snapshots of each state change.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lotvulture-lotvulture/review-lot-utilization-history/",
   "json": "https://dedupedai.com/use-cases/u/lotvulture-lotvulture/review-lot-utilization-history.json",
   "md": "https://dedupedai.com/use-cases/lotvulture-lotvulture/review-lot-utilization-history/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lotvulture-lotvulture--review-lot-utilization-history.json"
  },
  {
   "id": "lotvulture-lotvulture--detect-spaces-in-one-image-via-cloud-api",
   "repo": "lotvulture/lotvulture",
   "title": "Detect parking spaces in one image through the cloud API",
   "summary": "Send one lot photo to the Developer Cloud API and get space detections back.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/lotvulture-lotvulture/detect-spaces-in-one-image-via-cloud-api/",
   "json": "https://dedupedai.com/use-cases/u/lotvulture-lotvulture/detect-spaces-in-one-image-via-cloud-api.json",
   "md": "https://dedupedai.com/use-cases/lotvulture-lotvulture/detect-spaces-in-one-image-via-cloud-api/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lotvulture-lotvulture--detect-spaces-in-one-image-via-cloud-api.json"
  },
  {
   "id": "louis-cfm-coucou--approve-claude-code-permissions-from-notch",
   "repo": "Louis-CFM/coucou",
   "title": "Approve Claude Code permissions from the notch",
   "summary": "Watch Claude Code sessions in the Mac notch and allow or deny its permission requests without switching windows.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/louis-cfm-coucou/approve-claude-code-permissions-from-notch/",
   "json": "https://dedupedai.com/use-cases/u/louis-cfm-coucou/approve-claude-code-permissions-from-notch.json",
   "md": "https://dedupedai.com/use-cases/louis-cfm-coucou/approve-claude-code-permissions-from-notch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/louis-cfm-coucou--approve-claude-code-permissions-from-notch.json"
  },
  {
   "id": "louis-cfm-coucou--monitor-coding-agents-on-iphone-lock-screen",
   "repo": "Louis-CFM/coucou",
   "title": "Track coding agents and approve them from iPhone",
   "summary": "See agent progress on your iPhone Lock Screen and approve permissions with Face ID when you step away from your Mac.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/louis-cfm-coucou/monitor-coding-agents-on-iphone-lock-screen/",
   "json": "https://dedupedai.com/use-cases/u/louis-cfm-coucou/monitor-coding-agents-on-iphone-lock-screen.json",
   "md": "https://dedupedai.com/use-cases/louis-cfm-coucou/monitor-coding-agents-on-iphone-lock-screen/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/louis-cfm-coucou--monitor-coding-agents-on-iphone-lock-screen.json"
  },
  {
   "id": "louis-cfm-coucou--dictate-text-into-any-mac-app",
   "repo": "Louis-CFM/coucou",
   "title": "Dictate text into any Mac app with a held key",
   "summary": "Hold a key, speak, and have your words pasted where you type, in any app on the Mac.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/louis-cfm-coucou/dictate-text-into-any-mac-app/",
   "json": "https://dedupedai.com/use-cases/u/louis-cfm-coucou/dictate-text-into-any-mac-app.json",
   "md": "https://dedupedai.com/use-cases/louis-cfm-coucou/dictate-text-into-any-mac-app/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/louis-cfm-coucou--dictate-text-into-any-mac-app.json"
  },
  {
   "id": "louis-cfm-coucou--track-claude-and-codex-plan-limits-in-notch",
   "repo": "Louis-CFM/coucou",
   "title": "Track Claude and Codex plan limits in the notch",
   "summary": "See your 5-hour and weekly Claude limits and Codex limits in small pills in the notch header.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/louis-cfm-coucou/track-claude-and-codex-plan-limits-in-notch/",
   "json": "https://dedupedai.com/use-cases/u/louis-cfm-coucou/track-claude-and-codex-plan-limits-in-notch.json",
   "md": "https://dedupedai.com/use-cases/louis-cfm-coucou/track-claude-and-codex-plan-limits-in-notch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/louis-cfm-coucou--track-claude-and-codex-plan-limits-in-notch.json"
  },
  {
   "id": "louis-cfm-coucou--record-call-notes-without-a-meeting-bot",
   "repo": "Louis-CFM/coucou",
   "title": "Get call transcripts and to-dos without a meeting bot",
   "summary": "Record a call from your Mac with no bot in the meeting, then get a transcript, summary and to-dos.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/louis-cfm-coucou/record-call-notes-without-a-meeting-bot/",
   "json": "https://dedupedai.com/use-cases/u/louis-cfm-coucou/record-call-notes-without-a-meeting-bot.json",
   "md": "https://dedupedai.com/use-cases/louis-cfm-coucou/record-call-notes-without-a-meeting-bot/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/louis-cfm-coucou--record-call-notes-without-a-meeting-bot.json"
  },
  {
   "id": "lploc94-raw-cli--build-coding-agent-on-own-model",
   "repo": "lploc94/raw-cli",
   "title": "Run a coding agent on your own model",
   "summary": "Start a working terminal coding agent on a local or hosted model in one afternoon.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lploc94-raw-cli/build-coding-agent-on-own-model/",
   "json": "https://dedupedai.com/use-cases/u/lploc94-raw-cli/build-coding-agent-on-own-model.json",
   "md": "https://dedupedai.com/use-cases/lploc94-raw-cli/build-coding-agent-on-own-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lploc94-raw-cli--build-coding-agent-on-own-model.json"
  },
  {
   "id": "lploc94-raw-cli--fork-builtin-tool-for-custom-behavior",
   "repo": "lploc94/raw-cli",
   "title": "Fork a built-in tool to change how it works",
   "summary": "Copy the shipped bash tool, rename it, and change its behavior for one agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lploc94-raw-cli/fork-builtin-tool-for-custom-behavior/",
   "json": "https://dedupedai.com/use-cases/u/lploc94-raw-cli/fork-builtin-tool-for-custom-behavior.json",
   "md": "https://dedupedai.com/use-cases/lploc94-raw-cli/fork-builtin-tool-for-custom-behavior/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lploc94-raw-cli--fork-builtin-tool-for-custom-behavior.json"
  },
  {
   "id": "lploc94-raw-cli--share-project-helper-agent-as-package",
   "repo": "lploc94/raw-cli",
   "title": "Package an agent so teammates can install it",
   "summary": "Export a configured agent with its tools and skills as a .rawpkg for your team.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lploc94-raw-cli/share-project-helper-agent-as-package/",
   "json": "https://dedupedai.com/use-cases/u/lploc94-raw-cli/share-project-helper-agent-as-package.json",
   "md": "https://dedupedai.com/use-cases/lploc94-raw-cli/share-project-helper-agent-as-package/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lploc94-raw-cli--share-project-helper-agent-as-package.json"
  },
  {
   "id": "lploc94-raw-cli--require-approval-for-risky-shell-commands",
   "repo": "lploc94/raw-cli",
   "title": "Ask for approval before risky shell commands",
   "summary": "Add tools.rules so an agent prompts only for matching bash commands such as rm.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/lploc94-raw-cli/require-approval-for-risky-shell-commands/",
   "json": "https://dedupedai.com/use-cases/u/lploc94-raw-cli/require-approval-for-risky-shell-commands.json",
   "md": "https://dedupedai.com/use-cases/lploc94-raw-cli/require-approval-for-risky-shell-commands/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lploc94-raw-cli--require-approval-for-risky-shell-commands.json"
  },
  {
   "id": "lsposed-dexsql-release--trace-log-string-callers-with-agent",
   "repo": "LSPosed/dexsql-release",
   "title": "Trace which methods log a given string and who calls them",
   "summary": "Have an agent query an APK over MCP to map a log message to its methods and callers.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lsposed-dexsql-release/trace-log-string-callers-with-agent/",
   "json": "https://dedupedai.com/use-cases/u/lsposed-dexsql-release/trace-log-string-callers-with-agent.json",
   "md": "https://dedupedai.com/use-cases/lsposed-dexsql-release/trace-log-string-callers-with-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lsposed-dexsql-release--trace-log-string-callers-with-agent.json"
  },
  {
   "id": "lsposed-dexsql-release--list-hardcoded-urls-in-apk",
   "repo": "LSPosed/dexsql-release",
   "title": "List hardcoded URLs in an APK with one SQL query",
   "summary": "Run a single CLI query to find which methods reference a specific URL inside an APK.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lsposed-dexsql-release/list-hardcoded-urls-in-apk/",
   "json": "https://dedupedai.com/use-cases/u/lsposed-dexsql-release/list-hardcoded-urls-in-apk.json",
   "md": "https://dedupedai.com/use-cases/lsposed-dexsql-release/list-hardcoded-urls-in-apk/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lsposed-dexsql-release--list-hardcoded-urls-in-apk.json"
  },
  {
   "id": "lsposed-dexsql-release--search-multiple-dex-files-in-one-query",
   "repo": "LSPosed/dexsql-release",
   "title": "Search all DEX files in an app in a single query",
   "summary": "Query several APK or DEX inputs together to find code spread across split or multi-DEX builds.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lsposed-dexsql-release/search-multiple-dex-files-in-one-query/",
   "json": "https://dedupedai.com/use-cases/u/lsposed-dexsql-release/search-multiple-dex-files-in-one-query.json",
   "md": "https://dedupedai.com/use-cases/lsposed-dexsql-release/search-multiple-dex-files-in-one-query/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lsposed-dexsql-release--search-multiple-dex-files-in-one-query.json"
  },
  {
   "id": "lucasuiii-modeling-workbench--check-modeling-environment",
   "repo": "Lucasuiii/modeling-workbench",
   "title": "Check which modeling stages this machine can run",
   "summary": "Run the doctor check to see which stages work and which dependencies are missing.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/lucasuiii-modeling-workbench/check-modeling-environment/",
   "json": "https://dedupedai.com/use-cases/u/lucasuiii-modeling-workbench/check-modeling-environment.json",
   "md": "https://dedupedai.com/use-cases/lucasuiii-modeling-workbench/check-modeling-environment/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lucasuiii-modeling-workbench--check-modeling-environment.json"
  },
  {
   "id": "lucasuiii-modeling-workbench--start-contest-project-from-official-files",
   "repo": "Lucasuiii/modeling-workbench",
   "title": "Start a contest project from official problem files",
   "summary": "Copy the official problem files into a new project folder with fixed file identities.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/lucasuiii-modeling-workbench/start-contest-project-from-official-files/",
   "json": "https://dedupedai.com/use-cases/u/lucasuiii-modeling-workbench/start-contest-project-from-official-files.json",
   "md": "https://dedupedai.com/use-cases/lucasuiii-modeling-workbench/start-contest-project-from-official-files/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lucasuiii-modeling-workbench--start-contest-project-from-official-files.json"
  },
  {
   "id": "lucasuiii-modeling-workbench--compare-two-candidate-models",
   "repo": "Lucasuiii/modeling-workbench",
   "title": "Test two candidate models before choosing one",
   "summary": "Run both candidates as cheap exploratory runs and record why one was selected.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/lucasuiii-modeling-workbench/compare-two-candidate-models/",
   "json": "https://dedupedai.com/use-cases/u/lucasuiii-modeling-workbench/compare-two-candidate-models.json",
   "md": "https://dedupedai.com/use-cases/lucasuiii-modeling-workbench/compare-two-candidate-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lucasuiii-modeling-workbench--compare-two-candidate-models.json"
  },
  {
   "id": "lucasuiii-modeling-workbench--review-project-status-and-gates",
   "repo": "Lucasuiii/modeling-workbench",
   "title": "See where a modeling project stands and what needs your sign-off",
   "summary": "Get a status report of stages, evidence problems and pending confirmations.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/lucasuiii-modeling-workbench/review-project-status-and-gates/",
   "json": "https://dedupedai.com/use-cases/u/lucasuiii-modeling-workbench/review-project-status-and-gates.json",
   "md": "https://dedupedai.com/use-cases/lucasuiii-modeling-workbench/review-project-status-and-gates/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/lucasuiii-modeling-workbench--review-project-status-and-gates.json"
  },
  {
   "id": "luciole-studio-misaka-agent--run-a-multi-branch-research-question",
   "repo": "Luciole-Studio/Misaka-Agent",
   "title": "Run a research question across several branches",
   "summary": "Turn one humanities question into a reviewed research graph and a sourced research article.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/luciole-studio-misaka-agent/run-a-multi-branch-research-question/",
   "json": "https://dedupedai.com/use-cases/u/luciole-studio-misaka-agent/run-a-multi-branch-research-question.json",
   "md": "https://dedupedai.com/use-cases/luciole-studio-misaka-agent/run-a-multi-branch-research-question/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/luciole-studio-misaka-agent--run-a-multi-branch-research-question.json"
  },
  {
   "id": "luciole-studio-misaka-agent--trace-claims-to-source-pages",
   "repo": "Luciole-Studio/Misaka-Agent",
   "title": "Check each research claim against its source page",
   "summary": "Audit every finding in a MISAKA conclusion against the file, page and quotation it names.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/luciole-studio-misaka-agent/trace-claims-to-source-pages/",
   "json": "https://dedupedai.com/use-cases/u/luciole-studio-misaka-agent/trace-claims-to-source-pages.json",
   "md": "https://dedupedai.com/use-cases/luciole-studio-misaka-agent/trace-claims-to-source-pages/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/luciole-studio-misaka-agent--trace-claims-to-source-pages.json"
  },
  {
   "id": "luciole-studio-misaka-agent--surface-unstated-premises-in-an-argument",
   "repo": "Luciole-Studio/Misaka-Agent",
   "title": "Expose the unstated premises in a draft argument",
   "summary": "Use a red-team review to find what a conclusion leaves unsaid yet relies on.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/luciole-studio-misaka-agent/surface-unstated-premises-in-an-argument/",
   "json": "https://dedupedai.com/use-cases/u/luciole-studio-misaka-agent/surface-unstated-premises-in-an-argument.json",
   "md": "https://dedupedai.com/use-cases/luciole-studio-misaka-agent/surface-unstated-premises-in-an-argument/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/luciole-studio-misaka-agent--surface-unstated-premises-in-an-argument.json"
  },
  {
   "id": "luobosibing2-dsh-jev-plugin--check-todo-turns-before-they-stop",
   "repo": "luobosibing2/dsh-jev-plugin",
   "title": "Check a DSH turn against its Todo before it stops",
   "summary": "Runs a completion check on ordinary root turns that used Todo, with up to 3 automatic supplements by default.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/luobosibing2-dsh-jev-plugin/check-todo-turns-before-they-stop/",
   "json": "https://dedupedai.com/use-cases/u/luobosibing2-dsh-jev-plugin/check-todo-turns-before-they-stop.json",
   "md": "https://dedupedai.com/use-cases/luobosibing2-dsh-jev-plugin/check-todo-turns-before-they-stop/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/luobosibing2-dsh-jev-plugin--check-todo-turns-before-they-stop.json"
  },
  {
   "id": "luobosibing2-dsh-jev-plugin--rank-skills-before-the-agent-loads-them",
   "repo": "luobosibing2/dsh-jev-plugin",
   "title": "Narrow a DSH skill catalog to the skills a task needs",
   "summary": "Recommends a configured number of relevant skills and ranks file glob results, without changing what the main agent loads.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/luobosibing2-dsh-jev-plugin/rank-skills-before-the-agent-loads-them/",
   "json": "https://dedupedai.com/use-cases/u/luobosibing2-dsh-jev-plugin/rank-skills-before-the-agent-loads-them.json",
   "md": "https://dedupedai.com/use-cases/luobosibing2-dsh-jev-plugin/rank-skills-before-the-agent-loads-them/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/luobosibing2-dsh-jev-plugin--rank-skills-before-the-agent-loads-them.json"
  },
  {
   "id": "luobosibing2-dsh-jev-plugin--trim-long-logs-and-test-output",
   "repo": "luobosibing2/dsh-jev-plugin",
   "title": "Shorten long command logs and passing test output for the model",
   "summary": "Removes clearly unneeded progress lines and repeated notices from command output while keeping failures and summaries.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/luobosibing2-dsh-jev-plugin/trim-long-logs-and-test-output/",
   "json": "https://dedupedai.com/use-cases/u/luobosibing2-dsh-jev-plugin/trim-long-logs-and-test-output.json",
   "md": "https://dedupedai.com/use-cases/luobosibing2-dsh-jev-plugin/trim-long-logs-and-test-output/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/luobosibing2-dsh-jev-plugin--trim-long-logs-and-test-output.json"
  },
  {
   "id": "luobosibing2-dsh-jev-plugin--review-stage-navigation-of-a-session",
   "repo": "luobosibing2/dsh-jev-plugin",
   "title": "Review the stages of a recorded DSH session by turn",
   "summary": "Classifies complete recorded model steps on request and links stages to their original trajectory evidence.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/luobosibing2-dsh-jev-plugin/review-stage-navigation-of-a-session/",
   "json": "https://dedupedai.com/use-cases/u/luobosibing2-dsh-jev-plugin/review-stage-navigation-of-a-session.json",
   "md": "https://dedupedai.com/use-cases/luobosibing2-dsh-jev-plugin/review-stage-navigation-of-a-session/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/luobosibing2-dsh-jev-plugin--review-stage-navigation-of-a-session.json"
  },
  {
   "id": "makezur-agenticstar--run-garden-shears-example",
   "repo": "makezur/agenticSTAR",
   "title": "Reconstruct the garden shears example end to end",
   "summary": "Run one supervised agent session on the committed example and get a GLB and pose.json.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/makezur-agenticstar/run-garden-shears-example/",
   "json": "https://dedupedai.com/use-cases/u/makezur-agenticstar/run-garden-shears-example.json",
   "md": "https://dedupedai.com/use-cases/makezur-agenticstar/run-garden-shears-example/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/makezur-agenticstar--run-garden-shears-example.json"
  },
  {
   "id": "makezur-agenticstar--reconstruct-own-video-object",
   "repo": "makezur/agenticSTAR",
   "title": "Turn your own video of an object into a 3D capture",
   "summary": "Extract frames, add object masks, run Pi3X cameras, then let the agent rebuild the object.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/makezur-agenticstar/reconstruct-own-video-object/",
   "json": "https://dedupedai.com/use-cases/u/makezur-agenticstar/reconstruct-own-video-object.json",
   "md": "https://dedupedai.com/use-cases/makezur-agenticstar/reconstruct-own-video-object/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/makezur-agenticstar--reconstruct-own-video-object.json"
  },
  {
   "id": "makezur-agenticstar--compare-codex-and-claude-runs",
   "repo": "makezur/agenticSTAR",
   "title": "Compare Codex and Claude Code on the same capture",
   "summary": "Run the same capture with both supported agents and compare the resulting poses.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/makezur-agenticstar/compare-codex-and-claude-runs/",
   "json": "https://dedupedai.com/use-cases/u/makezur-agenticstar/compare-codex-and-claude-runs.json",
   "md": "https://dedupedai.com/use-cases/makezur-agenticstar/compare-codex-and-claude-runs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/makezur-agenticstar--compare-codex-and-claude-runs.json"
  },
  {
   "id": "malevrigns-agent-jev--gate-agent-test-results-with-probability",
   "repo": "malevrigns/agent-jev",
   "title": "Gate agent merges on test output probability",
   "summary": "Ask AgentJev whether a test run passed and block the merge when the probability is too low.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/malevrigns-agent-jev/gate-agent-test-results-with-probability/",
   "json": "https://dedupedai.com/use-cases/u/malevrigns-agent-jev/gate-agent-test-results-with-probability.json",
   "md": "https://dedupedai.com/use-cases/malevrigns-agent-jev/gate-agent-test-results-with-probability/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/malevrigns-agent-jev--gate-agent-test-results-with-probability.json"
  },
  {
   "id": "malevrigns-agent-jev--route-next-agent-action-by-choice",
   "repo": "malevrigns/agent-jev",
   "title": "Pick the next tool call from a fixed option list",
   "summary": "Give AgentJev the current state and a list of allowed next actions, then route to the top option.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/malevrigns-agent-jev/route-next-agent-action-by-choice/",
   "json": "https://dedupedai.com/use-cases/u/malevrigns-agent-jev/route-next-agent-action-by-choice.json",
   "md": "https://dedupedai.com/use-cases/malevrigns-agent-jev/route-next-agent-action-by-choice/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/malevrigns-agent-jev--route-next-agent-action-by-choice.json"
  },
  {
   "id": "malevrigns-agent-jev--score-work-items-on-an-ordered-rubric",
   "repo": "malevrigns/agent-jev",
   "title": "Score tickets or traces on your own rubric",
   "summary": "Place a ticket or agent trace on a 2 to 10 level rubric and get the level and expected score.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/malevrigns-agent-jev/score-work-items-on-an-ordered-rubric/",
   "json": "https://dedupedai.com/use-cases/u/malevrigns-agent-jev/score-work-items-on-an-ordered-rubric.json",
   "md": "https://dedupedai.com/use-cases/malevrigns-agent-jev/score-work-items-on-an-ordered-rubric/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/malevrigns-agent-jev--score-work-items-on-an-ordered-rubric.json"
  },
  {
   "id": "malevrigns-agent-jev--measure-serving-latency-on-own-workload",
   "repo": "malevrigns/agent-jev",
   "title": "Benchmark AgentJev serving latency on your load",
   "summary": "Run the repository's serving benchmark to see case latency and throughput on your own GPU.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/malevrigns-agent-jev/measure-serving-latency-on-own-workload/",
   "json": "https://dedupedai.com/use-cases/u/malevrigns-agent-jev/measure-serving-latency-on-own-workload.json",
   "md": "https://dedupedai.com/use-cases/malevrigns-agent-jev/measure-serving-latency-on-own-workload/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/malevrigns-agent-jev--measure-serving-latency-on-own-workload.json"
  },
  {
   "id": "manfredch-lyapunov--prepare-and-run-robot-in-simulation",
   "repo": "ManfredCh/Lyapunov",
   "title": "Prepare and run a robot action in simulation",
   "summary": "Set up a robot in a 3D scene, initialize physics, and run one bounded action with feedback.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/manfredch-lyapunov/prepare-and-run-robot-in-simulation/",
   "json": "https://dedupedai.com/use-cases/u/manfredch-lyapunov/prepare-and-run-robot-in-simulation.json",
   "md": "https://dedupedai.com/use-cases/manfredch-lyapunov/prepare-and-run-robot-in-simulation/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/manfredch-lyapunov--prepare-and-run-robot-in-simulation.json"
  },
  {
   "id": "manfredch-lyapunov--collect-camera-data-from-scene",
   "repo": "ManfredCh/Lyapunov",
   "title": "Collect RGB-D camera data from a simulated scene",
   "summary": "Place scene cameras, calibrate, annotate and record data for a dataset where the engine supports it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/manfredch-lyapunov/collect-camera-data-from-scene/",
   "json": "https://dedupedai.com/use-cases/u/manfredch-lyapunov/collect-camera-data-from-scene.json",
   "md": "https://dedupedai.com/use-cases/manfredch-lyapunov/collect-camera-data-from-scene/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/manfredch-lyapunov--collect-camera-data-from-scene.json"
  },
  {
   "id": "manfredch-lyapunov--build-collision-ready-scene-from-glb",
   "repo": "ManfredCh/Lyapunov",
   "title": "Build a collision-ready 3D scene from a GLB file",
   "summary": "Import a GLB environment, align it, add collision geometry and confirm the physical response.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/manfredch-lyapunov/build-collision-ready-scene-from-glb/",
   "json": "https://dedupedai.com/use-cases/u/manfredch-lyapunov/build-collision-ready-scene-from-glb.json",
   "md": "https://dedupedai.com/use-cases/manfredch-lyapunov/build-collision-ready-scene-from-glb/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/manfredch-lyapunov--build-collision-ready-scene-from-glb.json"
  },
  {
   "id": "manfredch-lyapunov--install-lyapunov-on-linux",
   "repo": "ManfredCh/Lyapunov",
   "title": "Install Lyapunov on Linux and open a local workspace",
   "summary": "Run the published installer, confirm the launcher, and open a guest workspace without an account.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/manfredch-lyapunov/install-lyapunov-on-linux/",
   "json": "https://dedupedai.com/use-cases/u/manfredch-lyapunov/install-lyapunov-on-linux.json",
   "md": "https://dedupedai.com/use-cases/manfredch-lyapunov/install-lyapunov-on-linux/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/manfredch-lyapunov--install-lyapunov-on-linux.json"
  },
  {
   "id": "marcreichel-laya-php--route-support-tickets",
   "repo": "marcreichel/laya-php",
   "title": "Route support tickets by department, urgency and churn risk",
   "summary": "Send each incoming ticket to the right team on your own server, with a confidence check for human review.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/marcreichel-laya-php/route-support-tickets/",
   "json": "https://dedupedai.com/use-cases/u/marcreichel-laya-php/route-support-tickets.json",
   "md": "https://dedupedai.com/use-cases/marcreichel-laya-php/route-support-tickets/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/marcreichel-laya-php--route-support-tickets.json"
  },
  {
   "id": "marcreichel-laya-php--gate-user-content-in-forms",
   "repo": "marcreichel/laya-php",
   "title": "Block abusive or spam text in Laravel form submissions",
   "summary": "Add a validation rule that asks a yes/no question about each submitted text and rejects the bad ones.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/marcreichel-laya-php/gate-user-content-in-forms/",
   "json": "https://dedupedai.com/use-cases/u/marcreichel-laya-php/gate-user-content-in-forms.json",
   "md": "https://dedupedai.com/use-cases/marcreichel-laya-php/gate-user-content-in-forms/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/marcreichel-laya-php--gate-user-content-in-forms.json"
  },
  {
   "id": "marcreichel-laya-php--unit-test-classification-code",
   "repo": "marcreichel/laya-php",
   "title": "Unit-test classification code without a running server",
   "summary": "Run your tests against a built-in fake so CI does not need Laya or Docker.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/marcreichel-laya-php/unit-test-classification-code/",
   "json": "https://dedupedai.com/use-cases/u/marcreichel-laya-php/unit-test-classification-code.json",
   "md": "https://dedupedai.com/use-cases/marcreichel-laya-php/unit-test-classification-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/marcreichel-laya-php--unit-test-classification-code.json"
  },
  {
   "id": "marcreichel-laya-php--store-decisions-in-json-column",
   "repo": "marcreichel/laya-php",
   "title": "Save typed decisions in an Eloquent JSON column",
   "summary": "Cast a model attribute to a decision class so the result reads back as a typed object.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/marcreichel-laya-php/store-decisions-in-json-column/",
   "json": "https://dedupedai.com/use-cases/u/marcreichel-laya-php/store-decisions-in-json-column.json",
   "md": "https://dedupedai.com/use-cases/marcreichel-laya-php/store-decisions-in-json-column/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/marcreichel-laya-php--store-decisions-in-json-column.json"
  },
  {
   "id": "mariagorskikh-open-instinct--text-a-personal-agent-on-imessage",
   "repo": "mariagorskikh/open-instinct",
   "title": "Text a personal agent on iMessage",
   "summary": "Give yourself an agent with its own number that you reach by text message.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/mariagorskikh-open-instinct/text-a-personal-agent-on-imessage/",
   "json": "https://dedupedai.com/use-cases/u/mariagorskikh-open-instinct/text-a-personal-agent-on-imessage.json",
   "md": "https://dedupedai.com/use-cases/mariagorskikh-open-instinct/text-a-personal-agent-on-imessage/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mariagorskikh-open-instinct--text-a-personal-agent-on-imessage.json"
  },
  {
   "id": "mariagorskikh-open-instinct--try-the-agent-locally-before-getting-a-number",
   "repo": "mariagorskikh/open-instinct",
   "title": "Test the agent in a laptop chat first",
   "summary": "Run the agent on your laptop and chat with it before you buy any phone line.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mariagorskikh-open-instinct/try-the-agent-locally-before-getting-a-number/",
   "json": "https://dedupedai.com/use-cases/u/mariagorskikh-open-instinct/try-the-agent-locally-before-getting-a-number.json",
   "md": "https://dedupedai.com/use-cases/mariagorskikh-open-instinct/try-the-agent-locally-before-getting-a-number/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mariagorskikh-open-instinct--try-the-agent-locally-before-getting-a-number.json"
  },
  {
   "id": "mariagorskikh-open-instinct--have-the-agent-book-by-phone-call",
   "repo": "mariagorskikh/open-instinct",
   "title": "Have the agent call and book a table",
   "summary": "Approve a request by text and let the agent phone a business for you.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mariagorskikh-open-instinct/have-the-agent-book-by-phone-call/",
   "json": "https://dedupedai.com/use-cases/u/mariagorskikh-open-instinct/have-the-agent-book-by-phone-call.json",
   "md": "https://dedupedai.com/use-cases/mariagorskikh-open-instinct/have-the-agent-book-by-phone-call/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mariagorskikh-open-instinct--have-the-agent-book-by-phone-call.json"
  },
  {
   "id": "mariagorskikh-open-instinct--share-the-agent-with-trusted-contacts",
   "repo": "mariagorskikh/open-instinct",
   "title": "Let trusted contacts' agents ask for access",
   "summary": "Set tiers and plain-English grants so a partner's agent can read your calendar.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/mariagorskikh-open-instinct/share-the-agent-with-trusted-contacts.json",
   "md": "https://dedupedai.com/use-cases/mariagorskikh-open-instinct/share-the-agent-with-trusted-contacts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mariagorskikh-open-instinct--share-the-agent-with-trusted-contacts.json"
  },
  {
   "id": "mariagorskikh-open-instinct--let-the-agent-pay-with-a-single-use-card",
   "repo": "mariagorskikh/open-instinct",
   "title": "Let the agent pay with a one-time card",
   "summary": "Approve each purchase with a single-use card from your Stripe Link wallet.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/mariagorskikh-open-instinct/let-the-agent-pay-with-a-single-use-card/",
   "json": "https://dedupedai.com/use-cases/u/mariagorskikh-open-instinct/let-the-agent-pay-with-a-single-use-card.json",
   "md": "https://dedupedai.com/use-cases/mariagorskikh-open-instinct/let-the-agent-pay-with-a-single-use-card/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mariagorskikh-open-instinct--let-the-agent-pay-with-a-single-use-card.json"
  },
  {
   "id": "markfulton-ai-employees--launch-product-with-gtm-engineer",
   "repo": "markfulton/ai-employees",
   "title": "Run a product launch with a GTM Engineer",
   "summary": "A scheduled employee drafts launch work and stages it for your review each morning.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/markfulton-ai-employees/launch-product-with-gtm-engineer.json",
   "md": "https://dedupedai.com/use-cases/markfulton-ai-employees/launch-product-with-gtm-engineer/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/markfulton-ai-employees--launch-product-with-gtm-engineer.json"
  },
  {
   "id": "markfulton-ai-employees--publish-seo-articles-every-weekday",
   "repo": "markfulton/ai-employees",
   "title": "Publish one SEO article every weekday",
   "summary": "An SEO/AEO Employee researches keywords, publishes an article and reviews rankings on a schedule.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/markfulton-ai-employees/publish-seo-articles-every-weekday/",
   "json": "https://dedupedai.com/use-cases/u/markfulton-ai-employees/publish-seo-articles-every-weekday.json",
   "md": "https://dedupedai.com/use-cases/markfulton-ai-employees/publish-seo-articles-every-weekday/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/markfulton-ai-employees--publish-seo-articles-every-weekday.json"
  },
  {
   "id": "markfulton-ai-employees--triage-customer-inbox-with-drafted-replies",
   "repo": "markfulton/ai-employees",
   "title": "Triage the customer inbox with drafted replies",
   "summary": "A Customer Satisfaction Employee sweeps your inbox and drafts replies, hardest cases first.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/markfulton-ai-employees/triage-customer-inbox-with-drafted-replies/",
   "json": "https://dedupedai.com/use-cases/u/markfulton-ai-employees/triage-customer-inbox-with-drafted-replies.json",
   "md": "https://dedupedai.com/use-cases/markfulton-ai-employees/triage-customer-inbox-with-drafted-replies/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/markfulton-ai-employees--triage-customer-inbox-with-drafted-replies.json"
  },
  {
   "id": "markfulton-ai-employees--watch-site-health-with-web-dev-employee",
   "repo": "markfulton/ai-employees",
   "title": "Watch site health and triage errors automatically",
   "summary": "A Web Dev Employee checks site health, triages errors and reviews dependencies on a schedule.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/markfulton-ai-employees/watch-site-health-with-web-dev-employee/",
   "json": "https://dedupedai.com/use-cases/u/markfulton-ai-employees/watch-site-health-with-web-dev-employee.json",
   "md": "https://dedupedai.com/use-cases/markfulton-ai-employees/watch-site-health-with-web-dev-employee/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/markfulton-ai-employees--watch-site-health-with-web-dev-employee.json"
  },
  {
   "id": "mars-sea-dsh-commandcode-provider--use-command-code-models-in-dsh-web",
   "repo": "Mars-Sea/dsh-commandcode-provider",
   "title": "Run Command Code models in the dsh web app",
   "summary": "Install the plugin, add your key, and pick Command Code models in the web model picker.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/use-command-code-models-in-dsh-web/",
   "json": "https://dedupedai.com/use-cases/u/mars-sea-dsh-commandcode-provider/use-command-code-models-in-dsh-web.json",
   "md": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/use-command-code-models-in-dsh-web/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mars-sea-dsh-commandcode-provider--use-command-code-models-in-dsh-web.json"
  },
  {
   "id": "mars-sea-dsh-commandcode-provider--use-command-code-models-in-dsh-terminal",
   "repo": "Mars-Sea/dsh-commandcode-provider",
   "title": "Use Command Code models in the dsh terminal UI",
   "summary": "Add the plugin to the dsh-tui profile and select Command Code models from /model.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/use-command-code-models-in-dsh-terminal/",
   "json": "https://dedupedai.com/use-cases/u/mars-sea-dsh-commandcode-provider/use-command-code-models-in-dsh-terminal.json",
   "md": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/use-command-code-models-in-dsh-terminal/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mars-sea-dsh-commandcode-provider--use-command-code-models-in-dsh-terminal.json"
  },
  {
   "id": "mars-sea-dsh-commandcode-provider--rotate-command-code-accounts-when-limits-hit",
   "repo": "Mars-Sea/dsh-commandcode-provider",
   "title": "Keep dsh sessions running across several Command Code accounts",
   "summary": "Add more than one account so requests move to the next one when a usage limit is hit.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/rotate-command-code-accounts-when-limits-hit/",
   "json": "https://dedupedai.com/use-cases/u/mars-sea-dsh-commandcode-provider/rotate-command-code-accounts-when-limits-hit.json",
   "md": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/rotate-command-code-accounts-when-limits-hit/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mars-sea-dsh-commandcode-provider--rotate-command-code-accounts-when-limits-hit.json"
  },
  {
   "id": "mars-sea-dsh-commandcode-provider--compare-model-cost-and-speed-from-sessions",
   "repo": "Mars-Sea/dsh-commandcode-provider",
   "title": "Compare token cost and response speed from past dsh sessions",
   "summary": "Open Model analysis to see tokens, estimated cost, timing, and retries by session or date range.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/compare-model-cost-and-speed-from-sessions/",
   "json": "https://dedupedai.com/use-cases/u/mars-sea-dsh-commandcode-provider/compare-model-cost-and-speed-from-sessions.json",
   "md": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/compare-model-cost-and-speed-from-sessions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mars-sea-dsh-commandcode-provider--compare-model-cost-and-speed-from-sessions.json"
  },
  {
   "id": "mars-sea-dsh-commandcode-provider--watch-command-code-quota-in-sidebar",
   "repo": "Mars-Sea/dsh-commandcode-provider",
   "title": "Watch Command Code 5-hour and weekly limits in the sidebar",
   "summary": "Turn on the quota card to see your plan and both usage windows next to Settings.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/watch-command-code-quota-in-sidebar/",
   "json": "https://dedupedai.com/use-cases/u/mars-sea-dsh-commandcode-provider/watch-command-code-quota-in-sidebar.json",
   "md": "https://dedupedai.com/use-cases/mars-sea-dsh-commandcode-provider/watch-command-code-quota-in-sidebar/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mars-sea-dsh-commandcode-provider--watch-command-code-quota-in-sidebar.json"
  },
  {
   "id": "martian56-redcell--run-authorized-pentest-and-export-report",
   "repo": "martian56/redcell",
   "title": "Run an authorized pentest and export the report",
   "summary": "Let REDCELL's agents test an approved target and export a PDF, JSON, and SARIF report.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/martian56-redcell/run-authorized-pentest-and-export-report/",
   "json": "https://dedupedai.com/use-cases/u/martian56-redcell/run-authorized-pentest-and-export-report.json",
   "md": "https://dedupedai.com/use-cases/martian56-redcell/run-authorized-pentest-and-export-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/martian56-redcell--run-authorized-pentest-and-export-report.json"
  },
  {
   "id": "martian56-redcell--practice-web-pentesting-on-vulnerable-apps",
   "repo": "martian56/redcell",
   "title": "Practice web pentesting on vulnerable apps",
   "summary": "Aim REDCELL at local intentionally vulnerable apps to learn how agent-driven testing works.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/martian56-redcell/practice-web-pentesting-on-vulnerable-apps/",
   "json": "https://dedupedai.com/use-cases/u/martian56-redcell/practice-web-pentesting-on-vulnerable-apps.json",
   "md": "https://dedupedai.com/use-cases/martian56-redcell/practice-web-pentesting-on-vulnerable-apps/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/martian56-redcell--practice-web-pentesting-on-vulnerable-apps.json"
  },
  {
   "id": "martian56-redcell--triage-code-scan-findings-to-sarif",
   "repo": "martian56/redcell",
   "title": "Triage source code findings and export SARIF",
   "summary": "Review code-scan findings mapped to file and line, then export them as SARIF.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/martian56-redcell/triage-code-scan-findings-to-sarif/",
   "json": "https://dedupedai.com/use-cases/u/martian56-redcell/triage-code-scan-findings-to-sarif.json",
   "md": "https://dedupedai.com/use-cases/martian56-redcell/triage-code-scan-findings-to-sarif/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/martian56-redcell--triage-code-scan-findings-to-sarif.json"
  },
  {
   "id": "matank001-clodfarm--overnight-repo-tasks-with-tests",
   "repo": "matank001/clodfarm",
   "title": "Run coding tasks on a repo overnight, merged only if tests pass",
   "summary": "Queue a coding task on a real repo and let Claude agents work on it while you sleep.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/matank001-clodfarm/overnight-repo-tasks-with-tests/",
   "json": "https://dedupedai.com/use-cases/u/matank001-clodfarm/overnight-repo-tasks-with-tests.json",
   "md": "https://dedupedai.com/use-cases/matank001-clodfarm/overnight-repo-tasks-with-tests/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/matank001-clodfarm--overnight-repo-tasks-with-tests.json"
  },
  {
   "id": "matank001-clodfarm--drive-farm-from-claude-app",
   "repo": "matank001/clodfarm",
   "title": "Assign work to the farm from your phone",
   "summary": "Talk to your farm's Claudes from the Claude app and hand them tasks from anywhere.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/matank001-clodfarm/drive-farm-from-claude-app/",
   "json": "https://dedupedai.com/use-cases/u/matank001-clodfarm/drive-farm-from-claude-app.json",
   "md": "https://dedupedai.com/use-cases/matank001-clodfarm/drive-farm-from-claude-app/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/matank001-clodfarm--drive-farm-from-claude-app.json"
  },
  {
   "id": "matank001-clodfarm--schedule-recurring-issue-triage",
   "repo": "matank001/clodfarm",
   "title": "Triage new issues on a schedule",
   "summary": "Set a recurring job so the farm sorts new issues every weekday morning.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/matank001-clodfarm/schedule-recurring-issue-triage/",
   "json": "https://dedupedai.com/use-cases/u/matank001-clodfarm/schedule-recurring-issue-triage.json",
   "md": "https://dedupedai.com/use-cases/matank001-clodfarm/schedule-recurring-issue-triage/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/matank001-clodfarm--schedule-recurring-issue-triage.json"
  },
  {
   "id": "matank001-clodfarm--hand-laptop-tasks-to-farm-over-mcp",
   "repo": "matank001/clodfarm",
   "title": "Send work from Claude Code on your laptop to the farm",
   "summary": "Connect Claude Code on your laptop to the farm and start its sub-agents without leaving your editor.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/matank001-clodfarm/hand-laptop-tasks-to-farm-over-mcp/",
   "json": "https://dedupedai.com/use-cases/u/matank001-clodfarm/hand-laptop-tasks-to-farm-over-mcp.json",
   "md": "https://dedupedai.com/use-cases/matank001-clodfarm/hand-laptop-tasks-to-farm-over-mcp/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/matank001-clodfarm--hand-laptop-tasks-to-farm-over-mcp.json"
  },
  {
   "id": "matank001-clodfarm--launch-paid-product-with-stripe-and-ads",
   "repo": "matank001/clodfarm",
   "title": "Launch a paid landing page with Stripe and Google Ads",
   "summary": "Have the farm build a page, make a Stripe price and start a search campaign, with you approving each charge.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/matank001-clodfarm/launch-paid-product-with-stripe-and-ads/",
   "json": "https://dedupedai.com/use-cases/u/matank001-clodfarm/launch-paid-product-with-stripe-and-ads.json",
   "md": "https://dedupedai.com/use-cases/matank001-clodfarm/launch-paid-product-with-stripe-and-ads/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/matank001-clodfarm--launch-paid-product-with-stripe-and-ads.json"
  },
  {
   "id": "mattiaippoliti-ciele--self-host-private-assistant-in-one-command",
   "repo": "MattiaIppoliti/ciele",
   "title": "Run a private AI assistant on your own machine",
   "summary": "Start the full Ciele stack locally with one bootstrap script and sign in as the owner.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/mattiaippoliti-ciele/self-host-private-assistant-in-one-command/",
   "json": "https://dedupedai.com/use-cases/u/mattiaippoliti-ciele/self-host-private-assistant-in-one-command.json",
   "md": "https://dedupedai.com/use-cases/mattiaippoliti-ciele/self-host-private-assistant-in-one-command/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mattiaippoliti-ciele--self-host-private-assistant-in-one-command.json"
  },
  {
   "id": "mattiaippoliti-ciele--build-website-faq-assistant-with-escalation",
   "repo": "MattiaIppoliti/ciele",
   "title": "Build a support assistant from your website and FAQs",
   "summary": "Crawl your site, add files and FAQ pairs, and set a help desk for hand-off.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mattiaippoliti-ciele/build-website-faq-assistant-with-escalation/",
   "json": "https://dedupedai.com/use-cases/u/mattiaippoliti-ciele/build-website-faq-assistant-with-escalation.json",
   "md": "https://dedupedai.com/use-cases/mattiaippoliti-ciele/build-website-faq-assistant-with-escalation/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mattiaippoliti-ciele--build-website-faq-assistant-with-escalation.json"
  },
  {
   "id": "mattiaippoliti-ciele--review-assistant-answer-quality-from-transcripts",
   "repo": "MattiaIppoliti/ciele",
   "title": "Audit assistant answers from conversation transcripts",
   "summary": "Read real conversations with citations and log answer-quality fixes in the tracker.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mattiaippoliti-ciele/review-assistant-answer-quality-from-transcripts/",
   "json": "https://dedupedai.com/use-cases/u/mattiaippoliti-ciele/review-assistant-answer-quality-from-transcripts.json",
   "md": "https://dedupedai.com/use-cases/mattiaippoliti-ciele/review-assistant-answer-quality-from-transcripts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mattiaippoliti-ciele--review-assistant-answer-quality-from-transcripts.json"
  },
  {
   "id": "mattiaippoliti-ciele--delegate-ciele-install-to-coding-agent",
   "repo": "MattiaIppoliti/ciele",
   "title": "Hand the Ciele install to a coding agent",
   "summary": "Let an agent clone, bootstrap, and verify a Ciele instance and report back.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/mattiaippoliti-ciele/delegate-ciele-install-to-coding-agent/",
   "json": "https://dedupedai.com/use-cases/u/mattiaippoliti-ciele/delegate-ciele-install-to-coding-agent.json",
   "md": "https://dedupedai.com/use-cases/mattiaippoliti-ciele/delegate-ciele-install-to-coding-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mattiaippoliti-ciele--delegate-ciele-install-to-coding-agent.json"
  },
  {
   "id": "mattpocock-skills--align-agent-on-change-before-coding",
   "repo": "mattpocock/skills",
   "title": "Align an agent on a change before any code is written",
   "summary": "Run a grilling session so the agent asks detailed questions before it edits your repo.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/mattpocock-skills/align-agent-on-change-before-coding/",
   "json": "https://dedupedai.com/use-cases/u/mattpocock-skills/align-agent-on-change-before-coding.json",
   "md": "https://dedupedai.com/use-cases/mattpocock-skills/align-agent-on-change-before-coding/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mattpocock-skills--align-agent-on-change-before-coding.json"
  },
  {
   "id": "mattpocock-skills--split-a-plan-into-blocking-tickets",
   "repo": "mattpocock/skills",
   "title": "Split a plan into tracer-bullet tickets with blockers",
   "summary": "Turn a conversation into a spec, then into ordered tickets that declare what blocks what.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mattpocock-skills/split-a-plan-into-blocking-tickets/",
   "json": "https://dedupedai.com/use-cases/u/mattpocock-skills/split-a-plan-into-blocking-tickets.json",
   "md": "https://dedupedai.com/use-cases/mattpocock-skills/split-a-plan-into-blocking-tickets/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mattpocock-skills--split-a-plan-into-blocking-tickets.json"
  },
  {
   "id": "mattpocock-skills--fix-a-bug-with-a-failing-test-first",
   "repo": "mattpocock/skills",
   "title": "Fix a bug with a failing test before the fix",
   "summary": "Diagnose a bug in phases, then drive a red-green-refactor loop to fix it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mattpocock-skills/fix-a-bug-with-a-failing-test-first/",
   "json": "https://dedupedai.com/use-cases/u/mattpocock-skills/fix-a-bug-with-a-failing-test-first.json",
   "md": "https://dedupedai.com/use-cases/mattpocock-skills/fix-a-bug-with-a-failing-test-first/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mattpocock-skills--fix-a-bug-with-a-failing-test-first.json"
  },
  {
   "id": "mattpocock-skills--survey-codebase-for-deepening-opportunities",
   "repo": "mattpocock/skills",
   "title": "Find deepening opportunities in an aging codebase",
   "summary": "Scan a repo for modules to deepen, review an HTML report, then grill through one pick.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/mattpocock-skills/survey-codebase-for-deepening-opportunities/",
   "json": "https://dedupedai.com/use-cases/u/mattpocock-skills/survey-codebase-for-deepening-opportunities.json",
   "md": "https://dedupedai.com/use-cases/mattpocock-skills/survey-codebase-for-deepening-opportunities/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mattpocock-skills--survey-codebase-for-deepening-opportunities.json"
  },
  {
   "id": "mattpocock-skills--plan-a-huge-project-as-decision-tickets",
   "repo": "mattpocock/skills",
   "title": "Plan a huge project as a map of decision tickets",
   "summary": "Use wayfinder to resolve decisions one at a time across several agent sessions.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/mattpocock-skills/plan-a-huge-project-as-decision-tickets/",
   "json": "https://dedupedai.com/use-cases/u/mattpocock-skills/plan-a-huge-project-as-decision-tickets.json",
   "md": "https://dedupedai.com/use-cases/mattpocock-skills/plan-a-huge-project-as-decision-tickets/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mattpocock-skills--plan-a-huge-project-as-decision-tickets.json"
  },
  {
   "id": "maxhu-xuan-task-state-guard--preview-restart-reconciliation-before-applying",
   "repo": "MaxHu-xuan/task-state-guard",
   "title": "Preview restart cleanup of stuck tasks before applying it",
   "summary": "Dry-run a SQLite task ledger, review aggregate counts, then apply timeouts and delivery closures.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/maxhu-xuan-task-state-guard/preview-restart-reconciliation-before-applying/",
   "json": "https://dedupedai.com/use-cases/u/maxhu-xuan-task-state-guard/preview-restart-reconciliation-before-applying.json",
   "md": "https://dedupedai.com/use-cases/maxhu-xuan-task-state-guard/preview-restart-reconciliation-before-applying/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/maxhu-xuan-task-state-guard--preview-restart-reconciliation-before-applying.json"
  },
  {
   "id": "maxhu-xuan-task-state-guard--record-real-task-and-delivery-outcomes",
   "repo": "MaxHu-xuan/task-state-guard",
   "title": "Record task and delivery closures only from real outcomes",
   "summary": "Write terminal task states and delivery states from a Python worker without guessing success.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/maxhu-xuan-task-state-guard/record-real-task-and-delivery-outcomes/",
   "json": "https://dedupedai.com/use-cases/u/maxhu-xuan-task-state-guard/record-real-task-and-delivery-outcomes.json",
   "md": "https://dedupedai.com/use-cases/maxhu-xuan-task-state-guard/record-real-task-and-delivery-outcomes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/maxhu-xuan-task-state-guard--record-real-task-and-delivery-outcomes.json"
  },
  {
   "id": "maxhu-xuan-task-state-guard--audit-workflow-ledger-health-with-doctor",
   "repo": "MaxHu-xuan/task-state-guard",
   "title": "Check a workflow ledger's health before trusting its history",
   "summary": "Run a counts-only doctor check on a SQLite task ledger and read its exit code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/maxhu-xuan-task-state-guard/audit-workflow-ledger-health-with-doctor/",
   "json": "https://dedupedai.com/use-cases/u/maxhu-xuan-task-state-guard/audit-workflow-ledger-health-with-doctor.json",
   "md": "https://dedupedai.com/use-cases/maxhu-xuan-task-state-guard/audit-workflow-ledger-health-with-doctor/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/maxhu-xuan-task-state-guard--audit-workflow-ledger-health-with-doctor.json"
  },
  {
   "id": "maxrave-dev-kotlin-footguns--scan-kotlin-diff-for-footguns",
   "repo": "maxrave-dev/kotlin-footguns",
   "title": "Scan a Kotlin change for known footguns before merge",
   "summary": "Run a 32-pattern scanner over the lines your branch adds and review each flagged trap.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/maxrave-dev-kotlin-footguns/scan-kotlin-diff-for-footguns/",
   "json": "https://dedupedai.com/use-cases/u/maxrave-dev-kotlin-footguns/scan-kotlin-diff-for-footguns.json",
   "md": "https://dedupedai.com/use-cases/maxrave-dev-kotlin-footguns/scan-kotlin-diff-for-footguns/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/maxrave-dev-kotlin-footguns--scan-kotlin-diff-for-footguns.json"
  },
  {
   "id": "maxrave-dev-kotlin-footguns--review-compose-screen-with-trap-skills",
   "repo": "maxrave-dev/kotlin-footguns",
   "title": "Review a Compose screen against UI and state traps",
   "summary": "Have an agent check a Compose screen against the visuals, screens and state trap indexes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/maxrave-dev-kotlin-footguns/review-compose-screen-with-trap-skills/",
   "json": "https://dedupedai.com/use-cases/u/maxrave-dev-kotlin-footguns/review-compose-screen-with-trap-skills.json",
   "md": "https://dedupedai.com/use-cases/maxrave-dev-kotlin-footguns/review-compose-screen-with-trap-skills/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/maxrave-dev-kotlin-footguns--review-compose-screen-with-trap-skills.json"
  },
  {
   "id": "maxrave-dev-kotlin-footguns--audit-desktop-packaging-and-ci",
   "repo": "maxrave-dev/kotlin-footguns",
   "title": "Audit desktop packaging, signing and CI config",
   "summary": "Check a desktop JVM build for packaging, code-signing and CI traps before a release.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/maxrave-dev-kotlin-footguns/audit-desktop-packaging-and-ci/",
   "json": "https://dedupedai.com/use-cases/u/maxrave-dev-kotlin-footguns/audit-desktop-packaging-and-ci.json",
   "md": "https://dedupedai.com/use-cases/maxrave-dev-kotlin-footguns/audit-desktop-packaging-and-ci/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/maxrave-dev-kotlin-footguns--audit-desktop-packaging-and-ci.json"
  },
  {
   "id": "maxrave-dev-kotlin-footguns--check-room-migration-before-release",
   "repo": "maxrave-dev/kotlin-footguns",
   "title": "Check a Room migration against data-layer traps",
   "summary": "Have an agent review schema changes and migration SQL against the data-layer trap index.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/maxrave-dev-kotlin-footguns/check-room-migration-before-release/",
   "json": "https://dedupedai.com/use-cases/u/maxrave-dev-kotlin-footguns/check-room-migration-before-release.json",
   "md": "https://dedupedai.com/use-cases/maxrave-dev-kotlin-footguns/check-room-migration-before-release/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/maxrave-dev-kotlin-footguns--check-room-migration-before-release.json"
  },
  {
   "id": "mediacutlet-pocket-tank--watch-fish-decisions-in-pc-simulator",
   "repo": "mediacutlet/pocket-tank",
   "title": "Watch the fish brain decide in the PC simulator",
   "summary": "Run the desktop simulator to see the model's goals and urgencies drive a virtual tank, with no board needed.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "c",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/mediacutlet-pocket-tank/watch-fish-decisions-in-pc-simulator/",
   "json": "https://dedupedai.com/use-cases/u/mediacutlet-pocket-tank/watch-fish-decisions-in-pc-simulator.json",
   "md": "https://dedupedai.com/use-cases/mediacutlet-pocket-tank/watch-fish-decisions-in-pc-simulator/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mediacutlet-pocket-tank--watch-fish-decisions-in-pc-simulator.json"
  },
  {
   "id": "mediacutlet-pocket-tank--flash-tank-from-browser",
   "repo": "mediacutlet/pocket-tank",
   "title": "Flash a pocket tank onto a board from a browser",
   "summary": "Install the firmware on a supported Waveshare board from the install page, with no toolchain.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "c",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mediacutlet-pocket-tank/flash-tank-from-browser/",
   "json": "https://dedupedai.com/use-cases/u/mediacutlet-pocket-tank/flash-tank-from-browser.json",
   "md": "https://dedupedai.com/use-cases/mediacutlet-pocket-tank/flash-tank-from-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mediacutlet-pocket-tank--flash-tank-from-browser.json"
  },
  {
   "id": "mediacutlet-pocket-tank--run-firmware-in-qemu-without-hardware",
   "repo": "mediacutlet/pocket-tank",
   "title": "Test the firmware in QEMU without a board",
   "summary": "Run the ESP32-S3 firmware in QEMU to check the tank logic before flashing real hardware.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "c",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mediacutlet-pocket-tank/run-firmware-in-qemu-without-hardware/",
   "json": "https://dedupedai.com/use-cases/u/mediacutlet-pocket-tank/run-firmware-in-qemu-without-hardware.json",
   "md": "https://dedupedai.com/use-cases/mediacutlet-pocket-tank/run-firmware-in-qemu-without-hardware/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mediacutlet-pocket-tank--run-firmware-in-qemu-without-hardware.json"
  },
  {
   "id": "memorax-ai-memorax-code--resume-task-with-past-lessons",
   "repo": "memorax-ai/memorax-code",
   "title": "Resume a coding task with lessons from earlier sessions",
   "summary": "Recall verified fixes and failed approaches from past work before a new session starts changing code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/memorax-ai-memorax-code/resume-task-with-past-lessons/",
   "json": "https://dedupedai.com/use-cases/u/memorax-ai-memorax-code/resume-task-with-past-lessons.json",
   "md": "https://dedupedai.com/use-cases/memorax-ai-memorax-code/resume-task-with-past-lessons/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/memorax-ai-memorax-code--resume-task-with-past-lessons.json"
  },
  {
   "id": "memorax-ai-memorax-code--onboard-repo-with-repo-memory",
   "repo": "memorax-ai/memorax-code",
   "title": "Onboard to a repository with Repo Memory",
   "summary": "Build repository knowledge from recent issues, pull requests, and commits before making changes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/memorax-ai-memorax-code/onboard-repo-with-repo-memory/",
   "json": "https://dedupedai.com/use-cases/u/memorax-ai-memorax-code/onboard-repo-with-repo-memory.json",
   "md": "https://dedupedai.com/use-cases/memorax-ai-memorax-code/onboard-repo-with-repo-memory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/memorax-ai-memorax-code--onboard-repo-with-repo-memory.json"
  },
  {
   "id": "memorax-ai-memorax-code--carry-preferences-and-procedures",
   "repo": "memorax-ai/memorax-code",
   "title": "Carry your preferences and procedures into new sessions",
   "summary": "Keep your language, tone, and checklist habits available to the agent in every new session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/memorax-ai-memorax-code/carry-preferences-and-procedures/",
   "json": "https://dedupedai.com/use-cases/u/memorax-ai-memorax-code/carry-preferences-and-procedures.json",
   "md": "https://dedupedai.com/use-cases/memorax-ai-memorax-code/carry-preferences-and-procedures/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/memorax-ai-memorax-code--carry-preferences-and-procedures.json"
  },
  {
   "id": "memorax-ai-memorax-code--move-setup-to-second-device",
   "repo": "memorax-ai/memorax-code",
   "title": "Move your MemoraX setup to a second device",
   "summary": "Connect a new machine to your MemoraX account by entering the saved username and API key locally.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/memorax-ai-memorax-code/move-setup-to-second-device/",
   "json": "https://dedupedai.com/use-cases/u/memorax-ai-memorax-code/move-setup-to-second-device.json",
   "md": "https://dedupedai.com/use-cases/memorax-ai-memorax-code/move-setup-to-second-device/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/memorax-ai-memorax-code--move-setup-to-second-device.json"
  },
  {
   "id": "memtensor-memt-1-0--run-persistent-memory-chat-locally",
   "repo": "MemTensor/MemT-1.0",
   "title": "Run a chat that remembers facts across turns",
   "summary": "Serve MemT-1.0-Nano with SGLang and chat with native memory that is kept after each reply.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/memtensor-memt-1-0/run-persistent-memory-chat-locally/",
   "json": "https://dedupedai.com/use-cases/u/memtensor-memt-1-0/run-persistent-memory-chat-locally.json",
   "md": "https://dedupedai.com/use-cases/memtensor-memt-1-0/run-persistent-memory-chat-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/memtensor-memt-1-0--run-persistent-memory-chat-locally.json"
  },
  {
   "id": "memtensor-memt-1-0--save-and-restore-memory-snapshot",
   "repo": "MemTensor/MemT-1.0",
   "title": "Save a memory snapshot and resume it in a new session",
   "summary": "Store a model's memory state to a file and restore it later without the old chat transcript.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/memtensor-memt-1-0/save-and-restore-memory-snapshot/",
   "json": "https://dedupedai.com/use-cases/u/memtensor-memt-1-0/save-and-restore-memory-snapshot.json",
   "md": "https://dedupedai.com/use-cases/memtensor-memt-1-0/save-and-restore-memory-snapshot/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/memtensor-memt-1-0--save-and-restore-memory-snapshot.json"
  },
  {
   "id": "memtensor-memt-1-0--compare-memory-on-and-off-replies",
   "repo": "MemTensor/MemT-1.0",
   "title": "Compare replies with native memory on and off",
   "summary": "Run the same question with memory reading disabled to see what the memory layer changes.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/memtensor-memt-1-0/compare-memory-on-and-off-replies/",
   "json": "https://dedupedai.com/use-cases/u/memtensor-memt-1-0/compare-memory-on-and-off-replies.json",
   "md": "https://dedupedai.com/use-cases/memtensor-memt-1-0/compare-memory-on-and-off-replies/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/memtensor-memt-1-0--compare-memory-on-and-off-replies.json"
  },
  {
   "id": "merit-systems-openinstinct--book-errands-through-imessage",
   "repo": "Merit-Systems/OpenInstinct",
   "title": "Book tickets and run errands by iMessage",
   "summary": "Text your assistant a chore and it uses a cloud browser to try to finish it.",
   "category": "Life admin",
   "tags": [
    "Life admin"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/merit-systems-openinstinct/book-errands-through-imessage/",
   "json": "https://dedupedai.com/use-cases/u/merit-systems-openinstinct/book-errands-through-imessage.json",
   "md": "https://dedupedai.com/use-cases/merit-systems-openinstinct/book-errands-through-imessage/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/merit-systems-openinstinct--book-errands-through-imessage.json"
  },
  {
   "id": "merit-systems-openinstinct--sign-in-to-sites-without-exposing-passwords",
   "repo": "Merit-Systems/OpenInstinct",
   "title": "Let the assistant sign in using a vault",
   "summary": "Store site logins in an encrypted vault so autofill keeps passwords out of the model.",
   "category": "Life admin",
   "tags": [
    "Life admin"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/merit-systems-openinstinct/sign-in-to-sites-without-exposing-passwords/",
   "json": "https://dedupedai.com/use-cases/u/merit-systems-openinstinct/sign-in-to-sites-without-exposing-passwords.json",
   "md": "https://dedupedai.com/use-cases/merit-systems-openinstinct/sign-in-to-sites-without-exposing-passwords/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/merit-systems-openinstinct--sign-in-to-sites-without-exposing-passwords.json"
  },
  {
   "id": "merit-systems-openinstinct--handle-gmail-calendar-and-contacts",
   "repo": "Merit-Systems/OpenInstinct",
   "title": "Manage Gmail, Calendar, and Contacts by text",
   "summary": "Connect a Google account so the assistant can work with your email, events, and contacts.",
   "category": "Life admin",
   "tags": [
    "Life admin"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/merit-systems-openinstinct/handle-gmail-calendar-and-contacts/",
   "json": "https://dedupedai.com/use-cases/u/merit-systems-openinstinct/handle-gmail-calendar-and-contacts.json",
   "md": "https://dedupedai.com/use-cases/merit-systems-openinstinct/handle-gmail-calendar-and-contacts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/merit-systems-openinstinct--handle-gmail-calendar-and-contacts.json"
  },
  {
   "id": "merit-systems-openinstinct--approve-purchases-from-a-link-wallet",
   "repo": "Merit-Systems/OpenInstinct",
   "title": "Approve purchases from your Link wallet",
   "summary": "Connect Stripe Link so the assistant can buy things you approve from your own wallet.",
   "category": "Life admin",
   "tags": [
    "Life admin"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/merit-systems-openinstinct/approve-purchases-from-a-link-wallet/",
   "json": "https://dedupedai.com/use-cases/u/merit-systems-openinstinct/approve-purchases-from-a-link-wallet.json",
   "md": "https://dedupedai.com/use-cases/merit-systems-openinstinct/approve-purchases-from-a-link-wallet/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/merit-systems-openinstinct--approve-purchases-from-a-link-wallet.json"
  },
  {
   "id": "metaevo-ai-harness-zero--generate-reviewed-agent-trajectories",
   "repo": "metaevo-ai/harness-zero",
   "title": "Generate reviewed agent trajectories for training data",
   "summary": "Run a harnessing agent over benchmark tasks and export successful trials as an SFT dataset.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/metaevo-ai-harness-zero/generate-reviewed-agent-trajectories/",
   "json": "https://dedupedai.com/use-cases/u/metaevo-ai-harness-zero/generate-reviewed-agent-trajectories.json",
   "md": "https://dedupedai.com/use-cases/metaevo-ai-harness-zero/generate-reviewed-agent-trajectories/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/metaevo-ai-harness-zero--generate-reviewed-agent-trajectories.json"
  },
  {
   "id": "metaevo-ai-harness-zero--distill-harness-into-model-weights",
   "repo": "metaevo-ai/harness-zero",
   "title": "Distill a harness into Qwen3.5-9B weights",
   "summary": "Fine-tune the base model on reviewed trajectories so it runs well under the minimal harness alone.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/metaevo-ai-harness-zero/distill-harness-into-model-weights/",
   "json": "https://dedupedai.com/use-cases/u/metaevo-ai-harness-zero/distill-harness-into-model-weights.json",
   "md": "https://dedupedai.com/use-cases/metaevo-ai-harness-zero/distill-harness-into-model-weights/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/metaevo-ai-harness-zero--distill-harness-into-model-weights.json"
  },
  {
   "id": "metaevo-ai-harness-zero--adapt-harness-bank-to-new-domain",
   "repo": "metaevo-ai/harness-zero",
   "title": "Adapt the harness bank to a new task domain",
   "summary": "Use the bundled evolution skills to build student and reference harnesses for another domain.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/metaevo-ai-harness-zero/adapt-harness-bank-to-new-domain/",
   "json": "https://dedupedai.com/use-cases/u/metaevo-ai-harness-zero/adapt-harness-bank-to-new-domain.json",
   "md": "https://dedupedai.com/use-cases/metaevo-ai-harness-zero/adapt-harness-bank-to-new-domain/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/metaevo-ai-harness-zero--adapt-harness-bank-to-new-domain.json"
  },
  {
   "id": "metaevo-ai-harness-zero--reproduce-appworld-evaluation",
   "repo": "metaevo-ai/harness-zero",
   "title": "Reproduce the AppWorld evaluation with the dedicated setup",
   "summary": "Run AppWorld rollouts through the included mini-SWE-agent and environment to match the reported setup.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/metaevo-ai-harness-zero/reproduce-appworld-evaluation/",
   "json": "https://dedupedai.com/use-cases/u/metaevo-ai-harness-zero/reproduce-appworld-evaluation.json",
   "md": "https://dedupedai.com/use-cases/metaevo-ai-harness-zero/reproduce-appworld-evaluation/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/metaevo-ai-harness-zero--reproduce-appworld-evaluation.json"
  },
  {
   "id": "michael-jiahao-zhang-game-the-llm-reviewer--final-pass-on-finished-manuscript",
   "repo": "Michael-Jiahao-Zhang/game-the-llm-reviewer",
   "title": "Run a meaning-preserving final pass on a finished paper",
   "summary": "Have an agent make small wording edits to a draft and log every change for review.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/final-pass-on-finished-manuscript/",
   "json": "https://dedupedai.com/use-cases/u/michael-jiahao-zhang-game-the-llm-reviewer/final-pass-on-finished-manuscript.json",
   "md": "https://dedupedai.com/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/final-pass-on-finished-manuscript/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/michael-jiahao-zhang-game-the-llm-reviewer--final-pass-on-finished-manuscript.json"
  },
  {
   "id": "michael-jiahao-zhang-game-the-llm-reviewer--rewrite-abstract-under-200-words",
   "repo": "Michael-Jiahao-Zhang/game-the-llm-reviewer",
   "title": "Tighten an abstract to 200 words without losing results",
   "summary": "Get replacement abstract prose and a short change note from one prompt.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/rewrite-abstract-under-200-words/",
   "json": "https://dedupedai.com/use-cases/u/michael-jiahao-zhang-game-the-llm-reviewer/rewrite-abstract-under-200-words.json",
   "md": "https://dedupedai.com/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/rewrite-abstract-under-200-words/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/michael-jiahao-zhang-game-the-llm-reviewer--rewrite-abstract-under-200-words.json"
  },
  {
   "id": "michael-jiahao-zhang-game-the-llm-reviewer--adjust-theory-paper-stance",
   "repo": "Michael-Jiahao-Zhang/game-the-llm-reviewer",
   "title": "Tune a theory paper's stance, keep theorems and assumptions",
   "summary": "Adjust contribution wording in a theory paper while leaving formal statements unchanged.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/adjust-theory-paper-stance/",
   "json": "https://dedupedai.com/use-cases/u/michael-jiahao-zhang-game-the-llm-reviewer/adjust-theory-paper-stance.json",
   "md": "https://dedupedai.com/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/adjust-theory-paper-stance/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/michael-jiahao-zhang-game-the-llm-reviewer--adjust-theory-paper-stance.json"
  },
  {
   "id": "michael-jiahao-zhang-game-the-llm-reviewer--run-after-another-writing-skill",
   "repo": "Michael-Jiahao-Zhang/game-the-llm-reviewer",
   "title": "Add this as the last pass after another writing skill",
   "summary": "Chain the skill after a drafting tool, reusing an existing claim-evidence map.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/run-after-another-writing-skill/",
   "json": "https://dedupedai.com/use-cases/u/michael-jiahao-zhang-game-the-llm-reviewer/run-after-another-writing-skill.json",
   "md": "https://dedupedai.com/use-cases/michael-jiahao-zhang-game-the-llm-reviewer/run-after-another-writing-skill/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/michael-jiahao-zhang-game-the-llm-reviewer--run-after-another-writing-skill.json"
  },
  {
   "id": "michaelswissa-jevry--compare-sources-with-citations",
   "repo": "michaelswissa/jevry",
   "title": "Compare two web pages and cite each claim",
   "summary": "Ask Jevry to read two or more pages and return a comparison with citations to the pages it read.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/michaelswissa-jevry/compare-sources-with-citations/",
   "json": "https://dedupedai.com/use-cases/u/michaelswissa-jevry/compare-sources-with-citations.json",
   "md": "https://dedupedai.com/use-cases/michaelswissa-jevry/compare-sources-with-citations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/michaelswissa-jevry--compare-sources-with-citations.json"
  },
  {
   "id": "michaelswissa-jevry--find-library-getting-started-guide",
   "repo": "michaelswissa/jevry",
   "title": "Find a library's getting-started guide in docs",
   "summary": "Point Jevry at a project's public documentation site and have it navigate to the getting-started page.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/michaelswissa-jevry/find-library-getting-started-guide/",
   "json": "https://dedupedai.com/use-cases/u/michaelswissa-jevry/find-library-getting-started-guide.json",
   "md": "https://dedupedai.com/use-cases/michaelswissa-jevry/find-library-getting-started-guide/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/michaelswissa-jevry--find-library-getting-started-guide.json"
  },
  {
   "id": "michaelswissa-jevry--collect-matching-catalog-records",
   "repo": "michaelswissa/jevry",
   "title": "Collect records that match filters in a web table",
   "summary": "Have Jevry apply filters to a catalog or admin table and report the matching records it found.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/michaelswissa-jevry/collect-matching-catalog-records/",
   "json": "https://dedupedai.com/use-cases/u/michaelswissa-jevry/collect-matching-catalog-records.json",
   "md": "https://dedupedai.com/use-cases/michaelswissa-jevry/collect-matching-catalog-records/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/michaelswissa-jevry--collect-matching-catalog-records.json"
  },
  {
   "id": "michaelswissa-jevry--play-numeric-puzzle-game",
   "repo": "michaelswissa/jevry",
   "title": "Have Jevry play and win a 2048 game",
   "summary": "Ask Jevry to play a supported numeric puzzle game in the browser and report the final board state.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/michaelswissa-jevry/play-numeric-puzzle-game/",
   "json": "https://dedupedai.com/use-cases/u/michaelswissa-jevry/play-numeric-puzzle-game.json",
   "md": "https://dedupedai.com/use-cases/michaelswissa-jevry/play-numeric-puzzle-game/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/michaelswissa-jevry--play-numeric-puzzle-game.json"
  },
  {
   "id": "microsoft-skill-recorder--record-repeated-task-into-skill",
   "repo": "microsoft/skill-recorder",
   "title": "Turn one recorded task into a reusable Skill",
   "summary": "Record a task once, analyze it with Copilot, and generate a SKILL.md an agent can run.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/microsoft-skill-recorder/record-repeated-task-into-skill/",
   "json": "https://dedupedai.com/use-cases/u/microsoft-skill-recorder/record-repeated-task-into-skill.json",
   "md": "https://dedupedai.com/use-cases/microsoft-skill-recorder/record-repeated-task-into-skill/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/microsoft-skill-recorder--record-repeated-task-into-skill.json"
  },
  {
   "id": "microsoft-skill-recorder--turn-recorded-task-into-automation",
   "repo": "microsoft/skill-recorder",
   "title": "Schedule a recorded task as a recurring Automation",
   "summary": "Turn an approved analysis into an Automation that runs the same procedure on a schedule or trigger.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/microsoft-skill-recorder/turn-recorded-task-into-automation/",
   "json": "https://dedupedai.com/use-cases/u/microsoft-skill-recorder/turn-recorded-task-into-automation.json",
   "md": "https://dedupedai.com/use-cases/microsoft-skill-recorder/turn-recorded-task-into-automation/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/microsoft-skill-recorder--turn-recorded-task-into-automation.json"
  },
  {
   "id": "microsoft-skill-recorder--capture-terminal-workflow-as-skill",
   "repo": "microsoft/skill-recorder",
   "title": "Capture a terminal workflow as a Skill with native tools",
   "summary": "Record commands run in the app's recorded terminal and turn them into a Skill that uses native tools.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/microsoft-skill-recorder/capture-terminal-workflow-as-skill/",
   "json": "https://dedupedai.com/use-cases/u/microsoft-skill-recorder/capture-terminal-workflow-as-skill.json",
   "md": "https://dedupedai.com/use-cases/microsoft-skill-recorder/capture-terminal-workflow-as-skill/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/microsoft-skill-recorder--capture-terminal-workflow-as-skill.json"
  },
  {
   "id": "microsoft-skill-recorder--run-eval-suite-on-skill-builder",
   "repo": "microsoft/skill-recorder",
   "title": "Score the describer and builder with the eval suite",
   "summary": "Run the fixture-based evals to check how well a Skill generalizes from one recording.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/microsoft-skill-recorder/run-eval-suite-on-skill-builder/",
   "json": "https://dedupedai.com/use-cases/u/microsoft-skill-recorder/run-eval-suite-on-skill-builder.json",
   "md": "https://dedupedai.com/use-cases/microsoft-skill-recorder/run-eval-suite-on-skill-builder/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/microsoft-skill-recorder--run-eval-suite-on-skill-builder.json"
  },
  {
   "id": "midudev-better-claude--split-changes-into-conventional-commits",
   "repo": "midudev/better-claude",
   "title": "Split your changes into clean Conventional Commits",
   "summary": "Use /commit to group pending edits into Conventional Commits and push, commit only, or branch.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/midudev-better-claude/split-changes-into-conventional-commits/",
   "json": "https://dedupedai.com/use-cases/u/midudev-better-claude/split-changes-into-conventional-commits.json",
   "md": "https://dedupedai.com/use-cases/midudev-better-claude/split-changes-into-conventional-commits/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/midudev-better-claude--split-changes-into-conventional-commits.json"
  },
  {
   "id": "midudev-better-claude--hear-claude-summarize-each-turn",
   "repo": "midudev/better-claude",
   "title": "Hear what Claude did after each turn",
   "summary": "Turn on Narrator to have Claude speak a summary of each turn in your language.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/midudev-better-claude/hear-claude-summarize-each-turn/",
   "json": "https://dedupedai.com/use-cases/u/midudev-better-claude/hear-claude-summarize-each-turn.json",
   "md": "https://dedupedai.com/use-cases/midudev-better-claude/hear-claude-summarize-each-turn/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/midudev-better-claude--hear-claude-summarize-each-turn.json"
  },
  {
   "id": "midudev-better-claude--track-subscription-usage-windows",
   "repo": "midudev/better-claude",
   "title": "Watch your 5-hour and weekly usage at a glance",
   "summary": "Install Sub Meter to see subscription usage bars in the bottom right of Claude Code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/midudev-better-claude/track-subscription-usage-windows/",
   "json": "https://dedupedai.com/use-cases/u/midudev-better-claude/track-subscription-usage-windows.json",
   "md": "https://dedupedai.com/use-cases/midudev-better-claude/track-subscription-usage-windows/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/midudev-better-claude--track-subscription-usage-windows.json"
  },
  {
   "id": "midudev-better-claude--check-which-screenshot-a-prompt-used",
   "repo": "midudev/better-claude",
   "title": "Check which pasted screenshot a prompt refers to",
   "summary": "Hover a pasted [Image #N] tag to see the picture while you write or review prompts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/midudev-better-claude/check-which-screenshot-a-prompt-used/",
   "json": "https://dedupedai.com/use-cases/u/midudev-better-claude/check-which-screenshot-a-prompt-used.json",
   "md": "https://dedupedai.com/use-cases/midudev-better-claude/check-which-screenshot-a-prompt-used/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/midudev-better-claude--check-which-screenshot-a-prompt-used.json"
  },
  {
   "id": "mihirgupta0900-tv-home--debloat-slow-android-tv-over-wifi",
   "repo": "mihirgupta0900/tv-home",
   "title": "Debloat a slow Android TV over Wi-Fi",
   "summary": "Disable the manufacturer's ads, telemetry and bloat apps on your TV from your laptop, with a restore script.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "java",
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/mihirgupta0900-tv-home/debloat-slow-android-tv-over-wifi.json",
   "md": "https://dedupedai.com/use-cases/mihirgupta0900-tv-home/debloat-slow-android-tv-over-wifi/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mihirgupta0900-tv-home--debloat-slow-android-tv-over-wifi.json"
  },
  {
   "id": "mihirgupta0900-tv-home--install-apple-tv-style-home-screen",
   "repo": "mihirgupta0900/tv-home",
   "title": "Install a fast Apple TV-style home screen",
   "summary": "Build and install the TV Home launcher with a dock of your favourite apps and rotating nature wallpapers.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "java",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/mihirgupta0900-tv-home/install-apple-tv-style-home-screen.json",
   "md": "https://dedupedai.com/use-cases/mihirgupta0900-tv-home/install-apple-tv-style-home-screen/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mihirgupta0900-tv-home--install-apple-tv-style-home-screen.json"
  },
  {
   "id": "mihirgupta0900-tv-home--type-wifi-passwords-on-tv-from-laptop",
   "repo": "mihirgupta0900/tv-home",
   "title": "Type text into the TV from your laptop",
   "summary": "Use your laptop keyboard to fill in on-screen keyboard fields on the TV, including hidden passwords.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "java",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/mihirgupta0900-tv-home/type-wifi-passwords-on-tv-from-laptop.json",
   "md": "https://dedupedai.com/use-cases/mihirgupta0900-tv-home/type-wifi-passwords-on-tv-from-laptop/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mihirgupta0900-tv-home--type-wifi-passwords-on-tv-from-laptop.json"
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  {
   "id": "mihirgupta0900-tv-home--set-up-tv-with-claude-code-one-prompt",
   "repo": "mihirgupta0900/tv-home",
   "title": "Set up and debloat a TV with one Claude Code prompt",
   "summary": "Let Claude Code find your TV, debloat it, build the home screen and write a restore script from one prompt.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "java",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/mihirgupta0900-tv-home/set-up-tv-with-claude-code-one-prompt.json",
   "md": "https://dedupedai.com/use-cases/mihirgupta0900-tv-home/set-up-tv-with-claude-code-one-prompt/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mihirgupta0900-tv-home--set-up-tv-with-claude-code-one-prompt.json"
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   "id": "mikamikasuki-forest--run-full-research-project-in-web-workspace",
   "repo": "mikamikasuki/forest",
   "title": "Run a research project from question to draft paper",
   "summary": "Start a FOREST project in the browser and let it move from research goal to experiments and manuscript.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/mikamikasuki-forest/run-full-research-project-in-web-workspace/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikamikasuki-forest--run-full-research-project-in-web-workspace.json"
  },
  {
   "id": "mikamikasuki-forest--drive-research-project-headless-from-cli",
   "repo": "mikamikasuki/forest",
   "title": "Run a research project from the terminal without the Web build",
   "summary": "Use the FOREST CLI and API service to create and monitor a research project on a server or in scripts.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mikamikasuki-forest/drive-research-project-headless-from-cli/",
   "json": "https://dedupedai.com/use-cases/u/mikamikasuki-forest/drive-research-project-headless-from-cli.json",
   "md": "https://dedupedai.com/use-cases/mikamikasuki-forest/drive-research-project-headless-from-cli/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikamikasuki-forest--drive-research-project-headless-from-cli.json"
  },
  {
   "id": "mikamikasuki-forest--run-experiments-from-public-github-repository",
   "repo": "mikamikasuki/forest",
   "title": "Clone a public GitHub repo and inspect its run diagnostics",
   "summary": "Bring a public GitHub codebase into a FOREST project and check the source commit and run diagnostics.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/mikamikasuki-forest/run-experiments-from-public-github-repository.json",
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   "api": "https://dedupedai.com/api/v1/usecases/mikamikasuki-forest--run-experiments-from-public-github-repository.json"
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   "id": "mikamikasuki-forest--audit-paired-statistics-input-bytes",
   "repo": "mikamikasuki/forest",
   "title": "Verify the exact CSV bytes behind a paired statistics run",
   "summary": "Retrieve the retained input file and provenance record for a paired statistics analysis in FOREST.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/mikamikasuki-forest/audit-paired-statistics-input-bytes.json",
   "md": "https://dedupedai.com/use-cases/mikamikasuki-forest/audit-paired-statistics-input-bytes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikamikasuki-forest--audit-paired-statistics-input-bytes.json"
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  {
   "id": "mikehasa-agentacct--see-what-coding-agents-did-and-cost",
   "repo": "mikehasa/agentacct",
   "title": "See what your coding agents did and what it cost",
   "summary": "Install Agentacct once and review recent agent tasks, tool calls, tokens, and estimated cost on your machine.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/mikehasa-agentacct/see-what-coding-agents-did-and-cost/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikehasa-agentacct--see-what-coding-agents-did-and-cost.json"
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  {
   "id": "mikehasa-agentacct--check-whether-an-agent-done-claim-holds",
   "repo": "mikehasa/agentacct",
   "title": "Check whether an agent's 'done' claim is verified",
   "summary": "Open a task receipt and separate the agent's own Reported result from checks that passed after the last change.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mikehasa-agentacct/check-whether-an-agent-done-claim-holds/",
   "json": "https://dedupedai.com/use-cases/u/mikehasa-agentacct/check-whether-an-agent-done-claim-holds.json",
   "md": "https://dedupedai.com/use-cases/mikehasa-agentacct/check-whether-an-agent-done-claim-holds/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikehasa-agentacct--check-whether-an-agent-done-claim-holds.json"
  },
  {
   "id": "mikehasa-agentacct--review-token-usage-and-cost-by-agent-and-model",
   "repo": "mikehasa/agentacct",
   "title": "Review token use and cost by agent and model",
   "summary": "Filter usage by date, agent, model, or provider to see where tokens and estimated spend went.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/mikehasa-agentacct--review-token-usage-and-cost-by-agent-and-model.json"
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  {
   "id": "mikehasa-agentacct--follow-one-project-across-every-agent",
   "repo": "mikehasa/agentacct",
   "title": "Follow one project folder across every agent",
   "summary": "Point a work group at a project folder to see which agents worked there and in what order.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/mikehasa-agentacct/follow-one-project-across-every-agent/",
   "json": "https://dedupedai.com/use-cases/u/mikehasa-agentacct/follow-one-project-across-every-agent.json",
   "md": "https://dedupedai.com/use-cases/mikehasa-agentacct/follow-one-project-across-every-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikehasa-agentacct--follow-one-project-across-every-agent.json"
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  {
   "id": "mikehasa-golive-skill--take-agent-app-live-on-own-accounts",
   "repo": "mikehasa/golive-skill",
   "title": "Take an agent-built app live on your own accounts",
   "summary": "Detect what the app needs, approve a plan, and deploy it to your Vercel and Supabase accounts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/mikehasa-golive-skill/take-agent-app-live-on-own-accounts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikehasa-golive-skill--take-agent-app-live-on-own-accounts.json"
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  {
   "id": "mikehasa-golive-skill--hand-over-or-tear-down-test-launch",
   "repo": "mikehasa/golive-skill",
   "title": "Tear down a test launch and list what remains",
   "summary": "Remove the resources golive created, then get a handoff for anything it cannot delete.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/mikehasa-golive-skill/hand-over-or-tear-down-test-launch.json",
   "md": "https://dedupedai.com/use-cases/mikehasa-golive-skill/hand-over-or-tear-down-test-launch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikehasa-golive-skill--hand-over-or-tear-down-test-launch.json"
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  {
   "id": "mikehasa-golive-skill--connect-custom-domain-and-transactional-email",
   "repo": "mikehasa/golive-skill",
   "title": "Connect a custom domain and transactional email",
   "summary": "Point a domain you own at the live app and set up sending through Resend.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "md": "https://dedupedai.com/use-cases/mikehasa-golive-skill/connect-custom-domain-and-transactional-email/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikehasa-golive-skill--connect-custom-domain-and-transactional-email.json"
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  {
   "id": "mikehasa-golive-skill--install-golive-into-openclaw-workspace",
   "repo": "mikehasa/golive-skill",
   "title": "Install GoLive into an OpenClaw workspace",
   "summary": "Add the skill to a project's skills folder through ClawHub and keep it updated there.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/mikehasa-golive-skill/install-golive-into-openclaw-workspace.json",
   "md": "https://dedupedai.com/use-cases/mikehasa-golive-skill/install-golive-into-openclaw-workspace/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mikehasa-golive-skill--install-golive-into-openclaw-workspace.json"
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   "id": "milind-soni-openmausbot--install-bot-team-from-markdown",
   "repo": "milind-soni/OpenMausBot",
   "title": "Install a complete bot team from one Markdown file",
   "summary": "Import a team playbook, review it, and get bots, channels and paused routines in one pass.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "md": "https://dedupedai.com/use-cases/milind-soni-openmausbot/install-bot-team-from-markdown/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/milind-soni-openmausbot--install-bot-team-from-markdown.json"
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   "id": "milind-soni-openmausbot--share-configured-team-with-colleague",
   "repo": "milind-soni/OpenMausBot",
   "title": "Share a configured bot team as one file",
   "summary": "Save a working team as one file a colleague can import without your chat history or keys.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/milind-soni-openmausbot--share-configured-team-with-colleague.json"
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   "id": "milind-soni-openmausbot--approve-bot-actions-on-your-mac",
   "repo": "milind-soni/OpenMausBot",
   "title": "Let a bot work on your Mac with approval on each step",
   "summary": "Point a bot at your own computer and approve or deny each risky action as an inline card.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/milind-soni-openmausbot--approve-bot-actions-on-your-mac.json"
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   "id": "milind-soni-openmausbot--hear-bot-replies-read-aloud",
   "repo": "milind-soni/OpenMausBot",
   "title": "Hear overnight bot results read aloud",
   "summary": "Turn on spoken replies so a bot reads its answers as they land, using a voice you pick.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/milind-soni-openmausbot--hear-bot-replies-read-aloud.json"
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   "id": "minimax-ai-openagentcore--run-coding-agent-sessions-via-openai-sdk",
   "repo": "MiniMax-AI/OpenAgentCore",
   "title": "Run a coding agent Session through the OpenAI SDK",
   "summary": "Install Core and Web, then start a Codex Session from Python using the OpenAI SDK.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/minimax-ai-openagentcore/run-coding-agent-sessions-via-openai-sdk.json",
   "md": "https://dedupedai.com/use-cases/minimax-ai-openagentcore/run-coding-agent-sessions-via-openai-sdk/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/minimax-ai-openagentcore--run-coding-agent-sessions-via-openai-sdk.json"
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  {
   "id": "minimax-ai-openagentcore--point-existing-openai-app-at-self-hosted-core",
   "repo": "MiniMax-AI/OpenAgentCore",
   "title": "Point an existing OpenAI SDK app at self-hosted Core",
   "summary": "Change the base URL and key so an OpenAI SDK app runs agent Sessions on your own Core.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 0.9,
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   "repo": "miqdadbadjuber/anti-slop",
   "title": "Build a landing page free of generic AI UI",
   "summary": "Install antislop and have an agent build a UI with no invented numbers or filler decoration.",
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   "title": "Remove filler and fake stats from marketing copy",
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   "summary": "Run antislop in After mode to get a numbered list of comment fixes you approve.",
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   "title": "Check a UI for contrast, focus, and mobile layout",
   "summary": "Use the accessibility and responsive skills to review a UI before release.",
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   "title": "Port a Flutter app layout to iPhone Duo",
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   "summary": "Check a game's screen filling, aspect ratio and on-screen controls against iPhone Duo poses.",
   "category": "Software and DevOps",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/mirzaaghazadeh-iphone-duo-skills/plan-game-touch-controls-clear-of-fold/",
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   "api": "https://dedupedai.com/api/v1/usecases/mirzaaghazadeh-iphone-duo-skills--plan-game-touch-controls-clear-of-fold.json"
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  {
   "id": "mitkox-esf--run-coding-agent-task-to-reviewable-patch",
   "repo": "mitkox/esf",
   "title": "Turn a coding task into a verified patch",
   "summary": "Run a coding agent in an isolated microVM and get a patch plus gate results.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/mitkox-esf/run-coding-agent-task-to-reviewable-patch/",
   "json": "https://dedupedai.com/use-cases/u/mitkox-esf/run-coding-agent-task-to-reviewable-patch.json",
   "md": "https://dedupedai.com/use-cases/mitkox-esf/run-coding-agent-task-to-reviewable-patch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mitkox-esf--run-coding-agent-task-to-reviewable-patch.json"
  },
  {
   "id": "mitkox-esf--hold-agent-changes-for-human-review",
   "repo": "mitkox/esf",
   "title": "Pause agent runs for human approval",
   "summary": "Stop each run after gates report, then approve, reject, or rework it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mitkox-esf/hold-agent-changes-for-human-review/",
   "json": "https://dedupedai.com/use-cases/u/mitkox-esf/hold-agent-changes-for-human-review.json",
   "md": "https://dedupedai.com/use-cases/mitkox-esf/hold-agent-changes-for-human-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mitkox-esf--hold-agent-changes-for-human-review.json"
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  {
   "id": "mitkox-esf--submit-reviewed-run-manifest",
   "repo": "mitkox/esf",
   "title": "Submit a reviewed run from a manifest",
   "summary": "Apply a checked run.toml file so the same task runs the same way every time.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mitkox-esf/submit-reviewed-run-manifest/",
   "json": "https://dedupedai.com/use-cases/u/mitkox-esf/submit-reviewed-run-manifest.json",
   "md": "https://dedupedai.com/use-cases/mitkox-esf/submit-reviewed-run-manifest/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mitkox-esf--submit-reviewed-run-manifest.json"
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  {
   "id": "mitkox-esf--audit-agent-run-evidence",
   "repo": "mitkox/esf",
   "title": "Audit what an agent run actually did",
   "summary": "Check the patch, logs, and cleanup record for a finished run.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/mitkox-esf/audit-agent-run-evidence/",
   "json": "https://dedupedai.com/use-cases/u/mitkox-esf/audit-agent-run-evidence.json",
   "md": "https://dedupedai.com/use-cases/mitkox-esf/audit-agent-run-evidence/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mitkox-esf--audit-agent-run-evidence.json"
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  {
   "id": "miuuyy-codex-chatgpt-web--use-chatgpt-web-models-in-codex",
   "repo": "miuuyy/codex-chatgpt-web",
   "title": "Use ChatGPT Web models inside Codex without Codex quota",
   "summary": "Add ChatGPT Web models to Codex's native picker and keep Codex quota unused.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/miuuyy-codex-chatgpt-web/use-chatgpt-web-models-in-codex/",
   "json": "https://dedupedai.com/use-cases/u/miuuyy-codex-chatgpt-web/use-chatgpt-web-models-in-codex.json",
   "md": "https://dedupedai.com/use-cases/miuuyy-codex-chatgpt-web/use-chatgpt-web-models-in-codex/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/miuuyy-codex-chatgpt-web--use-chatgpt-web-models-in-codex.json"
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  {
   "id": "miuuyy-codex-chatgpt-web--let-chatgpt-use-codex-task-tools",
   "repo": "miuuyy/codex-chatgpt-web",
   "title": "Let ChatGPT use files and terminal in a Codex task",
   "summary": "Connect ChatGPT to a Codex task's files, terminal, and tools through MCP.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/miuuyy-codex-chatgpt-web/let-chatgpt-use-codex-task-tools.json",
   "md": "https://dedupedai.com/use-cases/miuuyy-codex-chatgpt-web/let-chatgpt-use-codex-task-tools/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/miuuyy-codex-chatgpt-web--let-chatgpt-use-codex-task-tools.json"
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  {
   "id": "miuuyy-codex-chatgpt-web--paste-prompts-with-zero-risk-mode",
   "repo": "miuuyy/codex-chatgpt-web",
   "title": "Send prepared prompts to ChatGPT with Zero Risk mode",
   "summary": "Use a manual paste-and-send flow when you do not want the launcher to operate the ChatGPT page.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/miuuyy-codex-chatgpt-web/paste-prompts-with-zero-risk-mode/",
   "json": "https://dedupedai.com/use-cases/u/miuuyy-codex-chatgpt-web/paste-prompts-with-zero-risk-mode.json",
   "md": "https://dedupedai.com/use-cases/miuuyy-codex-chatgpt-web/paste-prompts-with-zero-risk-mode/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/miuuyy-codex-chatgpt-web--paste-prompts-with-zero-risk-mode.json"
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  {
   "id": "miuuyy-codex-chatgpt-web--switch-subagent-delegation-protocol",
   "repo": "miuuyy/codex-chatgpt-web",
   "title": "Set cross-backend subagent delegation in Codex",
   "summary": "Choose between Compatibility V1 and Native subagent delegation for Codex tasks.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/miuuyy-codex-chatgpt-web/switch-subagent-delegation-protocol/",
   "json": "https://dedupedai.com/use-cases/u/miuuyy-codex-chatgpt-web/switch-subagent-delegation-protocol.json",
   "md": "https://dedupedai.com/use-cases/miuuyy-codex-chatgpt-web/switch-subagent-delegation-protocol/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/miuuyy-codex-chatgpt-web--switch-subagent-delegation-protocol.json"
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   "id": "mizchi-jev-lint--catch-comments-that-lie-in-typescript",
   "repo": "mizchi/jev-lint",
   "title": "Find doc comments that contradict their TypeScript code",
   "summary": "Flag functions whose comments promise behaviour the body does not deliver.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/mizchi-jev-lint/catch-comments-that-lie-in-typescript.json",
   "md": "https://dedupedai.com/use-cases/mizchi-jev-lint/catch-comments-that-lie-in-typescript/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mizchi-jev-lint--catch-comments-that-lie-in-typescript.json"
  },
  {
   "id": "mizchi-jev-lint--review-only-changed-lines-before-merge",
   "repo": "mizchi/jev-lint",
   "title": "Review only the lines a pull request changed",
   "summary": "Run Jev Lint on a diff so findings land on new code and cost less.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mizchi-jev-lint/review-only-changed-lines-before-merge/",
   "json": "https://dedupedai.com/use-cases/u/mizchi-jev-lint/review-only-changed-lines-before-merge.json",
   "md": "https://dedupedai.com/use-cases/mizchi-jev-lint/review-only-changed-lines-before-merge/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mizchi-jev-lint--review-only-changed-lines-before-merge.json"
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  {
   "id": "mizchi-jev-lint--check-commit-messages-against-agents-md",
   "repo": "mizchi/jev-lint",
   "title": "Check commit messages and staged changes against AGENTS.md",
   "summary": "Judge each commit message against its diff and each change against repo instructions.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mizchi-jev-lint/check-commit-messages-against-agents-md/",
   "json": "https://dedupedai.com/use-cases/u/mizchi-jev-lint/check-commit-messages-against-agents-md.json",
   "md": "https://dedupedai.com/use-cases/mizchi-jev-lint/check-commit-messages-against-agents-md/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mizchi-jev-lint--check-commit-messages-against-agents-md.json"
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   "id": "mizchi-jev-lint--audit-shell-scripts-for-hidden-machine-effects",
   "repo": "mizchi/jev-lint",
   "title": "Audit shell scripts for hidden effects on the machine",
   "summary": "Flag scripts that download and run code, read secrets or install persistence.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/mizchi-jev-lint/audit-shell-scripts-for-hidden-machine-effects.json",
   "md": "https://dedupedai.com/use-cases/mizchi-jev-lint/audit-shell-scripts-for-hidden-machine-effects/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mizchi-jev-lint--audit-shell-scripts-for-hidden-machine-effects.json"
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  {
   "id": "mizchi-jev-lint--let-coding-agent-run-jev-lint",
   "repo": "mizchi/jev-lint",
   "title": "Let a coding agent install the skill and run Jev Lint",
   "summary": "Install the Jev Lint skill so an agent can run checks and write project rules.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "json": "https://dedupedai.com/use-cases/u/mizchi-jev-lint/let-coding-agent-run-jev-lint.json",
   "md": "https://dedupedai.com/use-cases/mizchi-jev-lint/let-coding-agent-run-jev-lint/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mizchi-jev-lint--let-coding-agent-run-jev-lint.json"
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  {
   "id": "mizorewww-laya-mlx--route-support-tickets-locally",
   "repo": "mizorewww/laya-mlx",
   "title": "Route support tickets to a team on your Mac",
   "summary": "Pick the right team for each ticket with a local typed choice decision.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/mizorewww-laya-mlx/route-support-tickets-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mizorewww-laya-mlx--route-support-tickets-locally.json"
  },
  {
   "id": "mizorewww-laya-mlx--answer-several-typed-questions-per-message",
   "repo": "mizorewww/laya-mlx",
   "title": "Answer several typed questions about one message",
   "summary": "Get a team choice, an urgency score and a refund yes/no flag in one call.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mizorewww-laya-mlx/answer-several-typed-questions-per-message/",
   "json": "https://dedupedai.com/use-cases/u/mizorewww-laya-mlx/answer-several-typed-questions-per-message.json",
   "md": "https://dedupedai.com/use-cases/mizorewww-laya-mlx/answer-several-typed-questions-per-message/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mizorewww-laya-mlx--answer-several-typed-questions-per-message.json"
  },
  {
   "id": "mizorewww-laya-mlx--watch-local-snake-agent-decide",
   "repo": "mizorewww/laya-mlx",
   "title": "Watch a local Snake agent make live decisions",
   "summary": "Run the terminal Snake demo where Laya picks every move on your Mac.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/mizorewww-laya-mlx--watch-local-snake-agent-decide.json"
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   "id": "mizorewww-laya-mlx--serve-laya-over-http-for-internal-apps",
   "repo": "mizorewww/laya-mlx",
   "title": "Serve Laya over HTTP for internal apps",
   "summary": "Run a local Laya HTTP service that other internal tools can call.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "repo": "mksglu/context-mode",
   "title": "Keep large tool output out of Claude Code's context",
   "summary": "Install the Claude Code plugin so sandbox tools handle big outputs instead of the chat window.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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   "id": "mksglu-context-mode--run-analysis-as-a-script",
   "repo": "mksglu/context-mode",
   "title": "Count or summarize code with one script, not many reads",
   "summary": "Have the agent write a short script that prints only the result, using ctx_execute.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "mksglu-context-mode--resume-after-context-compaction",
   "repo": "mksglu/context-mode",
   "title": "Pick up a coding task after the chat compacts",
   "summary": "Keep edits, tasks, and decisions in SQLite so the agent can recover them after compaction.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "mksglu-context-mode--index-local-docs-for-search",
   "repo": "mksglu/context-mode",
   "title": "Index a local docs folder and search it from the chat",
   "summary": "Add a local file or folder to the FTS5 knowledge base and query it later.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
   "date": "2026-10-20",
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   "json": "https://dedupedai.com/use-cases/u/mksglu-context-mode/index-local-docs-for-search.json",
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   "id": "mksglu-context-mode--use-context-mode-in-gemini-cli",
   "repo": "mksglu/context-mode",
   "title": "Add Context Mode to Gemini CLI with one settings file",
   "summary": "Install the npm package and register the MCP server and four hooks in settings.json.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "typescript",
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   "id": "mmdju-digikala-mcp--find-best-value-under-budget",
   "repo": "mmdju/digikala-mcp",
   "title": "Pick the best value product under a Toman budget",
   "summary": "Get ranked product picks under a price cap, with a seller grade on the top pick, from Digikala.",
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    "Money"
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   "id": "mmdju-digikala-mcp--check-one-product-before-buying",
   "repo": "mmdju/digikala-mcp",
   "title": "Check whether one product is worth buying",
   "summary": "Pull details, buyer reviews, sellers and price history for a single Digikala product.",
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    "Money"
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   "id": "mmdju-digikala-mcp--compare-shortlisted-products-by-specs",
   "repo": "mmdju/digikala-mcp",
   "title": "Compare a shortlist of products by the specs that differ",
   "summary": "Line up up to 10 Digikala products and see only the specs that actually differ.",
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    "Money"
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   "id": "mmdju-digikala-mcp--track-todays-deals-and-bestsellers",
   "repo": "mmdju/digikala-mcp",
   "title": "Track today's Digikala deals and bestsellers",
   "summary": "Get a daily list of current deals and site-wide bestsellers from Digikala.",
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    "Money"
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   "id": "mmdju-digikala-mcp--verify-live-server-before-relying-on-it",
   "repo": "mmdju/digikala-mcp",
   "title": "Verify the live Digikala MCP server before relying on it",
   "summary": "Run the bundled check to confirm the endpoint, tool list and error paths still work.",
   "category": "Money",
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    "Money"
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   "id": "mogons-noraz-agent--receive-screened-robinhood-chain-signal-cards",
   "repo": "mogons/noraz-agent",
   "title": "Get screened Robinhood Chain signal cards on chat",
   "summary": "Run five screening agents that post only 80%+ confidence call cards to Discord and Telegram.",
   "category": "Money",
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    "Money"
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   "repo": "mogons/noraz-agent",
   "title": "Audit a Robinhood Chain token before buying",
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   "id": "mogons-noraz-agent--keep-the-agent-running-24-7-on-a-vps",
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   "summary": "Deploy the PM2 daemon, check diagnostics, and update the agent on a Linux server.",
   "category": "Money",
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   "category": "Money",
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   "id": "monid-ai-monid--run-search-endpoint-from-terminal",
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   "id": "monid-ai-monid--pick-search-endpoint-from-catalog",
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   "id": "morluto-awesome-reverse-engineering--learn-assembly-and-reversing-basics",
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   "id": "moskoo-xxg-portrait-rebuild-light--repair-plastic-skin-texture",
   "repo": "moskoo/xxg-portrait-rebuild-light",
   "title": "Restore natural skin texture in a smoothed portrait",
   "summary": "Replace plastic-looking skin with clean, low-contrast photographic microtexture while leaving lighting alone.",
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    "Content"
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   "id": "moskoo-xxg-portrait-rebuild-light--apply-film-or-device-look-to-portrait",
   "repo": "moskoo/xxg-portrait-rebuild-light",
   "title": "Give a portrait a film or camera-device look",
   "summary": "Apply a color grade and capture response such as 35mm negative or instant film while keeping the view and focus.",
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    "Content"
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   "id": "moskoo-xxg-portrait-rebuild-light--fix-drift-after-many-ai-edit-rounds",
   "repo": "moskoo/xxg-portrait-rebuild-light",
   "title": "Pull a multi-round AI portrait edit back to its root",
   "summary": "Remove accumulated color drift, noise, and seams after repeated AI edits by comparing against the first source.",
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    "Content"
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   "id": "mr-funny-hbg-classical-poem-silk-video--four-line-poem-vertical-video",
   "repo": "Mr-funny/hbg-classical-poem-silk-video",
   "title": "Turn a four-line poem into a vertical Chinese-art video",
   "summary": "Make a 1080x1920 video where each line of a short poem gets its own painted scene with moving elements.",
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    "Content"
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   "id": "mr-funny-hbg-classical-poem-silk-video--qa-existing-chinese-art-mp4",
   "repo": "Mr-funny/hbg-classical-poem-silk-video",
   "title": "Check an existing poem video before you publish it",
   "summary": "Run the final media QA on any finished MP4 to catch black frames, silent gaps, and wrong specs.",
   "category": "Content",
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    "Content"
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   "lang": "shell",
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   "seen_in_the_wild": false,
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   "id": "mr-funny-hbg-classical-poem-silk-video--repair-weak-image-to-video-clips",
   "repo": "Mr-funny/hbg-classical-poem-silk-video",
   "title": "Repair weak image-to-video clips in a poem project",
   "summary": "Find clips with broken animals, rebuilt buildings, or bad transitions and redo only those clips.",
   "category": "Content",
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    "Content"
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   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "mrbongoc-ai-iso-skill--pressable-device-figure-claude-ai",
   "repo": "MrBongoC/ai-iso-skill",
   "title": "Make a pressable isometric device figure in Claude.ai",
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    "Content"
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   "lang": "",
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   "repo": "MrBongoC/ai-iso-skill",
   "title": "Install the skill as a Claude Code plugin and draw figures",
   "summary": "Add the marketplace and plugin with two commands, then request figures from inside Claude Code.",
   "category": "Content",
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    "Content"
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   "lang": "",
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   "id": "mrbongoc-ai-iso-skill--study-isometric-svg-projection",
   "repo": "MrBongoC/ai-iso-skill",
   "title": "Learn how the skill builds isometric SVG from SKILL.md",
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   "lang": "",
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   "seen_in_the_wild": false,
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   "id": "mrdainami-nami--run-several-agents-side-by-side",
   "repo": "mrdainami/nami",
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   "lang": "javascript",
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "id": "mrdainami-nami--create-custom-agent-from-description",
   "repo": "mrdainami/nami",
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   "category": "Personal productivity",
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    "Personal productivity"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "mrdainami-nami--connect-notion-gmail-slack-for-agent-work",
   "repo": "mrdainami/nami",
   "title": "Let agents work across Notion, Gmail and Slack",
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   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "mrdainami-nami--build-nami-from-source-to-contribute",
   "repo": "mrdainami/nami",
   "title": "Build Nami from source to test or contribute",
   "summary": "Clone the repo, install dependencies and start the app locally to test changes before you contribute.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "javascript",
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   "seen_in_the_wild": false,
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   "id": "mrlong0129-yominpost--one-idea-to-posts-from-terminal",
   "repo": "mrlong0129/yominpost",
   "title": "Turn one idea into posts for several platforms from the terminal",
   "summary": "One source text becomes a draft for each chosen platform in a single command.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
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   "id": "mrlong0129-yominpost--agent-drafts-and-checks-posts-via-mcp",
   "repo": "mrlong0129/yominpost",
   "title": "Let a coding agent draft and risk-check posts through MCP",
   "summary": "Claude Code or Cursor generates and checks posts, then saves drafts for a human to approve.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "mrlong0129-yominpost--pre-publish-risk-check-on-existing-drafts",
   "repo": "mrlong0129/yominpost",
   "title": "Screen existing drafts for account-risk signals before posting",
   "summary": "Run the pre-publish risk gate on drafts you already wrote to catch leaks, bait and duplicates.",
   "category": "Sales and marketing",
   "tags": [
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   "lang": "python",
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   "id": "mrlong0129-yominpost--self-hosted-studio-publishes-approved-posts",
   "repo": "mrlong0129/yominpost",
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   "summary": "Connect your accounts, approve drafts in the studio, and let the scheduler publish them on time.",
   "category": "Sales and marketing",
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   "repo": "mrmps/classifier-dev",
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   "id": "mrmps-classifier-dev--report-classifier-problems",
   "repo": "mrmps/classifier-dev",
   "title": "Send a structured bug report when a label looks wrong",
   "summary": "Let an agent file a feedback.now report when classification breaks or misbehaves.",
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   "repo": "mrpulor-gh/nuphus-mcp",
   "title": "Automate a signed-in website with one saved browser profile",
   "summary": "Log in once in the managed Chrome profile, then let an agent run browser tasks that reuse that session.",
   "category": "Work and operations",
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   "lang": "rust",
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  {
   "id": "mrpulor-gh-nuphus-mcp--drive-anti-detect-browser-over-cdp",
   "repo": "mrpulor-gh/nuphus-mcp",
   "title": "Drive an existing anti-detect browser window over CDP",
   "summary": "Attach the server to a fingerprint browser you already run, with optional port self-healing on reopen.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mrpulor-gh-nuphus-mcp/drive-anti-detect-browser-over-cdp/",
   "json": "https://dedupedai.com/use-cases/u/mrpulor-gh-nuphus-mcp/drive-anti-detect-browser-over-cdp.json",
   "md": "https://dedupedai.com/use-cases/mrpulor-gh-nuphus-mcp/drive-anti-detect-browser-over-cdp/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mrpulor-gh-nuphus-mcp--drive-anti-detect-browser-over-cdp.json"
  },
  {
   "id": "mrpulor-gh-nuphus-mcp--operate-native-app-by-accessibility-tree",
   "repo": "mrpulor-gh/nuphus-mcp",
   "title": "Operate a native desktop app by its accessibility tree",
   "summary": "Drive native UI through Windows UIA or macOS AX using observe, candidate, execute, and verify steps.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mrpulor-gh-nuphus-mcp/operate-native-app-by-accessibility-tree/",
   "json": "https://dedupedai.com/use-cases/u/mrpulor-gh-nuphus-mcp/operate-native-app-by-accessibility-tree.json",
   "md": "https://dedupedai.com/use-cases/mrpulor-gh-nuphus-mcp/operate-native-app-by-accessibility-tree/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mrpulor-gh-nuphus-mcp--operate-native-app-by-accessibility-tree.json"
  },
  {
   "id": "mrpulor-gh-nuphus-mcp--vision-ocr-precise-desktop-clicks",
   "repo": "mrpulor-gh/nuphus-mcp",
   "title": "Combine a vision model with local OCR for exact clicks",
   "summary": "Use your own vision model for meaning and local OCR for pixel-precise coordinates on screen.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/mrpulor-gh-nuphus-mcp/vision-ocr-precise-desktop-clicks/",
   "json": "https://dedupedai.com/use-cases/u/mrpulor-gh-nuphus-mcp/vision-ocr-precise-desktop-clicks.json",
   "md": "https://dedupedai.com/use-cases/mrpulor-gh-nuphus-mcp/vision-ocr-precise-desktop-clicks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mrpulor-gh-nuphus-mcp--vision-ocr-precise-desktop-clicks.json"
  },
  {
   "id": "mrtinkz-ai-charter--certify-model-in-public-registry",
   "repo": "mrtinkz/ai-charter",
   "title": "Certify a model and submit it to the public registry",
   "summary": "Fill in the certify form, save the JSON file, and open a pull request to list the model in the registry.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/mrtinkz-ai-charter/certify-model-in-public-registry/",
   "json": "https://dedupedai.com/use-cases/u/mrtinkz-ai-charter/certify-model-in-public-registry.json",
   "md": "https://dedupedai.com/use-cases/mrtinkz-ai-charter/certify-model-in-public-registry/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mrtinkz-ai-charter--certify-model-in-public-registry.json"
  },
  {
   "id": "mrtinkz-ai-charter--propose-new-hazard-placard",
   "repo": "mrtinkz/ai-charter",
   "title": "Propose a new hazard placard category",
   "summary": "Add a labeled, severity-rated hazard entry to the placard definitions and open a pull request.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mrtinkz-ai-charter/propose-new-hazard-placard/",
   "json": "https://dedupedai.com/use-cases/u/mrtinkz-ai-charter/propose-new-hazard-placard.json",
   "md": "https://dedupedai.com/use-cases/mrtinkz-ai-charter/propose-new-hazard-placard/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mrtinkz-ai-charter--propose-new-hazard-placard.json"
  },
  {
   "id": "mrtinkz-ai-charter--check-certification-file-before-submitting",
   "repo": "mrtinkz/ai-charter",
   "title": "Check a certification file before submitting it",
   "summary": "Run the type-check, build, and lint steps on a new certification file before opening a pull request.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mrtinkz-ai-charter/check-certification-file-before-submitting/",
   "json": "https://dedupedai.com/use-cases/u/mrtinkz-ai-charter/check-certification-file-before-submitting.json",
   "md": "https://dedupedai.com/use-cases/mrtinkz-ai-charter/check-certification-file-before-submitting/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mrtinkz-ai-charter--check-certification-file-before-submitting.json"
  },
  {
   "id": "mrtinkz-ai-charter--read-charter-to-draft-internal-policy",
   "repo": "mrtinkz/ai-charter",
   "title": "Read the charter to draft an internal AI policy",
   "summary": "Use the charter sections as a checklist when drafting a company's own AI governance policy.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/mrtinkz-ai-charter/read-charter-to-draft-internal-policy/",
   "json": "https://dedupedai.com/use-cases/u/mrtinkz-ai-charter/read-charter-to-draft-internal-policy.json",
   "md": "https://dedupedai.com/use-cases/mrtinkz-ai-charter/read-charter-to-draft-internal-policy/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mrtinkz-ai-charter--read-charter-to-draft-internal-policy.json"
  },
  {
   "id": "muellerberndt-cadence--run-continuing-brain-on-live-feedback",
   "repo": "muellerberndt/cadence",
   "title": "Run a continuing brain that learns from live rewards",
   "summary": "Compose a System 1 brain and feed it observations and measured rewards in one ongoing stream.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/muellerberndt-cadence/run-continuing-brain-on-live-feedback/",
   "json": "https://dedupedai.com/use-cases/u/muellerberndt-cadence/run-continuing-brain-on-live-feedback.json",
   "md": "https://dedupedai.com/use-cases/muellerberndt-cadence/run-continuing-brain-on-live-feedback/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/muellerberndt-cadence--run-continuing-brain-on-live-feedback.json"
  },
  {
   "id": "muellerberndt-cadence--imagine-responses-without-changing-live-memory",
   "repo": "muellerberndt/cadence",
   "title": "Preview a brain's responses without altering live memory",
   "summary": "Use imagination to inspect possible responses while the live trace and pending feedback stay unchanged.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/muellerberndt-cadence/imagine-responses-without-changing-live-memory/",
   "json": "https://dedupedai.com/use-cases/u/muellerberndt-cadence/imagine-responses-without-changing-live-memory.json",
   "md": "https://dedupedai.com/use-cases/muellerberndt-cadence/imagine-responses-without-changing-live-memory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/muellerberndt-cadence--imagine-responses-without-changing-live-memory.json"
  },
  {
   "id": "muellerberndt-cadence--compare-system-2-observers-against-plain-brain",
   "repo": "muellerberndt/cadence",
   "title": "Test whether System 2 observers help a task",
   "summary": "Build a System 1 brain and a recursive brain with observers, then compare them on the same task.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/muellerberndt-cadence/compare-system-2-observers-against-plain-brain/",
   "json": "https://dedupedai.com/use-cases/u/muellerberndt-cadence/compare-system-2-observers-against-plain-brain.json",
   "md": "https://dedupedai.com/use-cases/muellerberndt-cadence/compare-system-2-observers-against-plain-brain/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/muellerberndt-cadence--compare-system-2-observers-against-plain-brain.json"
  },
  {
   "id": "mw00-project-maya--private-local-coding-api",
   "repo": "mw00/project-maya",
   "title": "Run a private coding-agent model on your own GPU",
   "summary": "Serve GLM-5.3-Flash locally so coding tools call it through an OpenAI- or Anthropic-compatible API.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/mw00-project-maya/private-local-coding-api/",
   "json": "https://dedupedai.com/use-cases/u/mw00-project-maya/private-local-coding-api.json",
   "md": "https://dedupedai.com/use-cases/mw00-project-maya/private-local-coding-api/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mw00-project-maya--private-local-coding-api.json"
  },
  {
   "id": "mw00-project-maya--analyze-sensitive-documents-offline",
   "repo": "mw00/project-maya",
   "title": "Ask questions about confidential files without cloud upload",
   "summary": "Chat with a large model in the browser while your documents stay on your own machine.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/mw00-project-maya/analyze-sensitive-documents-offline/",
   "json": "https://dedupedai.com/use-cases/u/mw00-project-maya/analyze-sensitive-documents-offline.json",
   "md": "https://dedupedai.com/use-cases/mw00-project-maya/analyze-sensitive-documents-offline/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mw00-project-maya--analyze-sensitive-documents-offline.json"
  },
  {
   "id": "mw00-project-maya--run-deepseek-v4-with-images",
   "repo": "mw00/project-maya",
   "title": "Run DeepSeek-V4.1-Flash locally with picture input",
   "summary": "Set up DeepSeek-V4.1-Flash-1017 on your GPUs and include vision support for images.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/mw00-project-maya/run-deepseek-v4-with-images/",
   "json": "https://dedupedai.com/use-cases/u/mw00-project-maya/run-deepseek-v4-with-images.json",
   "md": "https://dedupedai.com/use-cases/mw00-project-maya/run-deepseek-v4-with-images/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/mw00-project-maya--run-deepseek-v4-with-images.json"
  },
  {
   "id": "nahumlitvin-prismantis--install-colored-claude-code-replies",
   "repo": "NahumLitvin/prismantis",
   "title": "Install Prismantis and pick a theme for Claude Code",
   "summary": "Add two plugin commands, then choose one of 15 palettes or mono from drawn samples.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/install-colored-claude-code-replies/",
   "json": "https://dedupedai.com/use-cases/u/nahumlitvin-prismantis/install-colored-claude-code-replies.json",
   "md": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/install-colored-claude-code-replies/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nahumlitvin-prismantis--install-colored-claude-code-replies.json"
  },
  {
   "id": "nahumlitvin-prismantis--draw-system-flowchart-from-claude-reply",
   "repo": "NahumLitvin/prismantis",
   "title": "Draw a flowchart or chart inside a Claude Code reply",
   "summary": "Have Claude answer with a mermaid diagram that draws as colored text, then copy it as art or markdown.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/draw-system-flowchart-from-claude-reply/",
   "json": "https://dedupedai.com/use-cases/u/nahumlitvin-prismantis/draw-system-flowchart-from-claude-reply.json",
   "md": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/draw-system-flowchart-from-claude-reply/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nahumlitvin-prismantis--draw-system-flowchart-from-claude-reply.json"
  },
  {
   "id": "nahumlitvin-prismantis--explain-timeline-with-figure-blocks",
   "repo": "NahumLitvin/prismantis",
   "title": "Get a timeline or before-and-after picture in a reply",
   "summary": "Use figure blocks to draw position-based pictures such as timelines, screen layouts and before-and-after comparisons.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/explain-timeline-with-figure-blocks/",
   "json": "https://dedupedai.com/use-cases/u/nahumlitvin-prismantis/explain-timeline-with-figure-blocks.json",
   "md": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/explain-timeline-with-figure-blocks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nahumlitvin-prismantis--explain-timeline-with-figure-blocks.json"
  },
  {
   "id": "nahumlitvin-prismantis--typeset-latex-formulas-in-claude-replies",
   "repo": "NahumLitvin/prismantis",
   "title": "Show LaTeX formulas as typeset images in Claude Code",
   "summary": "Install RaTeX's renderer, turn on latex, and draw display math as images in kitty or Ghostty.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/typeset-latex-formulas-in-claude-replies/",
   "json": "https://dedupedai.com/use-cases/u/nahumlitvin-prismantis/typeset-latex-formulas-in-claude-replies.json",
   "md": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/typeset-latex-formulas-in-claude-replies/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nahumlitvin-prismantis--typeset-latex-formulas-in-claude-replies.json"
  },
  {
   "id": "nahumlitvin-prismantis--run-prismantis-in-codex",
   "repo": "NahumLitvin/prismantis",
   "title": "Apply Prismantis styling to Codex output",
   "summary": "Follow the Codex guide to get themed code, tables and diagrams in Codex sessions.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/run-prismantis-in-codex/",
   "json": "https://dedupedai.com/use-cases/u/nahumlitvin-prismantis/run-prismantis-in-codex.json",
   "md": "https://dedupedai.com/use-cases/nahumlitvin-prismantis/run-prismantis-in-codex/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nahumlitvin-prismantis--run-prismantis-in-codex.json"
  },
  {
   "id": "nameforjt-afk-session-knowledge--check-existing-implementation-before-building",
   "repo": "nameforjt-afk/session-knowledge",
   "title": "Find existing code for a service before writing it again",
   "summary": "Search past projects by external service tag to see whether the integration already exists.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nameforjt-afk-session-knowledge/check-existing-implementation-before-building/",
   "json": "https://dedupedai.com/use-cases/u/nameforjt-afk-session-knowledge/check-existing-implementation-before-building.json",
   "md": "https://dedupedai.com/use-cases/nameforjt-afk-session-knowledge/check-existing-implementation-before-building/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nameforjt-afk-session-knowledge--check-existing-implementation-before-building.json"
  },
  {
   "id": "nameforjt-afk-session-knowledge--recall-why-a-decision-was-made",
   "repo": "nameforjt-afk/session-knowledge",
   "title": "Recover the reasoning behind a past decision",
   "summary": "Search your own past instructions and track how a standard changed over time.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/nameforjt-afk-session-knowledge/recall-why-a-decision-was-made/",
   "json": "https://dedupedai.com/use-cases/u/nameforjt-afk-session-knowledge/recall-why-a-decision-was-made.json",
   "md": "https://dedupedai.com/use-cases/nameforjt-afk-session-knowledge/recall-why-a-decision-was-made/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nameforjt-afk-session-knowledge--recall-why-a-decision-was-made.json"
  },
  {
   "id": "nameforjt-afk-session-knowledge--avoid-repeating-a-failed-command",
   "repo": "nameforjt-afk/session-knowledge",
   "title": "Look up the commands that failed last time",
   "summary": "Filter past Bash and MCP calls to only the failures so you do not repeat known traps.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/nameforjt-afk-session-knowledge/avoid-repeating-a-failed-command/",
   "json": "https://dedupedai.com/use-cases/u/nameforjt-afk-session-knowledge/avoid-repeating-a-failed-command.json",
   "md": "https://dedupedai.com/use-cases/nameforjt-afk-session-knowledge/avoid-repeating-a-failed-command/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nameforjt-afk-session-knowledge--avoid-repeating-a-failed-command.json"
  },
  {
   "id": "nameforjt-afk-session-knowledge--pick-the-right-credential-value",
   "repo": "nameforjt-afk/session-knowledge",
   "title": "Choose the correct credential value without exposing it",
   "summary": "List variable names, then review ranked candidate values in masked form.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/nameforjt-afk-session-knowledge/pick-the-right-credential-value/",
   "json": "https://dedupedai.com/use-cases/u/nameforjt-afk-session-knowledge/pick-the-right-credential-value.json",
   "md": "https://dedupedai.com/use-cases/nameforjt-afk-session-knowledge/pick-the-right-credential-value/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nameforjt-afk-session-knowledge--pick-the-right-credential-value.json"
  },
  {
   "id": "nameforjt-afk-session-knowledge--find-duplicated-implementations-across-projects",
   "repo": "nameforjt-afk/session-knowledge",
   "title": "Spot logic implemented more than once across projects",
   "summary": "Run the duplicate-implementation report to find copies and mark the canonical version.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
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  },
  {
   "id": "nanako0129-sepia--repair-fiction-narrative-structure",
   "repo": "Nanako0129/sepia",
   "title": "Repair a story draft's narrative structure in Claude Code",
   "summary": "Diagnose and minimally fix AI tells in a story's architecture before touching word choice.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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  },
  {
   "id": "nanako0129-sepia--review-release-notes-venue-rules",
   "repo": "Nanako0129/sepia",
   "title": "Check release notes and PR replies against venue rules",
   "summary": "Review a professional draft against the rules for its document type before publishing.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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  },
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   "id": "nanako0129-sepia--write-postmortem-with-codex",
   "repo": "Nanako0129/sepia",
   "title": "Draft a blameless postmortem with the Codex plugin",
   "summary": "Write a postmortem that names mechanisms, timestamps, and owned action items.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/nanako0129-sepia--write-postmortem-with-codex.json"
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   "id": "nanako0129-sepia--recreate-draft-from-facts-and-intent",
   "repo": "Nanako0129/sepia",
   "title": "Rebuild a rough draft from its facts and intent",
   "summary": "Rewrite a flat draft from its source facts and stated purpose instead of editing it.",
   "category": "Content",
   "tags": [
    "Content"
   ],
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   "id": "nanako0129-sepia--write-fiction-in-hemingway-voice",
   "repo": "Nanako0129/sepia",
   "title": "Write or revise fiction with the Hemingway voice profile",
   "summary": "Apply the built-in Hemingway voice to a story with an opt-in direct entry.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
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   "id": "nano-muse-nanomuse--install-personal-agent-on-android-phone",
   "repo": "nano-muse/nanoMuse",
   "title": "Install a personal agent on your Android phone",
   "summary": "Install the Nano Muse APK and give the phone agent a first task that it can do on its own.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
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   "api": "https://dedupedai.com/api/v1/usecases/nano-muse-nanomuse--install-personal-agent-on-android-phone.json"
  },
  {
   "id": "nano-muse-nanomuse--self-host-relay-on-your-own-server",
   "repo": "nano-muse/nanoMuse",
   "title": "Run the relay and web app on your own server",
   "summary": "Host the relay that joins your devices on a server you control, so the agent runs in your house.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
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  },
  {
   "id": "nano-muse-nanomuse--send-phone-task-to-your-computer",
   "repo": "nano-muse/nanoMuse",
   "title": "Send a task from your phone to your computer",
   "summary": "Start a message with an @ device name on the phone so the desktop app does the work there.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
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  },
  {
   "id": "nano-muse-nanomuse--run-routines-while-app-is-closed",
   "repo": "nano-muse/nanoMuse",
   "title": "Set routines and goals that run while the app is closed",
   "summary": "Ask the agent to check a goal on a schedule and to write a feed for you each morning.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
   "date": "2026-10-20",
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  {
   "id": "nateherkai-scroll-craft--build-scroll-site-claude-code-plugin",
   "repo": "nateherkai/scroll-craft",
   "title": "Build a scroll-driven site from one Claude Code prompt",
   "summary": "Install the Scroll Craft plugin in Claude Code and have it build an immersive scroll site.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/nateherkai-scroll-craft--build-scroll-site-claude-code-plugin.json"
  },
  {
   "id": "nateherkai-scroll-craft--build-scroll-site-from-own-footage-codex",
   "repo": "nateherkai/scroll-craft",
   "title": "Turn your own footage into a scrubbing scroll page in Codex",
   "summary": "Use your own photos and video in Codex to build a page where scroll drives the footage.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/nateherkai-scroll-craft/build-scroll-site-from-own-footage-codex/",
   "json": "https://dedupedai.com/use-cases/u/nateherkai-scroll-craft/build-scroll-site-from-own-footage-codex.json",
   "md": "https://dedupedai.com/use-cases/nateherkai-scroll-craft/build-scroll-site-from-own-footage-codex/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nateherkai-scroll-craft--build-scroll-site-from-own-footage-codex.json"
  },
  {
   "id": "nateherkai-scroll-craft--generate-scroll-assets-with-api-key",
   "repo": "nateherkai/scroll-craft",
   "title": "Generate scroll-page imagery and video with a KIE key",
   "summary": "Add KIE_AI_API_KEY so the agent can generate scroll-page assets instead of using only your own media.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/nateherkai-scroll-craft/generate-scroll-assets-with-api-key/",
   "json": "https://dedupedai.com/use-cases/u/nateherkai-scroll-craft/generate-scroll-assets-with-api-key.json",
   "md": "https://dedupedai.com/use-cases/nateherkai-scroll-craft/generate-scroll-assets-with-api-key/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nateherkai-scroll-craft--generate-scroll-assets-with-api-key.json"
  },
  {
   "id": "nateherkai-scroll-craft--verify-scroll-page-for-dead-scroll-and-contrast",
   "repo": "nateherkai/scroll-craft",
   "title": "Check a scroll page for dead scroll and unreadable text",
   "summary": "Run the headless verification pass to find dead scroll, faded cues, and low-contrast lines.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/nateherkai-scroll-craft/verify-scroll-page-for-dead-scroll-and-contrast/",
   "json": "https://dedupedai.com/use-cases/u/nateherkai-scroll-craft/verify-scroll-page-for-dead-scroll-and-contrast.json",
   "md": "https://dedupedai.com/use-cases/nateherkai-scroll-craft/verify-scroll-page-for-dead-scroll-and-contrast/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nateherkai-scroll-craft--verify-scroll-page-for-dead-scroll-and-contrast.json"
  },
  {
   "id": "naw103-foremerge--catch-conflicting-agent-plans-early",
   "repo": "naw103/foremerge",
   "title": "Catch conflicting agent plans before code is written",
   "summary": "Publish each agent's planned symbol changes and get a conflict warning before either agent edits files.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/naw103-foremerge/catch-conflicting-agent-plans-early/",
   "json": "https://dedupedai.com/use-cases/u/naw103-foremerge/catch-conflicting-agent-plans-early.json",
   "md": "https://dedupedai.com/use-cases/naw103-foremerge/catch-conflicting-agent-plans-early/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/naw103-foremerge--catch-conflicting-agent-plans-early.json"
  },
  {
   "id": "naw103-foremerge--set-up-foremerge-for-a-coding-team",
   "repo": "naw103/foremerge",
   "title": "Set up Foremerge for a repo's coding agents",
   "summary": "Install Foremerge, initialize the repo, and wire up every agent client you use in one pass.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/naw103-foremerge/set-up-foremerge-for-a-coding-team/",
   "json": "https://dedupedai.com/use-cases/u/naw103-foremerge/set-up-foremerge-for-a-coding-team.json",
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   "api": "https://dedupedai.com/api/v1/usecases/naw103-foremerge--set-up-foremerge-for-a-coding-team.json"
  },
  {
   "id": "naw103-foremerge--claim-an-area-without-blocking-other-agents",
   "repo": "naw103/foremerge",
   "title": "Claim a code area so other agents see ownership",
   "summary": "Mark which agent is working on a symbol, with an advisory lease that never blocks anyone.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/naw103-foremerge/claim-an-area-without-blocking-other-agents/",
   "json": "https://dedupedai.com/use-cases/u/naw103-foremerge/claim-an-area-without-blocking-other-agents.json",
   "md": "https://dedupedai.com/use-cases/naw103-foremerge/claim-an-area-without-blocking-other-agents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/naw103-foremerge--claim-an-area-without-blocking-other-agents.json"
  },
  {
   "id": "naw103-foremerge--gate-agent-handoffs-on-a-real-check",
   "repo": "naw103/foremerge",
   "title": "Gate agent handoffs on a test command Foremerge runs",
   "summary": "Register a trusted check so work counts as done only after Foremerge runs it itself.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/naw103-foremerge/gate-agent-handoffs-on-a-real-check.json",
   "md": "https://dedupedai.com/use-cases/naw103-foremerge/gate-agent-handoffs-on-a-real-check/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/naw103-foremerge--gate-agent-handoffs-on-a-real-check.json"
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  {
   "id": "nb-corp-gpt-with-taste--install-taste-hooks-in-codex",
   "repo": "NB-Corp/gpt-with-taste",
   "title": "Install GPT with Taste hooks into Codex",
   "summary": "Add the recipe and scoped hook reminders to Codex for multi-turn work.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nb-corp-gpt-with-taste/install-taste-hooks-in-codex/",
   "json": "https://dedupedai.com/use-cases/u/nb-corp-gpt-with-taste/install-taste-hooks-in-codex.json",
   "md": "https://dedupedai.com/use-cases/nb-corp-gpt-with-taste/install-taste-hooks-in-codex/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nb-corp-gpt-with-taste--install-taste-hooks-in-codex.json"
  },
  {
   "id": "nb-corp-gpt-with-taste--install-taste-prompt-only-in-codex",
   "repo": "NB-Corp/gpt-with-taste",
   "title": "Add the recipe to Codex with prompt files only",
   "summary": "Install the system instructions in Codex without hook reminders.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/nb-corp-gpt-with-taste/install-taste-prompt-only-in-codex/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nb-corp-gpt-with-taste--install-taste-prompt-only-in-codex.json"
  },
  {
   "id": "nb-corp-gpt-with-taste--delegate-taste-install-to-ai-assistant",
   "repo": "NB-Corp/gpt-with-taste",
   "title": "Have a coding assistant install and check GPT with Taste",
   "summary": "Give a coding agent the repo and install guide so it handles setup.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/nb-corp-gpt-with-taste/delegate-taste-install-to-ai-assistant/",
   "json": "https://dedupedai.com/use-cases/u/nb-corp-gpt-with-taste/delegate-taste-install-to-ai-assistant.json",
   "md": "https://dedupedai.com/use-cases/nb-corp-gpt-with-taste/delegate-taste-install-to-ai-assistant/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nb-corp-gpt-with-taste--delegate-taste-install-to-ai-assistant.json"
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   "id": "nb-corp-gpt-with-taste--recover-taste-managed-state",
   "repo": "NB-Corp/gpt-with-taste",
   "title": "Recover GPT with Taste after a broken or changed install",
   "summary": "Restore the managed Codex files using the recovery guide.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/nb-corp-gpt-with-taste/recover-taste-managed-state/",
   "json": "https://dedupedai.com/use-cases/u/nb-corp-gpt-with-taste/recover-taste-managed-state.json",
   "md": "https://dedupedai.com/use-cases/nb-corp-gpt-with-taste/recover-taste-managed-state/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nb-corp-gpt-with-taste--recover-taste-managed-state.json"
  },
  {
   "id": "nb-corp-gpt-with-taste--port-taste-recipe-to-another-harness",
   "repo": "NB-Corp/gpt-with-taste",
   "title": "Port the GPT with Taste recipe to a new coding host",
   "summary": "Adapt the single recipe to a harness not in the supported list.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/nb-corp-gpt-with-taste/port-taste-recipe-to-another-harness/",
   "json": "https://dedupedai.com/use-cases/u/nb-corp-gpt-with-taste/port-taste-recipe-to-another-harness.json",
   "md": "https://dedupedai.com/use-cases/nb-corp-gpt-with-taste/port-taste-recipe-to-another-harness/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nb-corp-gpt-with-taste--port-taste-recipe-to-another-harness.json"
  },
  {
   "id": "nealbridges-vulnhunter--hunt-exploitable-flaws-in-your-code",
   "repo": "nealbridges/VulnHunter",
   "title": "Hunt exploitable flaws in your own codebase",
   "summary": "Run the attacker-first scanner to get verified issues, each with an executable exploit and a proposed fix.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/hunt-exploitable-flaws-in-your-code/",
   "json": "https://dedupedai.com/use-cases/u/nealbridges-vulnhunter/hunt-exploitable-flaws-in-your-code.json",
   "md": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/hunt-exploitable-flaws-in-your-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nealbridges-vulnhunter--hunt-exploitable-flaws-in-your-code.json"
  },
  {
   "id": "nealbridges-vulnhunter--fix-a-confirmed-finding-test-first",
   "repo": "nealbridges/VulnHunter",
   "title": "Fix a confirmed finding with a failing test first",
   "summary": "Turn one verified finding into a red-then-green security fix and a reviewable pull request.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/fix-a-confirmed-finding-test-first/",
   "json": "https://dedupedai.com/use-cases/u/nealbridges-vulnhunter/fix-a-confirmed-finding-test-first.json",
   "md": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/fix-a-confirmed-finding-test-first/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nealbridges-vulnhunter--fix-a-confirmed-finding-test-first.json"
  },
  {
   "id": "nealbridges-vulnhunter--verify-that-a-fix-really-works",
   "repo": "nealbridges/VulnHunter",
   "title": "Verify that a security fix really closes the finding",
   "summary": "Use a separate read-only agent to give a per-finding verdict on whether a fix worked.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/verify-that-a-fix-really-works/",
   "json": "https://dedupedai.com/use-cases/u/nealbridges-vulnhunter/verify-that-a-fix-really-works.json",
   "md": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/verify-that-a-fix-really-works/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nealbridges-vulnhunter--verify-that-a-fix-really-works.json"
  },
  {
   "id": "nealbridges-vulnhunter--run-scheduled-scans-across-repos",
   "repo": "nealbridges/VulnHunter",
   "title": "Run unattended scans across several repositories",
   "summary": "Use the vulnhunter-run operator to clone, hunt, and record results without manual steps.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/run-scheduled-scans-across-repos/",
   "json": "https://dedupedai.com/use-cases/u/nealbridges-vulnhunter/run-scheduled-scans-across-repos.json",
   "md": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/run-scheduled-scans-across-repos/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nealbridges-vulnhunter--run-scheduled-scans-across-repos.json"
  },
  {
   "id": "nealbridges-vulnhunter--port-the-skills-to-your-agent-harness",
   "repo": "nealbridges/VulnHunter",
   "title": "Port the skills to a harness you already run",
   "summary": "Point the skill and model settings at your own agent harness through environment variables.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/port-the-skills-to-your-agent-harness/",
   "json": "https://dedupedai.com/use-cases/u/nealbridges-vulnhunter/port-the-skills-to-your-agent-harness.json",
   "md": "https://dedupedai.com/use-cases/nealbridges-vulnhunter/port-the-skills-to-your-agent-harness/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nealbridges-vulnhunter--port-the-skills-to-your-agent-harness.json"
  },
  {
   "id": "nehanth-pooled--chat-with-model-across-friends-devices",
   "repo": "Nehanth/pooled",
   "title": "Chat with a big open model Pooled across your devices",
   "summary": "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.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nehanth-pooled/chat-with-model-across-friends-devices/",
   "json": "https://dedupedai.com/use-cases/u/nehanth-pooled/chat-with-model-across-friends-devices.json",
   "md": "https://dedupedai.com/use-cases/nehanth-pooled/chat-with-model-across-friends-devices/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nehanth-pooled--chat-with-model-across-friends-devices.json"
  },
  {
   "id": "nehanth-pooled--serve-room-model-to-coding-agent",
   "repo": "Nehanth/pooled",
   "title": "Point a coding agent at a Pooled room's model",
   "summary": "Run the Pooled bridge on your computer so Codex or Claude Code sends requests to the room's GPUs.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/nehanth-pooled/serve-room-model-to-coding-agent/",
   "json": "https://dedupedai.com/use-cases/u/nehanth-pooled/serve-room-model-to-coding-agent.json",
   "md": "https://dedupedai.com/use-cases/nehanth-pooled/serve-room-model-to-coding-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nehanth-pooled--serve-room-model-to-coding-agent.json"
  },
  {
   "id": "nehanth-pooled--build-small-app-in-code-mode",
   "repo": "Nehanth/pooled",
   "title": "Have a room's model build and fix a small app",
   "summary": "Switch a room to Code mode, describe an app, and let the model write, preview and fix it in the tab.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/nehanth-pooled/build-small-app-in-code-mode/",
   "json": "https://dedupedai.com/use-cases/u/nehanth-pooled/build-small-app-in-code-mode.json",
   "md": "https://dedupedai.com/use-cases/nehanth-pooled/build-small-app-in-code-mode/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nehanth-pooled--build-small-app-in-code-mode.json"
  },
  {
   "id": "nehanth-pooled--run-flash-125b-from-disk-experimental",
   "repo": "Nehanth/pooled",
   "title": "Run the experimental 125B Flash model from disk",
   "summary": "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.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/nehanth-pooled/run-flash-125b-from-disk-experimental/",
   "json": "https://dedupedai.com/use-cases/u/nehanth-pooled/run-flash-125b-from-disk-experimental.json",
   "md": "https://dedupedai.com/use-cases/nehanth-pooled/run-flash-125b-from-disk-experimental/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nehanth-pooled--run-flash-125b-from-disk-experimental.json"
  },
  {
   "id": "neko3000-deepseek-whalechan--generate-consistent-whale-chan-illustrations",
   "repo": "Neko3000/deepseek-whalechan",
   "title": "Generate on-model Whale-chan illustrations for a poster",
   "summary": "Produce identity-locked Whale-chan art in a chosen body form using the image character skill.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/neko3000-deepseek-whalechan/generate-consistent-whale-chan-illustrations/",
   "json": "https://dedupedai.com/use-cases/u/neko3000-deepseek-whalechan/generate-consistent-whale-chan-illustrations.json",
   "md": "https://dedupedai.com/use-cases/neko3000-deepseek-whalechan/generate-consistent-whale-chan-illustrations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/neko3000-deepseek-whalechan--generate-consistent-whale-chan-illustrations.json"
  },
  {
   "id": "neko3000-deepseek-whalechan--build-whale-chan-comedy-comic-from-source",
   "repo": "Neko3000/deepseek-whalechan",
   "title": "Turn an error log or chat into a Whale-chan comedy comic",
   "summary": "Plan and render several multi-panel comedy comics from one technical source using the comic skill.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/neko3000-deepseek-whalechan/build-whale-chan-comedy-comic-from-source/",
   "json": "https://dedupedai.com/use-cases/u/neko3000-deepseek-whalechan/build-whale-chan-comedy-comic-from-source.json",
   "md": "https://dedupedai.com/use-cases/neko3000-deepseek-whalechan/build-whale-chan-comedy-comic-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/neko3000-deepseek-whalechan--build-whale-chan-comedy-comic-from-source.json"
  },
  {
   "id": "neko3000-deepseek-whalechan--pick-character-form-for-sticker-set",
   "repo": "Neko3000/deepseek-whalechan",
   "title": "Choose a chibi form for a high-density sticker set",
   "summary": "Select a compact body form with the right head ratio for stickers and gag panels.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/neko3000-deepseek-whalechan/pick-character-form-for-sticker-set/",
   "json": "https://dedupedai.com/use-cases/u/neko3000-deepseek-whalechan/pick-character-form-for-sticker-set.json",
   "md": "https://dedupedai.com/use-cases/neko3000-deepseek-whalechan/pick-character-form-for-sticker-set/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/neko3000-deepseek-whalechan--pick-character-form-for-sticker-set.json"
  },
  {
   "id": "nhahan-webgpt--offload-research-to-chatgpt-pro",
   "repo": "Nhahan/WebGPT",
   "title": "Offload a research task to ChatGPT Pro from Codex",
   "summary": "Send a research question to ChatGPT Pro and get a summary back without spending Codex quota.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nhahan-webgpt/offload-research-to-chatgpt-pro/",
   "json": "https://dedupedai.com/use-cases/u/nhahan-webgpt/offload-research-to-chatgpt-pro.json",
   "md": "https://dedupedai.com/use-cases/nhahan-webgpt/offload-research-to-chatgpt-pro/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nhahan-webgpt--offload-research-to-chatgpt-pro.json"
  },
  {
   "id": "nhahan-webgpt--parallel-feature-work-as-subagents",
   "repo": "Nhahan/WebGPT",
   "title": "Build planned project features in parallel with subagents",
   "summary": "Split a project's planned features across Web GPT extra-high subagents that run at the same time.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/nhahan-webgpt/parallel-feature-work-as-subagents/",
   "json": "https://dedupedai.com/use-cases/u/nhahan-webgpt/parallel-feature-work-as-subagents.json",
   "md": "https://dedupedai.com/use-cases/nhahan-webgpt/parallel-feature-work-as-subagents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nhahan-webgpt--parallel-feature-work-as-subagents.json"
  },
  {
   "id": "nhahan-webgpt--open-chatgpt-with-project-terminal-access",
   "repo": "Nhahan/WebGPT",
   "title": "Open ChatGPT with terminal access to a project",
   "summary": "Open ChatGPT in the browser with terminal access to the current project or a folder you name.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/nhahan-webgpt/open-chatgpt-with-project-terminal-access/",
   "json": "https://dedupedai.com/use-cases/u/nhahan-webgpt/open-chatgpt-with-project-terminal-access.json",
   "md": "https://dedupedai.com/use-cases/nhahan-webgpt/open-chatgpt-with-project-terminal-access/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nhahan-webgpt--open-chatgpt-with-project-terminal-access.json"
  },
  {
   "id": "niazmorshed2007-jev-review--score-claude-code-changes-with-jev",
   "repo": "NiazMorshed2007/jev-review",
   "title": "Score Claude Code changes for quality during a task",
   "summary": "Install Jev Review in Claude Code so the agent scores its own diff at each checkpoint.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/niazmorshed2007-jev-review/score-claude-code-changes-with-jev/",
   "json": "https://dedupedai.com/use-cases/u/niazmorshed2007-jev-review/score-claude-code-changes-with-jev.json",
   "md": "https://dedupedai.com/use-cases/niazmorshed2007-jev-review/score-claude-code-changes-with-jev/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/niazmorshed2007-jev-review--score-claude-code-changes-with-jev.json"
  },
  {
   "id": "niazmorshed2007-jev-review--score-codex-changes-with-jev",
   "repo": "NiazMorshed2007/jev-review",
   "title": "Score Codex changes against quality dimensions",
   "summary": "Install Jev Review for Codex so it scores a change before the final handoff.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/niazmorshed2007-jev-review/score-codex-changes-with-jev/",
   "json": "https://dedupedai.com/use-cases/u/niazmorshed2007-jev-review/score-codex-changes-with-jev.json",
   "md": "https://dedupedai.com/use-cases/niazmorshed2007-jev-review/score-codex-changes-with-jev/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/niazmorshed2007-jev-review--score-codex-changes-with-jev.json"
  },
  {
   "id": "niazmorshed2007-jev-review--refactor-until-dimension-scores-stop-improving",
   "repo": "NiazMorshed2007/jev-review",
   "title": "Refactor in scored steps until deltas plateau",
   "summary": "Use previousEvaluation so the agent sees which dimensions improved or regressed.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/niazmorshed2007-jev-review/refactor-until-dimension-scores-stop-improving/",
   "json": "https://dedupedai.com/use-cases/u/niazmorshed2007-jev-review/refactor-until-dimension-scores-stop-improving.json",
   "md": "https://dedupedai.com/use-cases/niazmorshed2007-jev-review/refactor-until-dimension-scores-stop-improving/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/niazmorshed2007-jev-review--refactor-until-dimension-scores-stop-improving.json"
  },
  {
   "id": "nidhi-singh02-agent-router--preview-agent-route-for-task",
   "repo": "nidhi-singh02/agent-router",
   "title": "Preview which agent and model a task would use",
   "summary": "Run a dry run to see the agent, model, and effort the router would pick, without launching anything.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nidhi-singh02-agent-router/preview-agent-route-for-task/",
   "json": "https://dedupedai.com/use-cases/u/nidhi-singh02-agent-router/preview-agent-route-for-task.json",
   "md": "https://dedupedai.com/use-cases/nidhi-singh02-agent-router/preview-agent-route-for-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nidhi-singh02-agent-router--preview-agent-route-for-task.json"
  },
  {
   "id": "nidhi-singh02-agent-router--launch-task-in-herdr-pane",
   "repo": "nidhi-singh02/agent-router",
   "title": "Launch a task in a Herdr pane with the chosen agent",
   "summary": "Let the router pick an agent, open a new Herdr pane, start it, and hand it the task.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/nidhi-singh02-agent-router/launch-task-in-herdr-pane/",
   "json": "https://dedupedai.com/use-cases/u/nidhi-singh02-agent-router/launch-task-in-herdr-pane.json",
   "md": "https://dedupedai.com/use-cases/nidhi-singh02-agent-router/launch-task-in-herdr-pane/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nidhi-singh02-agent-router--launch-task-in-herdr-pane.json"
  },
  {
   "id": "nidhi-singh02-agent-router--check-quota-before-routing",
   "repo": "nidhi-singh02/agent-router",
   "title": "Check subscription quota before routing a task",
   "summary": "Read account usage with the status command so you know which subscriptions still have capacity.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/nidhi-singh02-agent-router/check-quota-before-routing/",
   "json": "https://dedupedai.com/use-cases/u/nidhi-singh02-agent-router/check-quota-before-routing.json",
   "md": "https://dedupedai.com/use-cases/nidhi-singh02-agent-router/check-quota-before-routing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nidhi-singh02-agent-router--check-quota-before-routing.json"
  },
  {
   "id": "nidhi-singh02-agent-router--let-agent-route-next-phase",
   "repo": "nidhi-singh02/agent-router",
   "title": "Let an agent route its next work phase via skill",
   "summary": "Link the model-router skill so an agent can route the next phase of your work through the router.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "api": "https://dedupedai.com/api/v1/usecases/nidhi-singh02-agent-router--let-agent-route-next-phase.json"
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  {
   "id": "nightly-labs-openbot--run-always-on-agent-server",
   "repo": "nightly-labs/openbot",
   "title": "Run persistent agents on a headless server",
   "summary": "Install OpenBot on a VPS or home server so agents keep running when your laptop is off.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
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   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/nightly-labs-openbot--run-always-on-agent-server.json"
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  {
   "id": "nightly-labs-openbot--split-coding-work-across-agents",
   "repo": "nightly-labs/openbot",
   "title": "Split a coding task across Codex and Claude agents",
   "summary": "Give each agent its own workspace and queue, then delegate parts of a task between them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/nightly-labs-openbot--split-coding-work-across-agents.json"
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  {
   "id": "nightly-labs-openbot--delegate-browser-research-to-agent",
   "repo": "nightly-labs/openbot",
   "title": "Have an agent research and test sites in its own browser",
   "summary": "Let a persistent agent open, inspect, and control the embedded browser for web research or QA.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
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   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/nightly-labs-openbot--delegate-browser-research-to-agent.json"
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  {
   "id": "nightly-labs-openbot--run-agent-on-local-model-server",
   "repo": "nightly-labs/openbot",
   "title": "Run an agent on a local model with Ollama or LM Studio",
   "summary": "Connect an agent to a local model server so prompts stay on your machine.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
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   "seen_in_the_wild": false,
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  {
   "id": "niluk-worldmodels101--learn-world-models-online",
   "repo": "NiluK/worldmodels101",
   "title": "Learn world models through nine interactive chapters",
   "summary": "Read the free course online to tell apart the five meanings of world model.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/niluk-worldmodels101/learn-world-models-online/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/niluk-worldmodels101--learn-world-models-online.json"
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  {
   "id": "niluk-worldmodels101--print-chapter-handouts",
   "repo": "NiluK/worldmodels101",
   "title": "Generate printable PDF handouts for a chapter",
   "summary": "Build a chapter PDF with answer keys for a class, workshop, or reading packet.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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  {
   "id": "niluk-worldmodels101--fork-course-for-new-audience",
   "repo": "NiluK/worldmodels101",
   "title": "Adapt the course for a new audience and keep the license",
   "summary": "Run the course locally, edit chapter material, and check it with the production commands.",
   "category": "Research",
   "tags": [
    "Research"
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  {
   "id": "niluk-worldmodels101--check-fork-before-publishing",
   "repo": "NiluK/worldmodels101",
   "title": "Check a course fork's build and contrast before publishing",
   "summary": "Have an agent run lint and build and review the contrast rules before release.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "typescript",
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   "seen_in_the_wild": false,
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  {
   "id": "niluk-worldmodels101--report-course-error",
   "repo": "NiluK/worldmodels101",
   "title": "Report a technical error or broken demo in a chapter",
   "summary": "Open a well-described issue so the correction can be made and credited.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "typescript",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "id": "no-human-ai-no-human--ticket-to-reviewed-pr-locally",
   "repo": "no-human-ai/no_human",
   "title": "Turn one issue into a reviewed pull request",
   "summary": "Send a GitHub issue through a plan, a coder, and an independent review before you approve.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/no-human-ai-no-human/ticket-to-reviewed-pr-locally/index.md",
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   "id": "no-human-ai-no-human--block-test-weakening-in-ai-diffs",
   "repo": "no-human-ai/no_human",
   "title": "Stop AI changes that delete or weaken tests",
   "summary": "Count deleted tests, new skips, and tautological assertions before any review runs.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/no-human-ai-no-human--block-test-weakening-in-ai-diffs.json"
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   "id": "no-human-ai-no-human--prove-python-bug-fix-with-repro-gate",
   "repo": "no-human-ai/no_human",
   "title": "Check that a Python bug fix really fixes the bug",
   "summary": "Require the offered tests to fail on the old code and pass on the new tree.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/no-human-ai-no-human/prove-python-bug-fix-with-repro-gate/",
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   "api": "https://dedupedai.com/api/v1/usecases/no-human-ai-no-human--prove-python-bug-fix-with-repro-gate.json"
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  {
   "id": "no-human-ai-no-human--gate-pull-requests-with-review-action",
   "repo": "no-human-ai/no_human",
   "title": "Add a pass or fail review check to pull requests",
   "summary": "Run the adversarial reviewer and tamper guard as a GitHub Action on each pull request.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/no-human-ai-no-human/gate-pull-requests-with-review-action/",
   "json": "https://dedupedai.com/use-cases/u/no-human-ai-no-human/gate-pull-requests-with-review-action.json",
   "md": "https://dedupedai.com/use-cases/no-human-ai-no-human/gate-pull-requests-with-review-action/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/no-human-ai-no-human--gate-pull-requests-with-review-action.json"
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   "id": "noizai-helixworld--render-walkthrough-clip-from-image",
   "repo": "NoizAI/HelixWorld",
   "title": "Render a first-person walkthrough MP4 from one image",
   "summary": "Run the Preview v1 pipeline on a first-frame image to get a clean MP4 with motion-driven video and sound.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/noizai-helixworld/render-walkthrough-clip-from-image/",
   "json": "https://dedupedai.com/use-cases/u/noizai-helixworld/render-walkthrough-clip-from-image.json",
   "md": "https://dedupedai.com/use-cases/noizai-helixworld/render-walkthrough-clip-from-image/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/noizai-helixworld--render-walkthrough-clip-from-image.json"
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  {
   "id": "noizai-helixworld--benchmark-sound-tracking-camera-motion",
   "repo": "NoizAI/HelixWorld",
   "title": "Score whether generated sound follows camera motion",
   "summary": "Use the HelixBench dataset to test if synthesized sound fields track dynamic viewpoint motion.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/noizai-helixworld/benchmark-sound-tracking-camera-motion/",
   "json": "https://dedupedai.com/use-cases/u/noizai-helixworld/benchmark-sound-tracking-camera-motion.json",
   "md": "https://dedupedai.com/use-cases/noizai-helixworld/benchmark-sound-tracking-camera-motion/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/noizai-helixworld--benchmark-sound-tracking-camera-motion.json"
  },
  {
   "id": "noizai-helixworld--explore-world-in-browser-no-install",
   "repo": "NoizAI/HelixWorld",
   "title": "Walk through a Helix World scene in the browser",
   "summary": "Open the hosted demo to hear how sound changes as you move and turn, with no local setup.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/noizai-helixworld/explore-world-in-browser-no-install/",
   "json": "https://dedupedai.com/use-cases/u/noizai-helixworld/explore-world-in-browser-no-install.json",
   "md": "https://dedupedai.com/use-cases/noizai-helixworld/explore-world-in-browser-no-install/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/noizai-helixworld--explore-world-in-browser-no-install.json"
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  {
   "id": "nokia-applied-research-anyjev--route-tickets-with-tacit-decisions",
   "repo": "nokia-applied-research/AnyJev",
   "title": "Route support tickets to one option with a probability",
   "summary": "Send a customer message to one of several queues and get the probability for each queue in one call.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nokia-applied-research-anyjev/route-tickets-with-tacit-decisions/",
   "json": "https://dedupedai.com/use-cases/u/nokia-applied-research-anyjev/route-tickets-with-tacit-decisions.json",
   "md": "https://dedupedai.com/use-cases/nokia-applied-research-anyjev/route-tickets-with-tacit-decisions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nokia-applied-research-anyjev--route-tickets-with-tacit-decisions.json"
  },
  {
   "id": "nokia-applied-research-anyjev--route-tickets-training-free-on-any-llm",
   "repo": "nokia-applied-research/AnyJev",
   "title": "Route tickets on an open LLM with no training or labels",
   "summary": "Use the Decider at level L0 to get stable option probabilities from any open causal LM.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/nokia-applied-research-anyjev/route-tickets-training-free-on-any-llm.json",
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   "api": "https://dedupedai.com/api/v1/usecases/nokia-applied-research-anyjev--route-tickets-training-free-on-any-llm.json"
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   "id": "nokia-applied-research-anyjev--share-decision-endpoint-with-escalation-cap",
   "repo": "nokia-applied-research/AnyJev",
   "title": "Share one decision endpoint with a capped reasoning budget",
   "summary": "Run a local HTTP gateway so several clients get decisions and share one cap on reasoning escalations.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/nokia-applied-research-anyjev/share-decision-endpoint-with-escalation-cap.json",
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   "api": "https://dedupedai.com/api/v1/usecases/nokia-applied-research-anyjev--share-decision-endpoint-with-escalation-cap.json"
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  {
   "id": "nomadamas-cozyclay--previs-scene-before-ai-video",
   "repo": "NomaDamas/CozyClay",
   "title": "Block a scene in 3D before paying for AI video",
   "summary": "Lay out the set, cast, and camera in a browser tab, then export a keyframe pack for an AI video model.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nomadamas-cozyclay/previs-scene-before-ai-video/",
   "json": "https://dedupedai.com/use-cases/u/nomadamas-cozyclay/previs-scene-before-ai-video.json",
   "md": "https://dedupedai.com/use-cases/nomadamas-cozyclay/previs-scene-before-ai-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nomadamas-cozyclay--previs-scene-before-ai-video.json"
  },
  {
   "id": "nomadamas-cozyclay--drive-studio-from-mcp-client",
   "repo": "NomaDamas/CozyClay",
   "title": "Direct the studio from Claude Code or Cursor",
   "summary": "Connect an MCP client to Cozy Clay so an AI agent can edit the scene while you watch the viewport.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/nomadamas-cozyclay/drive-studio-from-mcp-client/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nomadamas-cozyclay--drive-studio-from-mcp-client.json"
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  {
   "id": "nomadamas-cozyclay--script-live-studio-from-terminal",
   "repo": "NomaDamas/CozyClay",
   "title": "Let a coding agent drive a running studio from the terminal",
   "summary": "Use cclay live commands so a coding agent can read and change a studio session with JSON in and out.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "json": "https://dedupedai.com/use-cases/u/nomadamas-cozyclay/script-live-studio-from-terminal.json",
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   "id": "nomadamas-cozyclay--run-cozyclay-from-source",
   "repo": "NomaDamas/CozyClay",
   "title": "Run and test Cozy Clay from source for contributions",
   "summary": "Clone the repo, install dependencies, start the dev server, and run the test suite.",
   "category": "Content",
   "tags": [
    "Content"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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  {
   "id": "noskillish-bankmcp--ask-ai-about-my-bank-balances",
   "repo": "noskillish/bankmcp",
   "title": "Ask your AI assistant about your bank balances",
   "summary": "Run BankMCP on your own machine and ask Claude or Cursor about balances and transactions.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/noskillish-bankmcp/ask-ai-about-my-bank-balances/",
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   "api": "https://dedupedai.com/api/v1/usecases/noskillish-bankmcp--ask-ai-about-my-bank-balances.json"
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  {
   "id": "noskillish-bankmcp--get-alerts-when-balance-or-payment-changes",
   "repo": "noskillish/bankmcp",
   "title": "Get alerts when a balance or payment changes",
   "summary": "Create watches that notify a Slack channel or webhook when balances or payments cross a rule.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/noskillish-bankmcp/get-alerts-when-balance-or-payment-changes/",
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   "api": "https://dedupedai.com/api/v1/usecases/noskillish-bankmcp--get-alerts-when-balance-or-payment-changes.json"
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  {
   "id": "noskillish-bankmcp--monthly-spending-review",
   "repo": "noskillish/bankmcp",
   "title": "Get a monthly spending summary and budget",
   "summary": "Use the built-in monthly-summary and build-budget prompts to review last month's spending.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/noskillish-bankmcp--monthly-spending-review.json"
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   "id": "noskillish-bankmcp--audit-subscriptions-and-recurring-costs",
   "repo": "noskillish/bankmcp",
   "title": "Find subscriptions and what they cost per year",
   "summary": "Run the subscription-audit prompt to list recurring payments and their yearly cost.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/noskillish-bankmcp--audit-subscriptions-and-recurring-costs.json"
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   "id": "noskillish-bankmcp--run-a-local-model-without-ai-vendor-access",
   "repo": "noskillish/bankmcp",
   "title": "Query your bank with a local Ollama model",
   "summary": "Bridge a local Ollama model to BankMCP so no AI vendor sees your transactions.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "json": "https://dedupedai.com/use-cases/u/noskillish-bankmcp/run-a-local-model-without-ai-vendor-access.json",
   "md": "https://dedupedai.com/use-cases/noskillish-bankmcp/run-a-local-model-without-ai-vendor-access/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/noskillish-bankmcp--run-a-local-model-without-ai-vendor-access.json"
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  {
   "id": "nuglifeleoji-sentry--add-failure-recovery-to-agent-loop",
   "repo": "nuglifeleoji/Sentry",
   "title": "Add runtime failure recovery to an agent loop",
   "summary": "Wrap each agent step with Sentry to catch invalid actions and get repair prompts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nuglifeleoji-sentry/add-failure-recovery-to-agent-loop/",
   "json": "https://dedupedai.com/use-cases/u/nuglifeleoji-sentry/add-failure-recovery-to-agent-loop.json",
   "md": "https://dedupedai.com/use-cases/nuglifeleoji-sentry/add-failure-recovery-to-agent-loop/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nuglifeleoji-sentry--add-failure-recovery-to-agent-loop.json"
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  {
   "id": "nuglifeleoji-sentry--benchmark-agent-recovery-on-appworld",
   "repo": "nuglifeleoji/Sentry",
   "title": "Benchmark agent recovery on AppWorld tasks",
   "summary": "Run the reference AppWorld benchmark to measure Sentry on an agent setup.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/nuglifeleoji-sentry/benchmark-agent-recovery-on-appworld/",
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   "api": "https://dedupedai.com/api/v1/usecases/nuglifeleoji-sentry--benchmark-agent-recovery-on-appworld.json"
  },
  {
   "id": "nuglifeleoji-sentry--summarize-sentry-findings-for-research",
   "repo": "nuglifeleoji/Sentry",
   "title": "Summarize Sentry's recovery findings from the paper",
   "summary": "Read the arXiv paper and extract the reported results and design claims.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "nulightjens-humanizer-stack--strip-ai-tells-before-publishing-post",
   "repo": "NulightJens/humanizer-stack",
   "title": "Strip AI tells from a blog post before publishing",
   "summary": "Run the word-level pass and scanner on an AI-drafted post so it reads like a person wrote it.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/nulightjens-humanizer-stack--strip-ai-tells-before-publishing-post.json"
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  {
   "id": "nulightjens-humanizer-stack--gate-drafts-with-strict-copy-scan",
   "repo": "NulightJens/humanizer-stack",
   "title": "Block AI-tell copy from merging with a strict scan",
   "summary": "Use the scanner's exit codes and JSON output to fail a check when a draft still has copy tells.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "nulightjens-humanizer-stack--run-structural-pass-on-long-draft",
   "repo": "NulightJens/humanizer-stack",
   "title": "Run the structural pass on a long draft or story",
   "summary": "Check discourse structure with six audits, then vary the shape so the piece is not a new template.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "nulightjens-humanizer-stack--check-series-for-shared-skeleton",
   "repo": "NulightJens/humanizer-stack",
   "title": "Find a shared skeleton across a series of drafts",
   "summary": "Scan several recent pieces so a new draft does not repeat the shape of the last three.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "nuvexnetwork-nuvex-services--run-read-api-on-indexed-postgres",
   "repo": "NuvexNetwork/nuvex-services",
   "title": "Serve Nuvex network counts from an indexed Postgres store",
   "summary": "Run the indexer against a Postgres database, then query the read API for requests, nodes, and network counts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/nuvexnetwork-nuvex-services/run-read-api-on-indexed-postgres/",
   "json": "https://dedupedai.com/use-cases/u/nuvexnetwork-nuvex-services/run-read-api-on-indexed-postgres.json",
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   "api": "https://dedupedai.com/api/v1/usecases/nuvexnetwork-nuvex-services--run-read-api-on-indexed-postgres.json"
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   "id": "nuvexnetwork-nuvex-services--check-repo-before-changes",
   "repo": "NuvexNetwork/nuvex-services",
   "title": "Confirm the services repo passes format, lint, tests, and schema checks",
   "summary": "Install dependencies and run make check to validate the code and the Prisma schema before editing.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/nuvexnetwork-nuvex-services--check-repo-before-changes.json"
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   "id": "nuvexnetwork-nuvex-services--snapshot-indexer-output-without-postgres",
   "repo": "NuvexNetwork/nuvex-services",
   "title": "Write indexer output to a JSON snapshot instead of Postgres",
   "summary": "Point the indexer at a JSON read model path to capture decoded account data without running a database.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "id": "nxcoreai-everroom--run-everroom-desktop-locally",
   "repo": "NxcoreAI/EverRoom",
   "title": "Run the Ever Room desktop workspace on a Mac",
   "summary": "Clone Ever Room and start the Electron desktop app with the isolated development runtime.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "id": "nxcoreai-everroom--build-context-room-for-project",
   "repo": "NxcoreAI/EverRoom",
   "title": "Organize one project into a Context Room",
   "summary": "Gather a project's sources, decisions, and documents into one bounded Room for scoped agent work.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "typescript",
   "date": "2026-10-20",
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   "score": 0.9,
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   "id": "nxcoreai-everroom--draft-context-doc-with-agent-review",
   "repo": "NxcoreAI/EverRoom",
   "title": "Have an Agent draft a Context Doc that you review",
   "summary": "Let a scoped Agent propose edits to a versioned document, then review the operations before they stand.",
   "category": "Personal productivity",
   "tags": [
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   "title": "Switch Ever Room's Agent to a real model provider",
   "summary": "Set the Pi runtime and provider variables so the Agent uses a real model instead of the fake runtime.",
   "category": "Personal productivity",
   "tags": [
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   "id": "nyosegawa-speech-cpp--transcribe-japanese-recordings-with-timestamps",
   "repo": "nyosegawa/speech.cpp",
   "title": "Transcribe long Japanese recordings with timestamps",
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   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "c++",
   "date": "2026-10-20",
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   "api": "https://dedupedai.com/api/v1/usecases/nyosegawa-speech-cpp--transcribe-japanese-recordings-with-timestamps.json"
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   "id": "nyosegawa-speech-cpp--caption-the-microphone-as-you-speak",
   "repo": "nyosegawa/speech.cpp",
   "title": "Caption the microphone live as you speak",
   "summary": "Show a live text transcript of your speech, with silence filtered out by a voice activity model.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "c++",
   "date": "2026-10-20",
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  {
   "id": "nyosegawa-speech-cpp--generate-narration-audio-from-text",
   "repo": "nyosegawa/speech.cpp",
   "title": "Generate spoken narration audio from a text file",
   "summary": "Turn a script into a WAVE file of speech using a local Qwen3-TTS voice.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/nyosegawa-speech-cpp/generate-narration-audio-from-text/",
   "json": "https://dedupedai.com/use-cases/u/nyosegawa-speech-cpp/generate-narration-audio-from-text.json",
   "md": "https://dedupedai.com/use-cases/nyosegawa-speech-cpp/generate-narration-audio-from-text/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nyosegawa-speech-cpp--generate-narration-audio-from-text.json"
  },
  {
   "id": "nyosegawa-speech-cpp--serve-openai-audio-api-on-localhost",
   "repo": "nyosegawa/speech.cpp",
   "title": "Run a local OpenAI-style audio API for an app",
   "summary": "Point an OpenAI audio client at a local speech server for speech and transcription.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/nyosegawa-speech-cpp/serve-openai-audio-api-on-localhost/",
   "json": "https://dedupedai.com/use-cases/u/nyosegawa-speech-cpp/serve-openai-audio-api-on-localhost.json",
   "md": "https://dedupedai.com/use-cases/nyosegawa-speech-cpp/serve-openai-audio-api-on-localhost/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nyosegawa-speech-cpp--serve-openai-audio-api-on-localhost.json"
  },
  {
   "id": "nyosegawa-speech-cpp--run-speech-worker-for-a-program",
   "repo": "nyosegawa/speech.cpp",
   "title": "Keep speech models loaded in a worker process",
   "summary": "Run a long-lived speech worker that a program talks to over JSON Lines.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/nyosegawa-speech-cpp/run-speech-worker-for-a-program/",
   "json": "https://dedupedai.com/use-cases/u/nyosegawa-speech-cpp/run-speech-worker-for-a-program.json",
   "md": "https://dedupedai.com/use-cases/nyosegawa-speech-cpp/run-speech-worker-for-a-program/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/nyosegawa-speech-cpp--run-speech-worker-for-a-program.json"
  },
  {
   "id": "obra-superpowers--build-feature-from-design-to-review",
   "repo": "obra/superpowers",
   "title": "Build a feature from design to reviewed code",
   "summary": "Turn a feature idea into an approved design, a task plan, and code built one reviewed task at a time.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/obra-superpowers/build-feature-from-design-to-review/",
   "json": "https://dedupedai.com/use-cases/u/obra-superpowers/build-feature-from-design-to-review.json",
   "md": "https://dedupedai.com/use-cases/obra-superpowers/build-feature-from-design-to-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/obra-superpowers--build-feature-from-design-to-review.json"
  },
  {
   "id": "obra-superpowers--debug-bug-by-root-cause",
   "repo": "obra/superpowers",
   "title": "Find the root cause of a bug before fixing it",
   "summary": "Have the agent work through a four-phase root cause process, then confirm the fix with evidence.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/obra-superpowers/debug-bug-by-root-cause/",
   "json": "https://dedupedai.com/use-cases/u/obra-superpowers/debug-bug-by-root-cause.json",
   "md": "https://dedupedai.com/use-cases/obra-superpowers/debug-bug-by-root-cause/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/obra-superpowers--debug-bug-by-root-cause.json"
  },
  {
   "id": "obra-superpowers--isolate-agent-work-on-branch",
   "repo": "obra/superpowers",
   "title": "Isolate agent work on a branch and finish it cleanly",
   "summary": "Keep agent changes in their own worktree and branch, then merge, open a PR, keep, or discard them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/obra-superpowers/isolate-agent-work-on-branch/",
   "json": "https://dedupedai.com/use-cases/u/obra-superpowers/isolate-agent-work-on-branch.json",
   "md": "https://dedupedai.com/use-cases/obra-superpowers/isolate-agent-work-on-branch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/obra-superpowers--isolate-agent-work-on-branch.json"
  },
  {
   "id": "obra-superpowers--diagnose-misbehaving-agent-session",
   "repo": "obra/superpowers",
   "title": "Find out why an agent session went wrong",
   "summary": "Have the agent review a session transcript for skill failures and optionally package a bug report.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/obra-superpowers/diagnose-misbehaving-agent-session/",
   "json": "https://dedupedai.com/use-cases/u/obra-superpowers/diagnose-misbehaving-agent-session.json",
   "md": "https://dedupedai.com/use-cases/obra-superpowers/diagnose-misbehaving-agent-session/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/obra-superpowers--diagnose-misbehaving-agent-session.json"
  },
  {
   "id": "okf-memory-okf-agent-memory--validate-knowledge-bundle-in-ci",
   "repo": "okf-memory/okf-agent-memory",
   "title": "Validate a project knowledge bundle before each commit",
   "summary": "Check OKF conformance, broken links, orphans, and description drift on every change.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/okf-memory-okf-agent-memory/validate-knowledge-bundle-in-ci/",
   "json": "https://dedupedai.com/use-cases/u/okf-memory-okf-agent-memory/validate-knowledge-bundle-in-ci.json",
   "md": "https://dedupedai.com/use-cases/okf-memory-okf-agent-memory/validate-knowledge-bundle-in-ci/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/okf-memory-okf-agent-memory--validate-knowledge-bundle-in-ci.json"
  },
  {
   "id": "okf-memory-okf-agent-memory--give-coding-agent-searchable-project-memory",
   "repo": "okf-memory/okf-agent-memory",
   "title": "Let a coding agent search project decisions before writing code",
   "summary": "Store decisions as OKF concepts and have the agent search them before it edits anything.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/okf-memory-okf-agent-memory/give-coding-agent-searchable-project-memory/",
   "json": "https://dedupedai.com/use-cases/u/okf-memory-okf-agent-memory/give-coding-agent-searchable-project-memory.json",
   "md": "https://dedupedai.com/use-cases/okf-memory-okf-agent-memory/give-coding-agent-searchable-project-memory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/okf-memory-okf-agent-memory--give-coding-agent-searchable-project-memory.json"
  },
  {
   "id": "okf-memory-okf-agent-memory--share-rules-across-personal-and-vendor-scopes",
   "repo": "okf-memory/okf-agent-memory",
   "title": "Look up rules across project, vendor, user, and system scopes",
   "summary": "Find a concept in the right layer, with higher-priority scopes shadowing lower ones.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/okf-memory-okf-agent-memory/share-rules-across-personal-and-vendor-scopes/",
   "json": "https://dedupedai.com/use-cases/u/okf-memory-okf-agent-memory/share-rules-across-personal-and-vendor-scopes.json",
   "md": "https://dedupedai.com/use-cases/okf-memory-okf-agent-memory/share-rules-across-personal-and-vendor-scopes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/okf-memory-okf-agent-memory--share-rules-across-personal-and-vendor-scopes.json"
  },
  {
   "id": "okf-memory-okf-agent-memory--benchmark-token-savings-on-local-llm",
   "repo": "okf-memory/okf-agent-memory",
   "title": "Measure token and latency savings on a local model",
   "summary": "Run the bundled benchmark suite to check the claimed token reduction on your own hardware.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/okf-memory-okf-agent-memory/benchmark-token-savings-on-local-llm/",
   "json": "https://dedupedai.com/use-cases/u/okf-memory-okf-agent-memory/benchmark-token-savings-on-local-llm.json",
   "md": "https://dedupedai.com/use-cases/okf-memory-okf-agent-memory/benchmark-token-savings-on-local-llm/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/okf-memory-okf-agent-memory--benchmark-token-savings-on-local-llm.json"
  },
  {
   "id": "oldcircle-geo-sleuth--locate-photo-without-gps",
   "repo": "Oldcircle/geo-sleuth",
   "title": "Find where a photo without GPS was taken",
   "summary": "Give an agent a photo with no location data and get back camera position, heading and an evidence image.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/oldcircle-geo-sleuth/locate-photo-without-gps/",
   "json": "https://dedupedai.com/use-cases/u/oldcircle-geo-sleuth/locate-photo-without-gps.json",
   "md": "https://dedupedai.com/use-cases/oldcircle-geo-sleuth/locate-photo-without-gps/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/oldcircle-geo-sleuth--locate-photo-without-gps.json"
  },
  {
   "id": "oldcircle-geo-sleuth--match-photo-skyline-to-terrain",
   "repo": "Oldcircle/geo-sleuth",
   "title": "Match a mountain skyline to a power line site",
   "summary": "Use nearby power lines and the ridge line in a photo to narrow a location in a region.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/oldcircle-geo-sleuth/match-photo-skyline-to-terrain/",
   "json": "https://dedupedai.com/use-cases/u/oldcircle-geo-sleuth/match-photo-skyline-to-terrain.json",
   "md": "https://dedupedai.com/use-cases/oldcircle-geo-sleuth/match-photo-skyline-to-terrain/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/oldcircle-geo-sleuth--match-photo-skyline-to-terrain.json"
  },
  {
   "id": "oldcircle-geo-sleuth--pin-street-photo-with-street-tree-data",
   "repo": "Oldcircle/geo-sleuth",
   "title": "Pin a city street photo using public street-tree data",
   "summary": "Use a city's open street-tree records and street features to find the block in a street photo.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/oldcircle-geo-sleuth/pin-street-photo-with-street-tree-data/",
   "json": "https://dedupedai.com/use-cases/u/oldcircle-geo-sleuth/pin-street-photo-with-street-tree-data.json",
   "md": "https://dedupedai.com/use-cases/oldcircle-geo-sleuth/pin-street-photo-with-street-tree-data/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/oldcircle-geo-sleuth--pin-street-photo-with-street-tree-data.json"
  },
  {
   "id": "oleost-visionstate--alert-when-garage-door-left-open",
   "repo": "oleost/VisionState",
   "title": "Alert when the garage door stays open",
   "summary": "Get a phone notification when a camera shows the garage door open for 10 minutes.",
   "category": "Life admin",
   "tags": [
    "Life admin"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/oleost-visionstate/alert-when-garage-door-left-open/",
   "json": "https://dedupedai.com/use-cases/u/oleost-visionstate/alert-when-garage-door-left-open.json",
   "md": "https://dedupedai.com/use-cases/oleost-visionstate/alert-when-garage-door-left-open/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/oleost-visionstate--alert-when-garage-door-left-open.json"
  },
  {
   "id": "oleost-visionstate--read-water-gas-meter-into-energy-dashboard",
   "repo": "oleost/VisionState",
   "title": "Read a water or gas meter into the Energy dashboard",
   "summary": "Point an ESP32-CAM at a meter and log its total and rate in Home Assistant.",
   "category": "Life admin",
   "tags": [
    "Life admin"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/oleost-visionstate/read-water-gas-meter-into-energy-dashboard/",
   "json": "https://dedupedai.com/use-cases/u/oleost-visionstate/read-water-gas-meter-into-energy-dashboard.json",
   "md": "https://dedupedai.com/use-cases/oleost-visionstate/read-water-gas-meter-into-energy-dashboard/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/oleost-visionstate--read-water-gas-meter-into-energy-dashboard.json"
  },
  {
   "id": "oleost-visionstate--track-who-is-home-and-whose-car-is-there",
   "repo": "oleost/VisionState",
   "title": "Track who is home and whose car is in the drive",
   "summary": "Get on/off sensors for named people and your own car from a driveway camera.",
   "category": "Life admin",
   "tags": [
    "Life admin"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/oleost-visionstate/track-who-is-home-and-whose-car-is-there/",
   "json": "https://dedupedai.com/use-cases/u/oleost-visionstate/track-who-is-home-and-whose-car-is-there.json",
   "md": "https://dedupedai.com/use-cases/oleost-visionstate/track-who-is-home-and-whose-car-is-there/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/oleost-visionstate--track-who-is-home-and-whose-car-is-there.json"
  },
  {
   "id": "oleost-visionstate--read-appliance-countdown-from-display",
   "repo": "oleost/VisionState",
   "title": "Read a washer's minutes-left display into Home Assistant",
   "summary": "Turn a appliance display's remaining minutes into a sensor you can automate on.",
   "category": "Life admin",
   "tags": [
    "Life admin"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/oleost-visionstate/read-appliance-countdown-from-display/",
   "json": "https://dedupedai.com/use-cases/u/oleost-visionstate/read-appliance-countdown-from-display.json",
   "md": "https://dedupedai.com/use-cases/oleost-visionstate/read-appliance-countdown-from-display/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/oleost-visionstate--read-appliance-countdown-from-display.json"
  },
  {
   "id": "omnijev-awesome-jev-gallery--pick-local-jev-model",
   "repo": "OmniJev/awesome-jev-gallery",
   "title": "Pick a local open model for typed decisions",
   "summary": "Match your hardware to a listed open decision model and check its README before running it.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/omnijev-awesome-jev-gallery/pick-local-jev-model/",
   "json": "https://dedupedai.com/use-cases/u/omnijev-awesome-jev-gallery/pick-local-jev-model.json",
   "md": "https://dedupedai.com/use-cases/omnijev-awesome-jev-gallery/pick-local-jev-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/omnijev-awesome-jev-gallery--pick-local-jev-model.json"
  },
  {
   "id": "omnijev-awesome-jev-gallery--compare-typed-decision-models",
   "repo": "OmniJev/awesome-jev-gallery",
   "title": "Compare typed-decision models on shared benchmarks",
   "summary": "Use the Benchmark and Leaderboard section to run the same public tasks on two candidate models.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/omnijev-awesome-jev-gallery/compare-typed-decision-models/",
   "json": "https://dedupedai.com/use-cases/u/omnijev-awesome-jev-gallery/compare-typed-decision-models.json",
   "md": "https://dedupedai.com/use-cases/omnijev-awesome-jev-gallery/compare-typed-decision-models/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/omnijev-awesome-jev-gallery--compare-typed-decision-models.json"
  },
  {
   "id": "omnijev-awesome-jev-gallery--route-thai-japanese-intents",
   "repo": "OmniJev/awesome-jev-gallery",
   "title": "Route Thai or Japanese intents with a small model",
   "summary": "Use the Thai and Japanese decision models to score fixed intent labels for local-language messages.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/omnijev-awesome-jev-gallery/route-thai-japanese-intents/",
   "json": "https://dedupedai.com/use-cases/u/omnijev-awesome-jev-gallery/route-thai-japanese-intents.json",
   "md": "https://dedupedai.com/use-cases/omnijev-awesome-jev-gallery/route-thai-japanese-intents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/omnijev-awesome-jev-gallery--route-thai-japanese-intents.json"
  },
  {
   "id": "omnijev-awesome-jev-gallery--design-system-one-workflow-with-agent",
   "repo": "OmniJev/awesome-jev-gallery",
   "title": "Have an AI agent design a System One workflow",
   "summary": "Install TypeSafe's agent skill files so Claude Code or Codex can draft a typed System One workflow.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/omnijev-awesome-jev-gallery/design-system-one-workflow-with-agent/",
   "json": "https://dedupedai.com/use-cases/u/omnijev-awesome-jev-gallery/design-system-one-workflow-with-agent.json",
   "md": "https://dedupedai.com/use-cases/omnijev-awesome-jev-gallery/design-system-one-workflow-with-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/omnijev-awesome-jev-gallery--design-system-one-workflow-with-agent.json"
  },
  {
   "id": "omnijev-onejev--pick-next-ui-action-from-screenshot",
   "repo": "OmniJev/OneJev",
   "title": "Pick the next UI action from a screenshot",
   "summary": "Ask a local model whether a task is done, what to click next and how far along it is.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
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   "repo": "OnlyTerp/opengrok",
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   "repo": "OnlyTerp/opengrok",
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   "summary": "Probe a provider's API, attach the capture to a pull request, and pass the repo's contract tests.",
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    "Software and DevOps"
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   "id": "openfilm-openfilm--agent-makes-launch-video",
   "repo": "openfilm/openfilm",
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   "summary": "Ask Codex or Claude Code for a short film, then watch it take shape in Studio.",
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    "Content"
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   "id": "openfilm-openfilm--hand-edit-agent-film-in-studio",
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    "Content"
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   "repo": "openfilm/openfilm",
   "title": "Hand a film to Final Cut Pro, Premiere Pro or DaVinci Resolve",
   "summary": "Export the timeline so an editor can finish the film in a professional video editor.",
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   "seen_in_the_wild": false,
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   "id": "openfilm-openfilm--check-film-before-publishing",
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   "title": "Check a film for errors before publishing it",
   "summary": "Use the look command to find changed frames, page errors and cut-off text.",
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    "Content"
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   "id": "openpactprotocol-openpactprotocol--run-pact-conformance-tests-against-a-provider",
   "repo": "openpactprotocol/openpactprotocol",
   "title": "Run PACT conformance tests against a Provider",
   "summary": "Check that a Provider's endpoints follow the PACT spec using the bundled e2e suite.",
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "id": "openpactprotocol-openpactprotocol--build-a-personal-agent-that-calls-business-agents",
   "repo": "openpactprotocol/openpactprotocol",
   "title": "Build a personal agent that calls business agents",
   "summary": "Create a personal agent that signs requests and fetches a Brand's Agent Card.",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "id": "openpactprotocol-openpactprotocol--validate-pact-messages-with-protocol-schemas",
   "repo": "openpactprotocol/openpactprotocol",
   "title": "Validate PACT messages with protocol schemas",
   "summary": "Check Agent Cards, messages, errors, and JWT claims against the Zod schemas.",
   "category": "Software and DevOps",
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   "id": "openpactprotocol-openpactprotocol--run-the-demo-personal-agent-chat-ui",
   "repo": "openpactprotocol/openpactprotocol",
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   "id": "openqa-cn-codexqa--review-branch-before-merge-with-html-report",
   "repo": "openqa-cn/codexqa",
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   "summary": "Produce a bilingual REVIEW-REPORT.html with merge risk, call chains, and test gaps for a reviewer.",
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   "id": "openqa-cn-codexqa--scan-branch-for-bugs-and-security-issues",
   "repo": "openqa-cn/codexqa",
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   "id": "openqa-cn-codexqa--find-untested-paths-from-one-diff",
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   "id": "openqodex-openqodex--try-openqodex-on-demo-repo",
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   "id": "oriveo-oriveo--build-android-debug-apk",
   "repo": "oriveo/oriveo",
   "title": "Build a debug Android APK from source",
   "summary": "Compile the Community Edition Android client into a debug APK with Gradle.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/oriveo-oriveo/build-android-debug-apk/",
   "json": "https://dedupedai.com/use-cases/u/oriveo-oriveo/build-android-debug-apk.json",
   "md": "https://dedupedai.com/use-cases/oriveo-oriveo/build-android-debug-apk/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/oriveo-oriveo--build-android-debug-apk.json"
  },
  {
   "id": "oriveo-oriveo--use-chatgpt-or-grok-subscription-in-chat",
   "repo": "oriveo/oriveo",
   "title": "Chat with a ChatGPT or Grok plan you already pay for",
   "summary": "Sign in with a ChatGPT or Grok subscription instead of an API key, using the provider's device flow.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/oriveo-oriveo/use-chatgpt-or-grok-subscription-in-chat/",
   "json": "https://dedupedai.com/use-cases/u/oriveo-oriveo/use-chatgpt-or-grok-subscription-in-chat.json",
   "md": "https://dedupedai.com/use-cases/oriveo-oriveo/use-chatgpt-or-grok-subscription-in-chat/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/oriveo-oriveo--use-chatgpt-or-grok-subscription-in-chat.json"
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  {
   "id": "outcrawlai-scout--research-top-stories-from-a-site",
   "repo": "outcrawlai/scout",
   "title": "Pull a ranked list from a website with one task",
   "summary": "Have Scout open a site, read the page and report the items you asked for, with links.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/outcrawlai-scout/research-top-stories-from-a-site/",
   "json": "https://dedupedai.com/use-cases/u/outcrawlai-scout/research-top-stories-from-a-site.json",
   "md": "https://dedupedai.com/use-cases/outcrawlai-scout/research-top-stories-from-a-site/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/outcrawlai-scout--research-top-stories-from-a-site.json"
  },
  {
   "id": "outcrawlai-scout--compare-products-across-pages",
   "repo": "outcrawlai/scout",
   "title": "Compare prices and stock across product pages",
   "summary": "Give Scout two or more products and get back a comparison of price and availability.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/outcrawlai-scout/compare-products-across-pages/",
   "json": "https://dedupedai.com/use-cases/u/outcrawlai-scout/compare-products-across-pages.json",
   "md": "https://dedupedai.com/use-cases/outcrawlai-scout/compare-products-across-pages/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/outcrawlai-scout--compare-products-across-pages.json"
  },
  {
   "id": "outcrawlai-scout--fill-web-form-and-confirm-receipt",
   "repo": "outcrawlai/scout",
   "title": "Fill in a web form and confirm what the site received",
   "summary": "Give Scout the form details and get back exactly what the site recorded.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/outcrawlai-scout/fill-web-form-and-confirm-receipt/",
   "json": "https://dedupedai.com/use-cases/u/outcrawlai-scout/fill-web-form-and-confirm-receipt.json",
   "md": "https://dedupedai.com/use-cases/outcrawlai-scout/fill-web-form-and-confirm-receipt/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/outcrawlai-scout--fill-web-form-and-confirm-receipt.json"
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  {
   "id": "outcrawlai-scout--sign-in-and-read-account-page",
   "repo": "outcrawlai/scout",
   "title": "Sign in to a site and read back the account page",
   "summary": "Have Scout log in with your details and report what the account page says.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/outcrawlai-scout/sign-in-and-read-account-page/",
   "json": "https://dedupedai.com/use-cases/u/outcrawlai-scout/sign-in-and-read-account-page.json",
   "md": "https://dedupedai.com/use-cases/outcrawlai-scout/sign-in-and-read-account-page/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/outcrawlai-scout--sign-in-and-read-account-page.json"
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   "id": "p-e-w-heretic--decensor-local-open-model",
   "repo": "p-e-w/heretic",
   "title": "Remove refusals from an open model in one run",
   "summary": "Run Heretic on a chosen open model to get a version with fewer refusals and low KL divergence.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/p-e-w-heretic/decensor-local-open-model/",
   "json": "https://dedupedai.com/use-cases/u/p-e-w-heretic/decensor-local-open-model.json",
   "md": "https://dedupedai.com/use-cases/p-e-w-heretic/decensor-local-open-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/p-e-w-heretic--decensor-local-open-model.json"
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  {
   "id": "p-e-w-heretic--verify-decensored-model-against-original",
   "repo": "p-e-w/heretic",
   "title": "Measure refusals and KL divergence against the original model",
   "summary": "Use Heretic's built-in evaluation to compare a decensored model with its original on the same metrics.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/p-e-w-heretic/verify-decensored-model-against-original/",
   "json": "https://dedupedai.com/use-cases/u/p-e-w-heretic/verify-decensored-model-against-original.json",
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   "api": "https://dedupedai.com/api/v1/usecases/p-e-w-heretic--verify-decensored-model-against-original.json"
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  {
   "id": "p-e-w-heretic--fit-decensoring-into-limited-vram",
   "repo": "p-e-w/heretic",
   "title": "Decensor a larger model on a small GPU with 4-bit quantization",
   "summary": "Turn on bitsandbytes 4-bit quantization so a model fits into less VRAM during the run.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/p-e-w-heretic/fit-decensoring-into-limited-vram/",
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   "api": "https://dedupedai.com/api/v1/usecases/p-e-w-heretic--fit-decensoring-into-limited-vram.json"
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   "id": "p-e-w-heretic--study-directional-ablation-internals",
   "repo": "p-e-w/heretic",
   "title": "Trace how refusal directions are ablated across layers",
   "summary": "Run Heretic from a source clone to study its per-layer residual directions and ablation kernel settings.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "pal-ai-lab-cortico--run-a-persona-bot-locally",
   "repo": "Pal-AI-Lab/Cortico",
   "title": "Run a persona bot locally and chat with it in the WebUI",
   "summary": "Start Cortico on your machine and talk to the reference bot in a browser console.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/run-a-persona-bot-locally/",
   "json": "https://dedupedai.com/use-cases/u/pal-ai-lab-cortico/run-a-persona-bot-locally.json",
   "md": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/run-a-persona-bot-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pal-ai-lab-cortico--run-a-persona-bot-locally.json"
  },
  {
   "id": "pal-ai-lab-cortico--build-a-cortico-extension-with-cortina",
   "repo": "Pal-AI-Lab/Cortico",
   "title": "Build a Cortico extension by talking to a coding agent",
   "summary": "Use the Cortina workspace and any coding agent to create or port a World extension.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/build-a-cortico-extension-with-cortina/",
   "json": "https://dedupedai.com/use-cases/u/pal-ai-lab-cortico/build-a-cortico-extension-with-cortina.json",
   "md": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/build-a-cortico-extension-with-cortina/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pal-ai-lab-cortico--build-a-cortico-extension-with-cortina.json"
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   "id": "pal-ai-lab-cortico--run-an-ai-vtuber-with-vtube-studio-and-obs",
   "repo": "Pal-AI-Lab/Cortico",
   "title": "Run an AI VTuber with a Live2D model, streaming TTS and OBS overlay",
   "summary": "Use the cortico-world-vtuber project to drive a Live2D avatar, speech and subtitles.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/run-an-ai-vtuber-with-vtube-studio-and-obs/",
   "json": "https://dedupedai.com/use-cases/u/pal-ai-lab-cortico/run-an-ai-vtuber-with-vtube-studio-and-obs.json",
   "md": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/run-an-ai-vtuber-with-vtube-studio-and-obs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pal-ai-lab-cortico--run-an-ai-vtuber-with-vtube-studio-and-obs.json"
  },
  {
   "id": "pal-ai-lab-cortico--run-a-bilibili-live-room-bot",
   "repo": "Pal-AI-Lab/Cortico",
   "title": "Run a bot that reacts to Bilibili live room events",
   "summary": "Connect the Bilibili World to answer danmaku, superchats, gifts and guards in a live room.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/run-a-bilibili-live-room-bot/",
   "json": "https://dedupedai.com/use-cases/u/pal-ai-lab-cortico/run-a-bilibili-live-room-bot.json",
   "md": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/run-a-bilibili-live-room-bot/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pal-ai-lab-cortico--run-a-bilibili-live-room-bot.json"
  },
  {
   "id": "pal-ai-lab-cortico--run-several-personas-from-separate-deployments",
   "repo": "Pal-AI-Lab/Cortico",
   "title": "Run several bot personas from separate deployments",
   "summary": "Create isolated deployment folders so each persona has its own config and memory.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/run-several-personas-from-separate-deployments/",
   "json": "https://dedupedai.com/use-cases/u/pal-ai-lab-cortico/run-several-personas-from-separate-deployments.json",
   "md": "https://dedupedai.com/use-cases/pal-ai-lab-cortico/run-several-personas-from-separate-deployments/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pal-ai-lab-cortico--run-several-personas-from-separate-deployments.json"
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  {
   "id": "pallavi-shekhar-ai-engineering-interview-questions-company-wise--prep-company-ai-interview",
   "repo": "pallavi-shekhar/ai-engineering-interview-questions-company-wise",
   "title": "Prepare for one company's AI engineering interview",
   "summary": "Use one company section to plan questions, roles and topics before your loop.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/pallavi-shekhar-ai-engineering-interview-questions-company-wise/prep-company-ai-interview/",
   "json": "https://dedupedai.com/use-cases/u/pallavi-shekhar-ai-engineering-interview-questions-company-wise/prep-company-ai-interview.json",
   "md": "https://dedupedai.com/use-cases/pallavi-shekhar-ai-engineering-interview-questions-company-wise/prep-company-ai-interview/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pallavi-shekhar-ai-engineering-interview-questions-company-wise--prep-company-ai-interview.json"
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   "id": "pallavi-shekhar-ai-engineering-interview-questions-company-wise--drill-recurring-llm-questions",
   "repo": "pallavi-shekhar/ai-engineering-interview-questions-company-wise",
   "title": "Drill LLM questions that recur across companies",
   "summary": "Practice the topics that come up at many companies, with the companies named for each.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/pallavi-shekhar-ai-engineering-interview-questions-company-wise/drill-recurring-llm-questions/",
   "json": "https://dedupedai.com/use-cases/u/pallavi-shekhar-ai-engineering-interview-questions-company-wise/drill-recurring-llm-questions.json",
   "md": "https://dedupedai.com/use-cases/pallavi-shekhar-ai-engineering-interview-questions-company-wise/drill-recurring-llm-questions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pallavi-shekhar-ai-engineering-interview-questions-company-wise--drill-recurring-llm-questions.json"
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  {
   "id": "pallavi-shekhar-ai-engineering-interview-questions-company-wise--compare-lab-interview-focus",
   "repo": "pallavi-shekhar/ai-engineering-interview-questions-company-wise",
   "title": "Compare interview focus across two AI labs",
   "summary": "Put two company sections side by side to choose where to focus your preparation.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "markdown",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/pallavi-shekhar-ai-engineering-interview-questions-company-wise/compare-lab-interview-focus.json",
   "md": "https://dedupedai.com/use-cases/pallavi-shekhar-ai-engineering-interview-questions-company-wise/compare-lab-interview-focus/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pallavi-shekhar-ai-engineering-interview-questions-company-wise--compare-lab-interview-focus.json"
  },
  {
   "id": "pan-chera-multi-agent-cad--generate-printable-part-from-brief",
   "repo": "Pan-Chera/Multi-Agent-CAD",
   "title": "Generate an editable printable part from a text brief",
   "summary": "Turn a plain-language part description into STEP, STL, and GLB files you can open in CAD or print.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/pan-chera-multi-agent-cad/generate-printable-part-from-brief/",
   "json": "https://dedupedai.com/use-cases/u/pan-chera-multi-agent-cad/generate-printable-part-from-brief.json",
   "md": "https://dedupedai.com/use-cases/pan-chera-multi-agent-cad/generate-printable-part-from-brief/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pan-chera-multi-agent-cad--generate-printable-part-from-brief.json"
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  {
   "id": "pan-chera-multi-agent-cad--draft-browser-ui-part-run-for-team",
   "repo": "Pan-Chera/Multi-Agent-CAD",
   "title": "Run a local browser UI to generate and download parts",
   "summary": "Start the MAC web UI on your own machine to generate parts with a 3D preview and download results.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/pan-chera-multi-agent-cad/draft-browser-ui-part-run-for-team/",
   "json": "https://dedupedai.com/use-cases/u/pan-chera-multi-agent-cad/draft-browser-ui-part-run-for-team.json",
   "md": "https://dedupedai.com/use-cases/pan-chera-multi-agent-cad/draft-browser-ui-part-run-for-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pan-chera-multi-agent-cad--draft-browser-ui-part-run-for-team.json"
  },
  {
   "id": "pan-chera-multi-agent-cad--audit-generated-cad-with-qa-history",
   "repo": "Pan-Chera/Multi-Agent-CAD",
   "title": "Review generated CAD with QA reports and repair history",
   "summary": "Inspect the brief, plan, generated Python, measurements, and repair steps behind each generated part.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/pan-chera-multi-agent-cad/audit-generated-cad-with-qa-history/",
   "json": "https://dedupedai.com/use-cases/u/pan-chera-multi-agent-cad/audit-generated-cad-with-qa-history.json",
   "md": "https://dedupedai.com/use-cases/pan-chera-multi-agent-cad/audit-generated-cad-with-qa-history/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pan-chera-multi-agent-cad--audit-generated-cad-with-qa-history.json"
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  {
   "id": "pan-chera-multi-agent-cad--prototype-assembly-with-urdf-export",
   "repo": "Pan-Chera/Multi-Agent-CAD",
   "title": "Prototype an articulated assembly and export URDF",
   "summary": "Describe a multi-part mechanism and get a generated assembly with a URDF file for simulation work.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "summary": "Pick elements or regions on an agent's browser page and send your notes to that agent.",
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    "Software and DevOps"
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   "id": "penso-herdr-gpui--watch-agents-across-ssh-hosts",
   "repo": "penso/herdr-gpui",
   "title": "Watch agents and CPU load across several SSH hosts",
   "summary": "See each remote machine's agents, status dots, and CPU and memory in one client.",
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   "repo": "peonist-ai/halogen-flash-server",
   "title": "Run a local Codex agent on a Strix Halo box",
   "summary": "Serve Qwen3.8-Flash-Next locally and point Codex at it through the Responses API.",
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   "repo": "peonist-ai/halogen-flash-server",
   "title": "Point Claude Code at a local halogen server",
   "summary": "Serve the model on your own box and route Claude Code through the Messages API.",
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   "repo": "peonist-ai/halogen-flash-server",
   "title": "Resume a long agent session after a server restart",
   "summary": "Use the on-disk prompt cache so a deep agent session picks up without a cold start.",
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   "repo": "peonist-ai/halogen-flash-server",
   "title": "Benchmark decode and prefill on your own box",
   "summary": "Reproduce the published throughput numbers on your own Strix Halo machine.",
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   "repo": "PerryLink/dsh-auto-review",
   "title": "Let a second model approve routine bash and write requests",
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   "repo": "PerryLink/dsh-industry-research",
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   "category": "Research",
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   "category": "Research",
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   "json": "https://dedupedai.com/use-cases/u/perrylink-dsh-industry-research/assemble-auditable-industry-report.json",
   "md": "https://dedupedai.com/use-cases/perrylink-dsh-industry-research/assemble-auditable-industry-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/perrylink-dsh-industry-research--assemble-auditable-industry-report.json"
  },
  {
   "id": "perrylink-dsh-research-report--seal-a-research-report-with-byte-checked-claims",
   "repo": "PerryLink/dsh-research-report",
   "title": "Seal a research report with byte-checked claims",
   "summary": "Bind each claim to saved source snapshots and seal a report whose manifest hash anyone can recompute.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/perrylink-dsh-research-report/seal-a-research-report-with-byte-checked-claims/",
   "json": "https://dedupedai.com/use-cases/u/perrylink-dsh-research-report/seal-a-research-report-with-byte-checked-claims.json",
   "md": "https://dedupedai.com/use-cases/perrylink-dsh-research-report/seal-a-research-report-with-byte-checked-claims/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/perrylink-dsh-research-report--seal-a-research-report-with-byte-checked-claims.json"
  },
  {
   "id": "perrylink-dsh-research-report--verify-a-sealed-report-from-its-directory-alone",
   "repo": "PerryLink/dsh-research-report",
   "title": "Verify a sealed report from its directory alone",
   "summary": "Recompute a report's seal and per-claim checks with the standalone verifier, without the original session.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/perrylink-dsh-research-report/verify-a-sealed-report-from-its-directory-alone/",
   "json": "https://dedupedai.com/use-cases/u/perrylink-dsh-research-report/verify-a-sealed-report-from-its-directory-alone.json",
   "md": "https://dedupedai.com/use-cases/perrylink-dsh-research-report/verify-a-sealed-report-from-its-directory-alone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/perrylink-dsh-research-report--verify-a-sealed-report-from-its-directory-alone.json"
  },
  {
   "id": "perrylink-dsh-research-report--find-claims-that-lack-source-evidence",
   "repo": "PerryLink/dsh-research-report",
   "title": "Find claims in a draft that lack source evidence",
   "summary": "Seal a draft and read the visible markers to see which claims have no bound evidence.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/perrylink-dsh-research-report/find-claims-that-lack-source-evidence/",
   "json": "https://dedupedai.com/use-cases/u/perrylink-dsh-research-report/find-claims-that-lack-source-evidence.json",
   "md": "https://dedupedai.com/use-cases/perrylink-dsh-research-report/find-claims-that-lack-source-evidence/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/perrylink-dsh-research-report--find-claims-that-lack-source-evidence.json"
  },
  {
   "id": "perrylink-dsh-research-report--track-claims-that-evidence-has-disproven",
   "repo": "PerryLink/dsh-research-report",
   "title": "Track claims that the evidence has disproven",
   "summary": "Query the ledger and the falsification log to see which claims the sources contradict.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/perrylink-dsh-research-report/track-claims-that-evidence-has-disproven/",
   "json": "https://dedupedai.com/use-cases/u/perrylink-dsh-research-report/track-claims-that-evidence-has-disproven.json",
   "md": "https://dedupedai.com/use-cases/perrylink-dsh-research-report/track-claims-that-evidence-has-disproven/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/perrylink-dsh-research-report--track-claims-that-evidence-has-disproven.json"
  },
  {
   "id": "perrylink-jevcore--route-tickets-with-typed-judgments",
   "repo": "PerryLink/jevcore",
   "title": "Route support tickets with typed Jev answers",
   "summary": "Ask Jev yes/no and choice questions about a ticket and act only on confident answers.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/perrylink-jevcore/route-tickets-with-typed-judgments/",
   "json": "https://dedupedai.com/use-cases/u/perrylink-jevcore/route-tickets-with-typed-judgments.json",
   "md": "https://dedupedai.com/use-cases/perrylink-jevcore/route-tickets-with-typed-judgments/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/perrylink-jevcore--route-tickets-with-typed-judgments.json"
  },
  {
   "id": "perrylink-jevcore--install-jev-plugin-into-dsh",
   "repo": "PerryLink/jevcore",
   "title": "Install the jev plugin into DeepSeek Harness from a checkout",
   "summary": "Add the jevcore-dsh package and its core dependency to a DSH profile and confirm it is active.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/perrylink-jevcore/install-jev-plugin-into-dsh/",
   "json": "https://dedupedai.com/use-cases/u/perrylink-jevcore/install-jev-plugin-into-dsh.json",
   "md": "https://dedupedai.com/use-cases/perrylink-jevcore/install-jev-plugin-into-dsh/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/perrylink-jevcore--install-jev-plugin-into-dsh.json"
  },
  {
   "id": "perrylink-jevcore--serve-jev-tools-over-mcp-stdio",
   "repo": "PerryLink/jevcore",
   "title": "Serve the three Jev tools to a non-DSH MCP host",
   "summary": "Run the jevcore-mcp stdio server so any MCP host can call the jev_ask, jev_rank, and related tools.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/perrylink-jevcore/serve-jev-tools-over-mcp-stdio/",
   "json": "https://dedupedai.com/use-cases/u/perrylink-jevcore/serve-jev-tools-over-mcp-stdio.json",
   "md": "https://dedupedai.com/use-cases/perrylink-jevcore/serve-jev-tools-over-mcp-stdio/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/perrylink-jevcore--serve-jev-tools-over-mcp-stdio.json"
  },
  {
   "id": "perrylink-jevcore--send-state-through-openrouter-route",
   "repo": "PerryLink/jevcore",
   "title": "Route Jev calls through an OpenRouter key",
   "summary": "Point the jevcore-dsh plugin at OpenRouter when a TypeSafe key is impractical.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/perrylink-jevcore/send-state-through-openrouter-route/",
   "json": "https://dedupedai.com/use-cases/u/perrylink-jevcore/send-state-through-openrouter-route.json",
   "md": "https://dedupedai.com/use-cases/perrylink-jevcore/send-state-through-openrouter-route/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/perrylink-jevcore--send-state-through-openrouter-route.json"
  },
  {
   "id": "petergyang-human-review--review-ai-plan-markdown-visually",
   "repo": "petergyang/human-review",
   "title": "Edit an AI-written Markdown plan and send feedback in one batch",
   "summary": "Mark up a Markdown plan in the browser and send all edits and comments to your agent at once.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/petergyang-human-review/review-ai-plan-markdown-visually/",
   "json": "https://dedupedai.com/use-cases/u/petergyang-human-review/review-ai-plan-markdown-visually.json",
   "md": "https://dedupedai.com/use-cases/petergyang-human-review/review-ai-plan-markdown-visually/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/petergyang-human-review--review-ai-plan-markdown-visually.json"
  },
  {
   "id": "petergyang-human-review--review-localhost-page-before-agent-edits",
   "repo": "petergyang/human-review",
   "title": "Mark up a localhost page and send fixes back to the app source",
   "summary": "Review a running local page in the browser and have your agent apply the changes to the code.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/petergyang-human-review/review-localhost-page-before-agent-edits/",
   "json": "https://dedupedai.com/use-cases/u/petergyang-human-review/review-localhost-page-before-agent-edits.json",
   "md": "https://dedupedai.com/use-cases/petergyang-human-review/review-localhost-page-before-agent-edits/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/petergyang-human-review--review-localhost-page-before-agent-edits.json"
  },
  {
   "id": "petergyang-human-review--tighten-website-copy-across-pages",
   "repo": "petergyang/human-review",
   "title": "Cut extra copy and rewrite CTAs across several pages",
   "summary": "Click through linked pages in the review tool and trim copy without losing feedback between them.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/petergyang-human-review/tighten-website-copy-across-pages/",
   "json": "https://dedupedai.com/use-cases/u/petergyang-human-review/tighten-website-copy-across-pages.json",
   "md": "https://dedupedai.com/use-cases/petergyang-human-review/tighten-website-copy-across-pages/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/petergyang-human-review--tighten-website-copy-across-pages.json"
  },
  {
   "id": "pgrundev-pgbot--triage-slow-postgres-in-ten-seconds",
   "repo": "pgrundev/pgbot",
   "title": "Triage a slow PostgreSQL database in ten seconds",
   "summary": "Run one read-only health check and get ranked findings for a database you do not own.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/pgrundev-pgbot/triage-slow-postgres-in-ten-seconds/",
   "json": "https://dedupedai.com/use-cases/u/pgrundev-pgbot/triage-slow-postgres-in-ten-seconds.json",
   "md": "https://dedupedai.com/use-cases/pgrundev-pgbot/triage-slow-postgres-in-ten-seconds/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pgrundev-pgbot--triage-slow-postgres-in-ten-seconds.json"
  },
  {
   "id": "pgrundev-pgbot--find-queries-eating-database-time",
   "repo": "pgrundev/pgbot",
   "title": "Find the queries that eat the most database time",
   "summary": "Rank statements by total time or call count to pick the first query to tune.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/pgrundev-pgbot/find-queries-eating-database-time/",
   "json": "https://dedupedai.com/use-cases/u/pgrundev-pgbot/find-queries-eating-database-time.json",
   "md": "https://dedupedai.com/use-cases/pgrundev-pgbot/find-queries-eating-database-time/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pgrundev-pgbot--find-queries-eating-database-time.json"
  },
  {
   "id": "pgrundev-pgbot--spot-unused-and-missing-indexes",
   "repo": "pgrundev/pgbot",
   "title": "Spot unused indexes and likely missing indexes",
   "summary": "Find zero-scan indexes and large tables with heavy sequential scans before dropping or adding anything.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/pgrundev-pgbot/spot-unused-and-missing-indexes/",
   "json": "https://dedupedai.com/use-cases/u/pgrundev-pgbot/spot-unused-and-missing-indexes.json",
   "md": "https://dedupedai.com/use-cases/pgrundev-pgbot/spot-unused-and-missing-indexes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pgrundev-pgbot--spot-unused-and-missing-indexes.json"
  },
  {
   "id": "pgrundev-pgbot--gate-schema-migrations-in-ci",
   "repo": "pgrundev/pgbot",
   "title": "Gate schema migrations in CI with a Postgres lint",
   "summary": "Fail a pull request when a schema change adds a critical finding, without a live production database.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/pgrundev-pgbot/gate-schema-migrations-in-ci/",
   "json": "https://dedupedai.com/use-cases/u/pgrundev-pgbot/gate-schema-migrations-in-ci.json",
   "md": "https://dedupedai.com/use-cases/pgrundev-pgbot/gate-schema-migrations-in-ci/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pgrundev-pgbot--gate-schema-migrations-in-ci.json"
  },
  {
   "id": "pgrundev-pgbot--let-claude-code-read-postgres-findings",
   "repo": "pgrundev/pgbot",
   "title": "Let Claude Code read PostgreSQL findings over MCP",
   "summary": "Connect an AI coding agent to structured database findings through the Pgbot MCP server.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/pgrundev-pgbot/let-claude-code-read-postgres-findings/",
   "json": "https://dedupedai.com/use-cases/u/pgrundev-pgbot/let-claude-code-read-postgres-findings.json",
   "md": "https://dedupedai.com/use-cases/pgrundev-pgbot/let-claude-code-read-postgres-findings/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pgrundev-pgbot--let-claude-code-read-postgres-findings.json"
  },
  {
   "id": "philolabs-fable51-worlds--walk-real-street-in-browser",
   "repo": "PhiloLabs/fable51-worlds",
   "title": "Walk a real San Francisco plaza in a browser",
   "summary": "Explore a generated Union Square build and its walkthrough route without installing a game engine.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/philolabs-fable51-worlds/walk-real-street-in-browser/",
   "json": "https://dedupedai.com/use-cases/u/philolabs-fable51-worlds/walk-real-street-in-browser.json",
   "md": "https://dedupedai.com/use-cases/philolabs-fable51-worlds/walk-real-street-in-browser/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/philolabs-fable51-worlds--walk-real-street-in-browser.json"
  },
  {
   "id": "philolabs-fable51-worlds--edit-world-with-reviewable-diff",
   "repo": "PhiloLabs/fable51-worlds",
   "title": "Change one building detail as a reviewable code diff",
   "summary": "Adjust a shopfront or façade parameter in a world and confirm only that part changed.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/philolabs-fable51-worlds/edit-world-with-reviewable-diff/",
   "json": "https://dedupedai.com/use-cases/u/philolabs-fable51-worlds/edit-world-with-reviewable-diff.json",
   "md": "https://dedupedai.com/use-cases/philolabs-fable51-worlds/edit-world-with-reviewable-diff/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/philolabs-fable51-worlds--edit-world-with-reviewable-diff.json"
  },
  {
   "id": "philolabs-fable51-worlds--check-world-against-reference-photos",
   "repo": "PhiloLabs/fable51-worlds",
   "title": "Check a generated world against reference photos",
   "summary": "Run Playwright screenshots of fixed viewpoints and compare them with photos from the same spots.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/philolabs-fable51-worlds/check-world-against-reference-photos/",
   "json": "https://dedupedai.com/use-cases/u/philolabs-fable51-worlds/check-world-against-reference-photos.json",
   "md": "https://dedupedai.com/use-cases/philolabs-fable51-worlds/check-world-against-reference-photos/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/philolabs-fable51-worlds--check-world-against-reference-photos.json"
  },
  {
   "id": "phprs-cms-kaletacms--launch-business-site-from-starter",
   "repo": "phprs-cms/kaletacms",
   "title": "Launch a business website from a starter site",
   "summary": "Install Kaleta on your hosting and publish a working business site from a starter in under an hour.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/phprs-cms-kaletacms/launch-business-site-from-starter/",
   "json": "https://dedupedai.com/use-cases/u/phprs-cms-kaletacms/launch-business-site-from-starter.json",
   "md": "https://dedupedai.com/use-cases/phprs-cms-kaletacms/launch-business-site-from-starter/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/phprs-cms-kaletacms--launch-business-site-from-starter.json"
  },
  {
   "id": "phprs-cms-kaletacms--have-claude-draft-site-changes-over-mcp",
   "repo": "phprs-cms/kaletacms",
   "title": "Have Claude draft site changes over MCP for approval",
   "summary": "Connect Claude to your Kaleta site so it drafts pages, site parts and design changes you review before publishing.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/phprs-cms-kaletacms/have-claude-draft-site-changes-over-mcp/",
   "json": "https://dedupedai.com/use-cases/u/phprs-cms-kaletacms/have-claude-draft-site-changes-over-mcp.json",
   "md": "https://dedupedai.com/use-cases/phprs-cms-kaletacms/have-claude-draft-site-changes-over-mcp/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/phprs-cms-kaletacms--have-claude-draft-site-changes-over-mcp.json"
  },
  {
   "id": "phprs-cms-kaletacms--move-wordpress-site-into-kaleta",
   "repo": "phprs-cms/kaletacms",
   "title": "Move a WordPress site into Kaleta",
   "summary": "Import an existing WordPress site into the Kaleta page builder instead of rebuilding it by hand.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/phprs-cms-kaletacms/move-wordpress-site-into-kaleta/",
   "json": "https://dedupedai.com/use-cases/u/phprs-cms-kaletacms/move-wordpress-site-into-kaleta.json",
   "md": "https://dedupedai.com/use-cases/phprs-cms-kaletacms/move-wordpress-site-into-kaleta/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/phprs-cms-kaletacms--move-wordpress-site-into-kaleta.json"
  },
  {
   "id": "phprs-cms-kaletacms--collect-leads-and-newsletter-without-cookies",
   "repo": "phprs-cms/kaletacms",
   "title": "Collect enquiries and newsletter sign-ups without cookies",
   "summary": "Add an enquiry form and double opt-in newsletter to a business site, then send confirmed subscribers to your mailing service.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/phprs-cms-kaletacms/collect-leads-and-newsletter-without-cookies/",
   "json": "https://dedupedai.com/use-cases/u/phprs-cms-kaletacms/collect-leads-and-newsletter-without-cookies.json",
   "md": "https://dedupedai.com/use-cases/phprs-cms-kaletacms/collect-leads-and-newsletter-without-cookies/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/phprs-cms-kaletacms--collect-leads-and-newsletter-without-cookies.json"
  },
  {
   "id": "phuryn-work-humanizer--humanize-ai-work-email",
   "repo": "phuryn/work-humanizer",
   "title": "Remove AI tone from a work email without changing its commitments",
   "summary": "Rewrite an AI-drafted sales, support or HR message in a plain voice with every fact kept.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/phuryn-work-humanizer/humanize-ai-work-email/",
   "json": "https://dedupedai.com/use-cases/u/phuryn-work-humanizer/humanize-ai-work-email.json",
   "md": "https://dedupedai.com/use-cases/phuryn-work-humanizer/humanize-ai-work-email/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/phuryn-work-humanizer--humanize-ai-work-email.json"
  },
  {
   "id": "phuryn-work-humanizer--interview-before-rewriting-generic-draft",
   "repo": "phuryn/work-humanizer",
   "title": "Get a specific work draft built from your answers, not guesses",
   "summary": "Answer a few questions so the rewrite contains your real example, number or outcome.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/phuryn-work-humanizer/interview-before-rewriting-generic-draft/",
   "json": "https://dedupedai.com/use-cases/u/phuryn-work-humanizer/interview-before-rewriting-generic-draft.json",
   "md": "https://dedupedai.com/use-cases/phuryn-work-humanizer/interview-before-rewriting-generic-draft/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/phuryn-work-humanizer--interview-before-rewriting-generic-draft.json"
  },
  {
   "id": "phuryn-work-humanizer--turn-own-notes-into-human-piece",
   "repo": "phuryn/work-humanizer",
   "title": "Turn your notes or transcript into a human-sounding work piece",
   "summary": "Build a post or memo on your own argument, order and examples instead of an AI draft.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/phuryn-work-humanizer/turn-own-notes-into-human-piece/",
   "json": "https://dedupedai.com/use-cases/u/phuryn-work-humanizer/turn-own-notes-into-human-piece.json",
   "md": "https://dedupedai.com/use-cases/phuryn-work-humanizer/turn-own-notes-into-human-piece/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/phuryn-work-humanizer--turn-own-notes-into-human-piece.json"
  },
  {
   "id": "pinloop-ai-pinloop-cli--judge-postings-against-my-resume",
   "repo": "pinloop-ai/pinloop-cli",
   "title": "Judge job postings against your resume",
   "summary": "Have your coding agent score matching postings against your resume and preferences.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/pinloop-ai-pinloop-cli/judge-postings-against-my-resume/",
   "json": "https://dedupedai.com/use-cases/u/pinloop-ai-pinloop-cli/judge-postings-against-my-resume.json",
   "md": "https://dedupedai.com/use-cases/pinloop-ai-pinloop-cli/judge-postings-against-my-resume/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pinloop-ai-pinloop-cli--judge-postings-against-my-resume.json"
  },
  {
   "id": "pinloop-ai-pinloop-cli--count-matching-postings-before-pulling",
   "repo": "pinloop-ai/pinloop-cli",
   "title": "Count matching postings before pulling them",
   "summary": "Check how many postings match a search before spending your daily pull allowance.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/pinloop-ai-pinloop-cli/count-matching-postings-before-pulling/",
   "json": "https://dedupedai.com/use-cases/u/pinloop-ai-pinloop-cli/count-matching-postings-before-pulling.json",
   "md": "https://dedupedai.com/use-cases/pinloop-ai-pinloop-cli/count-matching-postings-before-pulling/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pinloop-ai-pinloop-cli--count-matching-postings-before-pulling.json"
  },
  {
   "id": "pinloop-ai-pinloop-cli--schedule-automatic-posting-scans",
   "repo": "pinloop-ai/pinloop-cli",
   "title": "Schedule automatic scans for new postings",
   "summary": "Set a Pro routine that saves new matching postings on Pinloop's servers.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/pinloop-ai-pinloop-cli/schedule-automatic-posting-scans/",
   "json": "https://dedupedai.com/use-cases/u/pinloop-ai-pinloop-cli/schedule-automatic-posting-scans.json",
   "md": "https://dedupedai.com/use-cases/pinloop-ai-pinloop-cli/schedule-automatic-posting-scans/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pinloop-ai-pinloop-cli--schedule-automatic-posting-scans.json"
  },
  {
   "id": "pinvou-pinvou-agent--run-coding-agent-in-real-project",
   "repo": "Pinvou/pinvou-agent",
   "title": "Run a coding agent on a real project from one desktop app",
   "summary": "Bring Codex, Claude Code, or Kimi into a project through ACP and review its plans and file changes.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/pinvou-pinvou-agent/run-coding-agent-in-real-project/",
   "json": "https://dedupedai.com/use-cases/u/pinvou-pinvou-agent/run-coding-agent-in-real-project.json",
   "md": "https://dedupedai.com/use-cases/pinvou-pinvou-agent/run-coding-agent-in-real-project/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pinvou-pinvou-agent--run-coding-agent-in-real-project.json"
  },
  {
   "id": "pinvou-pinvou-agent--design-poster-from-prompt",
   "repo": "Pinvou/pinvou-agent",
   "title": "Turn a text prompt into an editable poster or chart",
   "summary": "Generate a poster or data visualization from natural language, then edit its text, colors, and layout directly.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/pinvou-pinvou-agent/design-poster-from-prompt/",
   "json": "https://dedupedai.com/use-cases/u/pinvou-pinvou-agent/design-poster-from-prompt.json",
   "md": "https://dedupedai.com/use-cases/pinvou-pinvou-agent/design-poster-from-prompt/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pinvou-pinvou-agent--design-poster-from-prompt.json"
  },
  {
   "id": "pinvou-pinvou-agent--private-knowledge-chat-local-model",
   "repo": "Pinvou/pinvou-agent",
   "title": "Chat with your own documents using a local model",
   "summary": "Point the app at a local vLLM endpoint and query a local knowledge base with source references.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/pinvou-pinvou-agent/private-knowledge-chat-local-model/",
   "json": "https://dedupedai.com/use-cases/u/pinvou-pinvou-agent/private-knowledge-chat-local-model.json",
   "md": "https://dedupedai.com/use-cases/pinvou-pinvou-agent/private-knowledge-chat-local-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pinvou-pinvou-agent--private-knowledge-chat-local-model.json"
  },
  {
   "id": "pinvou-pinvou-agent--produce-work-files-with-skills",
   "repo": "Pinvou/pinvou-agent",
   "title": "Produce reusable work files from attachments and Skills",
   "summary": "Combine attachments, knowledge, and a Skill to draft a document you can edit as Markdown.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/pinvou-pinvou-agent/produce-work-files-with-skills/",
   "json": "https://dedupedai.com/use-cases/u/pinvou-pinvou-agent/produce-work-files-with-skills.json",
   "md": "https://dedupedai.com/use-cases/pinvou-pinvou-agent/produce-work-files-with-skills/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pinvou-pinvou-agent--produce-work-files-with-skills.json"
  },
  {
   "id": "plannotator-artifact-server--agent-publishes-design-doc-for-review",
   "repo": "plannotator/artifact-server",
   "title": "Publish an agent's design doc for full-screen review",
   "summary": "Let Claude Code upload an HTML design doc and return a review link you can comment on.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/plannotator-artifact-server/agent-publishes-design-doc-for-review/",
   "json": "https://dedupedai.com/use-cases/u/plannotator-artifact-server/agent-publishes-design-doc-for-review.json",
   "md": "https://dedupedai.com/use-cases/plannotator-artifact-server/agent-publishes-design-doc-for-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/plannotator-artifact-server--agent-publishes-design-doc-for-review.json"
  },
  {
   "id": "plannotator-artifact-server--run-artifact-server-locally-for-one-developer",
   "repo": "plannotator/artifact-server",
   "title": "Run a private artifact server on your laptop",
   "summary": "Start Artifact Server from source so one developer can store and review artifacts locally.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/plannotator-artifact-server/run-artifact-server-locally-for-one-developer/",
   "json": "https://dedupedai.com/use-cases/u/plannotator-artifact-server/run-artifact-server-locally-for-one-developer.json",
   "md": "https://dedupedai.com/use-cases/plannotator-artifact-server/run-artifact-server-locally-for-one-developer/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/plannotator-artifact-server--run-artifact-server-locally-for-one-developer.json"
  },
  {
   "id": "plannotator-artifact-server--deploy-private-artifact-hub-for-team",
   "repo": "plannotator/artifact-server",
   "title": "Host a private artifact hub for your product team",
   "summary": "Deploy Artifact Server on a hosting target your team already uses for shared review.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/plannotator-artifact-server/deploy-private-artifact-hub-for-team/",
   "json": "https://dedupedai.com/use-cases/u/plannotator-artifact-server/deploy-private-artifact-hub-for-team.json",
   "md": "https://dedupedai.com/use-cases/plannotator-artifact-server/deploy-private-artifact-hub-for-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/plannotator-artifact-server--deploy-private-artifact-hub-for-team.json"
  },
  {
   "id": "plannotator-artifact-server--verify-artifact-server-changes-before-handoff",
   "repo": "plannotator/artifact-server",
   "title": "Run the full check gate before handing off changes",
   "summary": "Run the project's checks and iteration gate on a local checkout before sending a change for review.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/plannotator-artifact-server/verify-artifact-server-changes-before-handoff/",
   "json": "https://dedupedai.com/use-cases/u/plannotator-artifact-server/verify-artifact-server-changes-before-handoff.json",
   "md": "https://dedupedai.com/use-cases/plannotator-artifact-server/verify-artifact-server-changes-before-handoff/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/plannotator-artifact-server--verify-artifact-server-changes-before-handoff.json"
  },
  {
   "id": "player-yn-browserkitten--turn-page-data-into-editable-sheet",
   "repo": "Player-YN/BrowserKitten",
   "title": "Turn data on a logged-in page into an editable sheet",
   "summary": "Select the data on a live page, describe the result, and get a sheet artifact you can edit.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/player-yn-browserkitten/turn-page-data-into-editable-sheet/",
   "json": "https://dedupedai.com/use-cases/u/player-yn-browserkitten/turn-page-data-into-editable-sheet.json",
   "md": "https://dedupedai.com/use-cases/player-yn-browserkitten/turn-page-data-into-editable-sheet/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/player-yn-browserkitten--turn-page-data-into-editable-sheet.json"
  },
  {
   "id": "player-yn-browserkitten--draft-site-html-from-browser-session",
   "repo": "Player-YN/BrowserKitten",
   "title": "Draft a site HTML artifact from a live browser session",
   "summary": "Ask the side-panel agent to build a site HTML artifact based on what is open in your tab.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/player-yn-browserkitten/draft-site-html-from-browser-session/",
   "json": "https://dedupedai.com/use-cases/u/player-yn-browserkitten/draft-site-html-from-browser-session.json",
   "md": "https://dedupedai.com/use-cases/player-yn-browserkitten/draft-site-html-from-browser-session/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/player-yn-browserkitten--draft-site-html-from-browser-session.json"
  },
  {
   "id": "player-yn-browserkitten--run-regression-tests-before-extension-change",
   "repo": "Player-YN/BrowserKitten",
   "title": "Run regression tests before changing the extension",
   "summary": "Run the Node and browser smoke tests to confirm a baseline before editing Paw Work.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/player-yn-browserkitten/run-regression-tests-before-extension-change/",
   "json": "https://dedupedai.com/use-cases/u/player-yn-browserkitten/run-regression-tests-before-extension-change.json",
   "md": "https://dedupedai.com/use-cases/player-yn-browserkitten/run-regression-tests-before-extension-change/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/player-yn-browserkitten--run-regression-tests-before-extension-change.json"
  },
  {
   "id": "pliablepixels-gap-trap--set-up-agent-code-gates",
   "repo": "pliablepixels/gap-trap",
   "title": "Set up gates so agent code stays correct",
   "summary": "Generate contracts, gates, and ratchets for a repo so AI-written code is checked before commit.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/pliablepixels-gap-trap/set-up-agent-code-gates/",
   "json": "https://dedupedai.com/use-cases/u/pliablepixels-gap-trap/set-up-agent-code-gates.json",
   "md": "https://dedupedai.com/use-cases/pliablepixels-gap-trap/set-up-agent-code-gates/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pliablepixels-gap-trap--set-up-agent-code-gates.json"
  },
  {
   "id": "pliablepixels-gap-trap--audit-existing-repo-violations",
   "repo": "pliablepixels/gap-trap",
   "title": "Find existing rule violations before they spread",
   "summary": "List current violations by contract and rule in a repo right after setup, without changing code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/pliablepixels-gap-trap/audit-existing-repo-violations/",
   "json": "https://dedupedai.com/use-cases/u/pliablepixels-gap-trap/audit-existing-repo-violations.json",
   "md": "https://dedupedai.com/use-cases/pliablepixels-gap-trap/audit-existing-repo-violations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pliablepixels-gap-trap--audit-existing-repo-violations.json"
  },
  {
   "id": "pliablepixels-gap-trap--refine-rules-after-incidents",
   "repo": "pliablepixels/gap-trap",
   "title": "Refine rules after incidents and keep gates current",
   "summary": "Find rules without gates and stale contracts, then turn lessons from commit history into one PR.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/pliablepixels-gap-trap/refine-rules-after-incidents/",
   "json": "https://dedupedai.com/use-cases/u/pliablepixels-gap-trap/refine-rules-after-incidents.json",
   "md": "https://dedupedai.com/use-cases/pliablepixels-gap-trap/refine-rules-after-incidents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pliablepixels-gap-trap--refine-rules-after-incidents.json"
  },
  {
   "id": "pliablepixels-gap-trap--prove-new-tests-can-fail",
   "repo": "pliablepixels/gap-trap",
   "title": "Catch tests that pass against old code in CI",
   "summary": "Run every new test against the old code in CI and fail any test that passes there.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/pliablepixels-gap-trap/prove-new-tests-can-fail/",
   "json": "https://dedupedai.com/use-cases/u/pliablepixels-gap-trap/prove-new-tests-can-fail.json",
   "md": "https://dedupedai.com/use-cases/pliablepixels-gap-trap/prove-new-tests-can-fail/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pliablepixels-gap-trap--prove-new-tests-can-fail.json"
  },
  {
   "id": "posva-medula--verify-bug-fix-with-live-state",
   "repo": "posva/medula",
   "title": "Verify a bug fix by reading live component state",
   "summary": "Let an agent read and check a running app's component state after a fix, without editing source files.",
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    "Software and DevOps"
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   "api": "https://dedupedai.com/api/v1/usecases/posva-medula--verify-bug-fix-with-live-state.json"
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   "id": "posva-medula--test-cart-edge-cases-live",
   "repo": "posva/medula",
   "title": "Test cart edge cases by editing live state",
   "summary": "Set state values in a running app to reproduce edge cases that are hard to build in automated tests.",
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    "Software and DevOps"
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   "id": "posva-medula--inspect-vue-stores-and-routes",
   "repo": "posva/medula",
   "title": "Inspect Vue Pinia stores and walk routes with an agent",
   "summary": "Let an agent read Pinia store state and open Vue Router routes in a running Vue app.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "id": "powerfooi-roamgate--continue-herdr-workspace-on-phone",
   "repo": "powerfooI/roamgate",
   "title": "Continue a Herdr workspace on your phone",
   "summary": "Start work on a computer, then pick up the same Herdr workspace and sessions from a phone through Roamgate.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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  {
   "id": "powerfooi-roamgate--review-agent-code-changes-in-browser",
   "repo": "powerfooI/roamgate",
   "title": "Review agent code changes and diffs in a browser",
   "summary": "Open the files and diffs a coding agent changed in Herdr, then review them with annotations in the browser.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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  {
   "id": "powerfooi-roamgate--monitor-agent-sessions-and-run-tests-from-phone",
   "repo": "powerfooI/roamgate",
   "title": "Monitor agent sessions and run tests from a phone",
   "summary": "Check agent activity, run commands in a terminal, and preview output on a phone while away from the desk.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/powerfooi-roamgate/monitor-agent-sessions-and-run-tests-from-phone.json",
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   "api": "https://dedupedai.com/api/v1/usecases/powerfooi-roamgate--monitor-agent-sessions-and-run-tests-from-phone.json"
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   "id": "powerfooi-roamgate--run-roamgate-from-source-for-development",
   "repo": "powerfooI/roamgate",
   "title": "Run Roamgate from source to develop or test it",
   "summary": "Install dependencies with Bun and start the server and web app in separate terminals.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "id": "prabanta-dev-janas--run-large-model-on-laptop-locally",
   "repo": "prabanta-dev/janas",
   "title": "Chat with an 80B model on a 32 GB laptop",
   "summary": "Install Janas-LLM on Linux and chat with a model larger than the laptop's RAM, offline after download.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/prabanta-dev-janas--run-large-model-on-laptop-locally.json"
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   "id": "prabanta-dev-janas--benchmark-own-machine-and-send-report",
   "repo": "prabanta-dev/janas",
   "title": "Measure your own machine's speed with janas-bench",
   "summary": "Run janas-bench on your hardware to get tokens-per-second figures and a report for the project.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "prabanta-dev-janas--chat-with-local-model-on-windows-laptop",
   "repo": "prabanta-dev/janas",
   "title": "Chat with a local model on a Windows laptop",
   "summary": "Unpack the Windows build and chat with a local model from a terminal.",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "prabanta-dev-janas--limit-memory-and-disable-gpu-on-shared-machine",
   "repo": "prabanta-dev/janas",
   "title": "Cap memory and keep the GPU off on a shared machine",
   "summary": "Start Janas-LLM with a memory limit or without the GPU so it does not take over a shared computer.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "prabanta-dev-janas--speed-up-chat-replies-with-drafts",
   "repo": "prabanta-dev/janas",
   "title": "Speed up chat replies with draft tokens",
   "summary": "Enable draft decoding for supported Qwen and Gemma models to get faster chat replies.",
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   "id": "promethe-us-awesome-jev--pick-jev-integration-path-for-your-stack",
   "repo": "Promethe-us/awesome-jev",
   "title": "Pick the Jev integration path that fits your stack",
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   "id": "promethe-us-awesome-jev--route-model-calls-with-jev-choice-decisions",
   "repo": "Promethe-us/awesome-jev",
   "title": "Route simple and hard tasks to different models",
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   "id": "promethe-us-awesome-jev--gate-agent-tool-calls-with-jev-policy",
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   "id": "promethe-us-awesome-jev--scope-jev-robotics-work-before-building",
   "repo": "Promethe-us/awesome-jev",
   "title": "Check what Jev robotics work is proven before building",
   "summary": "Separate running Jev robotics systems from author measurements and design-stage ideas.",
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   "title": "Classify images with a pretrained Vision HOPE model",
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   "id": "psrben-visionhope--speed-up-visionhope-inference",
   "repo": "PSRben/VisionHOPE",
   "title": "Cut Vision HOPE inference time on an NVIDIA GPU",
   "summary": "Turn on fast inference for standalone modules or prepare a full model for faster forward passes.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
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   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/psrben-visionhope--speed-up-visionhope-inference.json"
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  {
   "id": "psrben-visionhope--evaluate-visionhope-checkpoint-on-benchmark",
   "repo": "PSRben/VisionHOPE",
   "title": "Check Vision HOPE accuracy on ImageNet, COCO, or ADE20K",
   "summary": "Run the matching test script on your downloaded dataset to measure a released checkpoint.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/psrben-visionhope/evaluate-visionhope-checkpoint-on-benchmark.json",
   "md": "https://dedupedai.com/use-cases/psrben-visionhope/evaluate-visionhope-checkpoint-on-benchmark/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/psrben-visionhope--evaluate-visionhope-checkpoint-on-benchmark.json"
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  {
   "id": "ptero-ai-ptero--chat-with-several-ai-models-free",
   "repo": "Ptero-ai/Ptero",
   "title": "Chat with several AI models for free, no signup",
   "summary": "Open the hosted Ptero chat and talk to models such as DeepSeek V4 or Llama 3.3 without an account.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ptero-ai-ptero/chat-with-several-ai-models-free/",
   "json": "https://dedupedai.com/use-cases/u/ptero-ai-ptero/chat-with-several-ai-models-free.json",
   "md": "https://dedupedai.com/use-cases/ptero-ai-ptero/chat-with-several-ai-models-free/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ptero-ai-ptero--chat-with-several-ai-models-free.json"
  },
  {
   "id": "ptero-ai-ptero--compare-model-answers-side-by-side",
   "repo": "Ptero-ai/Ptero",
   "title": "Compare answers from different AI models on one prompt",
   "summary": "Send the same question to several models by switching the model in one click and keep the best answer.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/ptero-ai-ptero/compare-model-answers-side-by-side/",
   "json": "https://dedupedai.com/use-cases/u/ptero-ai-ptero/compare-model-answers-side-by-side.json",
   "md": "https://dedupedai.com/use-cases/ptero-ai-ptero/compare-model-answers-side-by-side/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ptero-ai-ptero--compare-model-answers-side-by-side.json"
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  {
   "id": "ptero-ai-ptero--embed-ai-chat-in-wordpress-site",
   "repo": "Ptero-ai/Ptero",
   "title": "Add a free AI chat page to a WordPress site",
   "summary": "Install the Ptero plugin and place the mlp_ai_chat shortcode on any page or post.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ptero-ai-ptero/embed-ai-chat-in-wordpress-site/",
   "json": "https://dedupedai.com/use-cases/u/ptero-ai-ptero/embed-ai-chat-in-wordpress-site.json",
   "md": "https://dedupedai.com/use-cases/ptero-ai-ptero/embed-ai-chat-in-wordpress-site/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ptero-ai-ptero--embed-ai-chat-in-wordpress-site.json"
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  {
   "id": "ptero-ai-ptero--self-host-and-contribute-to-ptero",
   "repo": "Ptero-ai/Ptero",
   "title": "Inspect, self-host, and contribute to Ptero's code",
   "summary": "Read the GPL v2 source, run your own copy, and submit a pull request following the project style.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "lang": "php",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/ptero-ai-ptero/self-host-and-contribute-to-ptero/",
   "json": "https://dedupedai.com/use-cases/u/ptero-ai-ptero/self-host-and-contribute-to-ptero.json",
   "md": "https://dedupedai.com/use-cases/ptero-ai-ptero/self-host-and-contribute-to-ptero/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ptero-ai-ptero--self-host-and-contribute-to-ptero.json"
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  {
   "id": "pullboard-dev-pullboard--tour-the-agent-review-loop",
   "repo": "pullboard-dev/pullboard",
   "title": "See a builder and verifier agent work one rule",
   "summary": "Run the guided tour to watch a coordinator, builder and verifier handle one approved rule end to end.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/pullboard-dev-pullboard/tour-the-agent-review-loop/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pullboard-dev-pullboard--tour-the-agent-review-loop.json"
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  {
   "id": "pullboard-dev-pullboard--add-agent-coordination-to-existing-repo",
   "repo": "pullboard-dev/pullboard",
   "title": "Set up agent coordination in an existing repo",
   "summary": "Run Pullboard init in a git repo so a coordinator agent can take your requirements and fan out work.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/pullboard-dev-pullboard/add-agent-coordination-to-existing-repo/",
   "json": "https://dedupedai.com/use-cases/u/pullboard-dev-pullboard/add-agent-coordination-to-existing-repo.json",
   "md": "https://dedupedai.com/use-cases/pullboard-dev-pullboard/add-agent-coordination-to-existing-repo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pullboard-dev-pullboard--add-agent-coordination-to-existing-repo.json"
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  {
   "id": "pullboard-dev-pullboard--ship-approved-feature-with-verifier",
   "repo": "pullboard-dev/pullboard",
   "title": "Ship one approved feature with a second-agent check",
   "summary": "File a spec-linked item, let a builder claim and submit it, then have a verifier accept or reject the exact commit.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
   "best": false,
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   "md": "https://dedupedai.com/use-cases/pullboard-dev-pullboard/ship-approved-feature-with-verifier/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/pullboard-dev-pullboard--ship-approved-feature-with-verifier.json"
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  {
   "id": "pullboard-dev-pullboard--start-project-from-blueprint",
   "repo": "pullboard-dev/pullboard",
   "title": "Start a new project from a spec blueprint",
   "summary": "Create a board from a bundled blueprint for your kind of project, so the rules and starter items are ready.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/pullboard-dev-pullboard--start-project-from-blueprint.json"
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  {
   "id": "pullboard-dev-pullboard--steer-agents-from-one-board",
   "repo": "pullboard-dev/pullboard",
   "title": "Watch and steer agents from one local board",
   "summary": "Open the Pullboard View to see what needs your decision, follow item history and export a snapshot.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/pullboard-dev-pullboard/steer-agents-from-one-board/",
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   "id": "punkpeye-awesome-remote-mcp-servers--connect-hosted-linear-to-claude-code",
   "repo": "punkpeye/awesome-remote-mcp-servers",
   "title": "Connect a hosted Linear MCP server to Claude Code",
   "summary": "Add a remote MCP server to Claude Code with one command and no local install.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/punkpeye-awesome-remote-mcp-servers/connect-hosted-linear-to-claude-code.json",
   "md": "https://dedupedai.com/use-cases/punkpeye-awesome-remote-mcp-servers/connect-hosted-linear-to-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/punkpeye-awesome-remote-mcp-servers--connect-hosted-linear-to-claude-code.json"
  },
  {
   "id": "punkpeye-awesome-remote-mcp-servers--add-remote-server-to-cursor-with-mcp-json",
   "repo": "punkpeye/awesome-remote-mcp-servers",
   "title": "Add a remote MCP server to Cursor with mcp.json",
   "summary": "Point Cursor at a hosted MCP URL by editing one JSON config file.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/punkpeye-awesome-remote-mcp-servers/add-remote-server-to-cursor-with-mcp-json/",
   "json": "https://dedupedai.com/use-cases/u/punkpeye-awesome-remote-mcp-servers/add-remote-server-to-cursor-with-mcp-json.json",
   "md": "https://dedupedai.com/use-cases/punkpeye-awesome-remote-mcp-servers/add-remote-server-to-cursor-with-mcp-json/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/punkpeye-awesome-remote-mcp-servers--add-remote-server-to-cursor-with-mcp-json.json"
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  {
   "id": "punkpeye-awesome-remote-mcp-servers--find-hosted-mcp-server-by-task",
   "repo": "punkpeye/awesome-remote-mcp-servers",
   "title": "Find a hosted MCP server for a specific task",
   "summary": "Use a directory listed under Aggregators to locate a remote server that fits your job.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/punkpeye-awesome-remote-mcp-servers/find-hosted-mcp-server-by-task.json",
   "md": "https://dedupedai.com/use-cases/punkpeye-awesome-remote-mcp-servers/find-hosted-mcp-server-by-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/punkpeye-awesome-remote-mcp-servers--find-hosted-mcp-server-by-task.json"
  },
  {
   "id": "punkpeye-awesome-remote-mcp-servers--connect-remote-server-in-claude-ai-or-chatgpt",
   "repo": "punkpeye/awesome-remote-mcp-servers",
   "title": "Connect a remote MCP server in Claude.ai or ChatGPT",
   "summary": "Add a hosted MCP URL under Settings → Connectors without touching code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
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   "seen_in_the_wild": false,
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   "json": "https://dedupedai.com/use-cases/u/punkpeye-awesome-remote-mcp-servers/connect-remote-server-in-claude-ai-or-chatgpt.json",
   "md": "https://dedupedai.com/use-cases/punkpeye-awesome-remote-mcp-servers/connect-remote-server-in-claude-ai-or-chatgpt/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/punkpeye-awesome-remote-mcp-servers--connect-remote-server-in-claude-ai-or-chatgpt.json"
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   "id": "qiz029-dscode--run-dscode-in-ci-on-git-diffs",
   "repo": "qiz029/dscode",
   "title": "Review a Git diff in a script or CI job",
   "summary": "Pipe a diff into a non-interactive DSCODE turn and get the reply on stdout with a meaningful exit code.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/qiz029-dscode/run-dscode-in-ci-on-git-diffs.json",
   "md": "https://dedupedai.com/use-cases/qiz029-dscode/run-dscode-in-ci-on-git-diffs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/qiz029-dscode--run-dscode-in-ci-on-git-diffs.json"
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  {
   "id": "qiz029-dscode--hand-a-review-to-another-local-session",
   "repo": "qiz029/dscode",
   "title": "Hand a code review to another DSCODE session",
   "summary": "Send a steering request to a second session on the same machine and read its reply back.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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  {
   "id": "qiz029-dscode--review-changes-before-committing",
   "repo": "qiz029/dscode",
   "title": "Get an independent review before committing a change",
   "summary": "Run the separate reviewer on staged work, a branch or a path, and check what it cost.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "md": "https://dedupedai.com/use-cases/qiz029-dscode/review-changes-before-committing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/qiz029-dscode--review-changes-before-committing.json"
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  {
   "id": "qiz029-dscode--run-dscode-runtime-on-a-remote-server",
   "repo": "qiz029/dscode",
   "title": "Run the agent on a server and drive it from a laptop",
   "summary": "Serve the DSCODE runtime from a server and attach a local terminal to it over a token.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "qunqin24-pulse--see-remaining-ai-coding-limits-at-a-glance",
   "repo": "qunqin24/Pulse",
   "title": "See remaining limits for all your AI coding tools",
   "summary": "Put one ring per AI coding service on the screen edge and read what is left without opening usage pages.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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  {
   "id": "qunqin24-pulse--warn-before-a-rate-limit-interrupts-work",
   "repo": "qunqin24/Pulse",
   "title": "Get warned before a rate limit stops your coding",
   "summary": "Set notifications for limit thresholds and use the burn-rate forecast to plan the rest of a session.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/qunqin24-pulse--warn-before-a-rate-limit-interrupts-work.json"
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   "id": "qunqin24-pulse--review-token-spend-across-local-ai-clients",
   "repo": "qunqin24/Pulse",
   "title": "Review AI token spend across local clients by day",
   "summary": "Chart token use by day, model and agent over any span, priced at public API rates, and share a recap.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "swift",
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   "repo": "qwdwqfwq/topconf-paper-figure-gallery",
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   "id": "qybaihe-mu--run-judged-coding-session",
   "repo": "qybaihe/mu",
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   "repo": "Raja0sama/vibex",
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   "repo": "RamitVishwakarma/Janus",
   "title": "Switch between Claude Code accounts in one click",
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   "repo": "RamitVishwakarma/Janus",
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   "summary": "Save each Codex sign-in, including separate ChatGPT plans and API keys, and swap them from the menu bar.",
   "category": "Software and DevOps",
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   "summary": "Measure build and package caches, see what each costs to lose, and move the ones you pick to the Trash.",
   "category": "Software and DevOps",
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    "Software and DevOps"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/ramitvishwakarma-janus/clear-developer-caches-safely-to-trash/",
   "json": "https://dedupedai.com/use-cases/u/ramitvishwakarma-janus/clear-developer-caches-safely-to-trash.json",
   "md": "https://dedupedai.com/use-cases/ramitvishwakarma-janus/clear-developer-caches-safely-to-trash/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ramitvishwakarma-janus--clear-developer-caches-safely-to-trash.json"
  },
  {
   "id": "raullenchai-esp32-thinks--build-wake-word-voice-assistant-quicksilver",
   "repo": "raullenchai/esp32-thinks",
   "title": "Flash a wake-word voice assistant onto an ESP32",
   "summary": "Flash the QuickSilver preset so the gadget answers out loud after you say Hi, ESP.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/raullenchai-esp32-thinks/build-wake-word-voice-assistant-quicksilver/",
   "json": "https://dedupedai.com/use-cases/u/raullenchai-esp32-thinks/build-wake-word-voice-assistant-quicksilver.json",
   "md": "https://dedupedai.com/use-cases/raullenchai-esp32-thinks/build-wake-word-voice-assistant-quicksilver/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/raullenchai-esp32-thinks--build-wake-word-voice-assistant-quicksilver.json"
  },
  {
   "id": "raullenchai-esp32-thinks--mix-speech-chat-tts-providers-per-task",
   "repo": "raullenchai/esp32-thinks",
   "title": "Route speech, chat and TTS to different AI servers",
   "summary": "Point each of the three endpoints at a different OpenAI-compatible server using the custom preset.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/raullenchai-esp32-thinks/mix-speech-chat-tts-providers-per-task/",
   "json": "https://dedupedai.com/use-cases/u/raullenchai-esp32-thinks/mix-speech-chat-tts-providers-per-task.json",
   "md": "https://dedupedai.com/use-cases/raullenchai-esp32-thinks/mix-speech-chat-tts-providers-per-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/raullenchai-esp32-thinks--mix-speech-chat-tts-providers-per-task.json"
  },
  {
   "id": "raullenchai-esp32-thinks--add-memory-weather-to-voice-assistant",
   "repo": "raullenchai/esp32-thinks",
   "title": "Give the voice assistant memory, weather and clock",
   "summary": "Run the in-repo openmuse agent so answers know your location, time, weather and past notes.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/raullenchai-esp32-thinks/add-memory-weather-to-voice-assistant/",
   "json": "https://dedupedai.com/use-cases/u/raullenchai-esp32-thinks/add-memory-weather-to-voice-assistant.json",
   "md": "https://dedupedai.com/use-cases/raullenchai-esp32-thinks/add-memory-weather-to-voice-assistant/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/raullenchai-esp32-thinks--add-memory-weather-to-voice-assistant.json"
  },
  {
   "id": "raullenchai-esp32-thinks--test-chat-and-tts-over-serial-console",
   "repo": "raullenchai/esp32-thinks",
   "title": "Test chat and speech on the device without a mic",
   "summary": "Run typed turns over serial to check the chat and TTS pipeline before a voice test.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/raullenchai-esp32-thinks/test-chat-and-tts-over-serial-console/",
   "json": "https://dedupedai.com/use-cases/u/raullenchai-esp32-thinks/test-chat-and-tts-over-serial-console.json",
   "md": "https://dedupedai.com/use-cases/raullenchai-esp32-thinks/test-chat-and-tts-over-serial-console/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/raullenchai-esp32-thinks--test-chat-and-tts-over-serial-console.json"
  },
  {
   "id": "reacher-z-awesome-rea--extract-website-design-system",
   "repo": "reacher-z/Awesome-REA",
   "title": "Extract a website's design system from its live pages",
   "summary": "Pull colors, type, spacing and component styles from a site's computed styles with Dembrandt.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/reacher-z-awesome-rea/extract-website-design-system/",
   "json": "https://dedupedai.com/use-cases/u/reacher-z-awesome-rea/extract-website-design-system.json",
   "md": "https://dedupedai.com/use-cases/reacher-z-awesome-rea/extract-website-design-system/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reacher-z-awesome-rea--extract-website-design-system.json"
  },
  {
   "id": "reacher-z-awesome-rea--make-minified-javascript-readable",
   "repo": "reacher-z/Awesome-REA",
   "title": "Make minified JavaScript readable before auditing it",
   "summary": "Unpack bundles and rename minified identifiers so shipped JavaScript can be reviewed.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/reacher-z-awesome-rea/make-minified-javascript-readable/",
   "json": "https://dedupedai.com/use-cases/u/reacher-z-awesome-rea/make-minified-javascript-readable.json",
   "md": "https://dedupedai.com/use-cases/reacher-z-awesome-rea/make-minified-javascript-readable/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reacher-z-awesome-rea--make-minified-javascript-readable.json"
  },
  {
   "id": "reacher-z-awesome-rea--turn-captured-traffic-into-api-spec",
   "repo": "reacher-z/Awesome-REA",
   "title": "Turn captured app traffic into an API spec",
   "summary": "Capture HTTP calls from an app, then generate an OpenAPI spec or MCP tools from them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/reacher-z-awesome-rea/turn-captured-traffic-into-api-spec/",
   "json": "https://dedupedai.com/use-cases/u/reacher-z-awesome-rea/turn-captured-traffic-into-api-spec.json",
   "md": "https://dedupedai.com/use-cases/reacher-z-awesome-rea/turn-captured-traffic-into-api-spec/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reacher-z-awesome-rea--turn-captured-traffic-into-api-spec.json"
  },
  {
   "id": "reacher-z-awesome-rea--study-legacy-whatsapp-web-protocol",
   "repo": "reacher-z/Awesome-REA",
   "title": "Study the legacy WhatsApp Web protocol from a documented case",
   "summary": "Learn how a browser messaging session was paired, keyed and encrypted from a written case.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/reacher-z-awesome-rea/study-legacy-whatsapp-web-protocol/",
   "json": "https://dedupedai.com/use-cases/u/reacher-z-awesome-rea/study-legacy-whatsapp-web-protocol.json",
   "md": "https://dedupedai.com/use-cases/reacher-z-awesome-rea/study-legacy-whatsapp-web-protocol/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reacher-z-awesome-rea--study-legacy-whatsapp-web-protocol.json"
  },
  {
   "id": "reality-opened-openreality--scan-room-and-ask-assistant",
   "repo": "reality-opened/openreality",
   "title": "Scan a room from phone video and query it",
   "summary": "Upload a phone video and ask your AI assistant what objects are in the room and how big it is.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/reality-opened-openreality/scan-room-and-ask-assistant/",
   "json": "https://dedupedai.com/use-cases/u/reality-opened-openreality/scan-room-and-ask-assistant.json",
   "md": "https://dedupedai.com/use-cases/reality-opened-openreality/scan-room-and-ask-assistant/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reality-opened-openreality--scan-room-and-ask-assistant.json"
  },
  {
   "id": "reality-opened-openreality--calibrate-and-measure-scan",
   "repo": "reality-opened/openreality",
   "title": "Calibrate a scan and measure distances in it",
   "summary": "Give one known real distance, then have your assistant measure between points in the scene.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/reality-opened-openreality/calibrate-and-measure-scan/",
   "json": "https://dedupedai.com/use-cases/u/reality-opened-openreality/calibrate-and-measure-scan.json",
   "md": "https://dedupedai.com/use-cases/reality-opened-openreality/calibrate-and-measure-scan/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reality-opened-openreality--calibrate-and-measure-scan.json"
  },
  {
   "id": "reality-opened-openreality--plan-route-through-scanned-space",
   "repo": "reality-opened/openreality",
   "title": "Plan a walking route through a scanned space",
   "summary": "Ask your assistant for a path through the scanned free space from one point to another.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/reality-opened-openreality/plan-route-through-scanned-space/",
   "json": "https://dedupedai.com/use-cases/u/reality-opened-openreality/plan-route-through-scanned-space.json",
   "md": "https://dedupedai.com/use-cases/reality-opened-openreality/plan-route-through-scanned-space/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reality-opened-openreality--plan-route-through-scanned-space.json"
  },
  {
   "id": "reality-opened-openreality--export-scan-as-robot-training-data",
   "repo": "reality-opened/openreality",
   "title": "Export a scan as robot-training data",
   "summary": "Turn a scanned space into a LeRobot or GR00T dataset, or an Isaac Sim or MuJoCo scene.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/reality-opened-openreality/export-scan-as-robot-training-data/",
   "json": "https://dedupedai.com/use-cases/u/reality-opened-openreality/export-scan-as-robot-training-data.json",
   "md": "https://dedupedai.com/use-cases/reality-opened-openreality/export-scan-as-robot-training-data/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reality-opened-openreality--export-scan-as-robot-training-data.json"
  },
  {
   "id": "reality-opened-openreality--self-host-scan-server",
   "repo": "reality-opened/openreality",
   "title": "Self-host the scan server on your own GPU or Modal",
   "summary": "Run the full Open Reality server on your own GPU box or Modal account, with no account needed.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/reality-opened-openreality/self-host-scan-server/",
   "json": "https://dedupedai.com/use-cases/u/reality-opened-openreality/self-host-scan-server.json",
   "md": "https://dedupedai.com/use-cases/reality-opened-openreality/self-host-scan-server/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reality-opened-openreality--self-host-scan-server.json"
  },
  {
   "id": "realmyang-mlview--explain-training-config-as-diagram",
   "repo": "realmyang/MLView",
   "title": "Turn a training config into a source-linked diagram",
   "summary": "Ask your assistant to map data, model, losses and validation as a clickable diagram.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/realmyang-mlview/explain-training-config-as-diagram/",
   "json": "https://dedupedai.com/use-cases/u/realmyang-mlview/explain-training-config-as-diagram.json",
   "md": "https://dedupedai.com/use-cases/realmyang-mlview/explain-training-config-as-diagram/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/realmyang-mlview--explain-training-config-as-diagram.json"
  },
  {
   "id": "realmyang-mlview--review-diagram-claims-one-by-one",
   "repo": "realmyang/MLView",
   "title": "Check each diagram claim against its cited lines",
   "summary": "Walk inferred and unresolved claims in the diagram and open their cited source beside it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/realmyang-mlview/review-diagram-claims-one-by-one/",
   "json": "https://dedupedai.com/use-cases/u/realmyang-mlview/review-diagram-claims-one-by-one.json",
   "md": "https://dedupedai.com/use-cases/realmyang-mlview/review-diagram-claims-one-by-one/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/realmyang-mlview--review-diagram-claims-one-by-one.json"
  },
  {
   "id": "realmyang-mlview--refine-diagram-after-code-changes",
   "repo": "realmyang/MLView",
   "title": "Update a workflow diagram after the code changes",
   "summary": "Ask the assistant for a refined revision and see what was added, removed or changed.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/realmyang-mlview/refine-diagram-after-code-changes/",
   "json": "https://dedupedai.com/use-cases/u/realmyang-mlview/refine-diagram-after-code-changes.json",
   "md": "https://dedupedai.com/use-cases/realmyang-mlview/refine-diagram-after-code-changes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/realmyang-mlview--refine-diagram-after-code-changes.json"
  },
  {
   "id": "reason-machines-reason-network--ask-teammate-agent-question",
   "repo": "reason-machines/reason-network",
   "title": "Ask a teammate's coding agent a question directly",
   "summary": "Message a specific teammate's open agent session and get the answer back in your terminal.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/reason-machines-reason-network/ask-teammate-agent-question/",
   "json": "https://dedupedai.com/use-cases/u/reason-machines-reason-network/ask-teammate-agent-question.json",
   "md": "https://dedupedai.com/use-cases/reason-machines-reason-network/ask-teammate-agent-question/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reason-machines-reason-network--ask-teammate-agent-question.json"
  },
  {
   "id": "reason-machines-reason-network--approve-teammate-request-from-popup",
   "repo": "reason-machines/reason-network",
   "title": "Approve a teammate's request through a pop-up",
   "summary": "Let your agent ask you Approve or Deny for a teammate's request while you are away from it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/reason-machines-reason-network/approve-teammate-request-from-popup/",
   "json": "https://dedupedai.com/use-cases/u/reason-machines-reason-network/approve-teammate-request-from-popup.json",
   "md": "https://dedupedai.com/use-cases/reason-machines-reason-network/approve-teammate-request-from-popup/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reason-machines-reason-network--approve-teammate-request-from-popup.json"
  },
  {
   "id": "reason-machines-reason-network--share-small-text-file-with-teammate-agent",
   "repo": "reason-machines/reason-network",
   "title": "Send a small text file to a teammate's agent",
   "summary": "Attach a schema, config, log, or code file to a message for a specific teammate's session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/reason-machines-reason-network/share-small-text-file-with-teammate-agent/",
   "json": "https://dedupedai.com/use-cases/u/reason-machines-reason-network/share-small-text-file-with-teammate-agent.json",
   "md": "https://dedupedai.com/use-cases/reason-machines-reason-network/share-small-text-file-with-teammate-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reason-machines-reason-network--share-small-text-file-with-teammate-agent.json"
  },
  {
   "id": "reason-machines-reason-network--announce-deploy-to-whole-team",
   "repo": "reason-machines/reason-network",
   "title": "Announce a deploy to the whole team from your terminal",
   "summary": "Send one message to everyone on the network, or to a chosen group, sent from you and not from an agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/reason-machines-reason-network/announce-deploy-to-whole-team/",
   "json": "https://dedupedai.com/use-cases/u/reason-machines-reason-network/announce-deploy-to-whole-team.json",
   "md": "https://dedupedai.com/use-cases/reason-machines-reason-network/announce-deploy-to-whole-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/reason-machines-reason-network--announce-deploy-to-whole-team.json"
  },
  {
   "id": "receptron-laya--route-support-tickets-with-probabilities",
   "repo": "receptron/laya",
   "title": "Route support tickets to teams with probabilities",
   "summary": "Send each ticket to a team, an urgency level and a churn-risk flag in one model call.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/receptron-laya/route-support-tickets-with-probabilities/",
   "json": "https://dedupedai.com/use-cases/u/receptron-laya/route-support-tickets-with-probabilities.json",
   "md": "https://dedupedai.com/use-cases/receptron-laya/route-support-tickets-with-probabilities/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/receptron-laya--route-support-tickets-with-probabilities.json"
  },
  {
   "id": "receptron-laya--escalate-low-confidence-decisions-to-humans",
   "repo": "receptron/laya",
   "title": "Auto-act on confident answers and queue the rest",
   "summary": "Gate automated actions on answer_confidence so uncertain items go to a human reviewer.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/receptron-laya/escalate-low-confidence-decisions-to-humans/",
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   "repo": "receptron/laya",
   "title": "Bake Laya weights into a container image at build time",
   "summary": "Fetch the 1.7 GB ONNX bundle during the image build so containers start without a download.",
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   "id": "receptron-laya--rebuild-the-onnx-bundle-from-a-newer-checkpoint",
   "repo": "receptron/laya",
   "title": "Export a fresh ONNX bundle from a newer Laya checkpoint",
   "summary": "Rebuild the ONNX bundle from the Hugging Face checkpoint and check it against PyTorch.",
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   "id": "recurse-labs-recurse--triage-unknown-binary",
   "repo": "Recurse-Labs/recurse",
   "title": "Triage an unknown binary in one desktop session",
   "summary": "Open a sample and read its hashes, hardening flags, libraries and function counts before deeper work.",
   "category": "Security and science",
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    "Security and science"
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   "id": "recurse-labs-recurse--let-coding-agent-query-binary-over-mcp",
   "repo": "Recurse-Labs/recurse",
   "title": "Let an MCP-capable agent query a binary headlessly",
   "summary": "Expose the Recurse engine to an agent such as Claude Code through the standalone MCP stdio server.",
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   "repo": "Recurse-Labs/recurse",
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   "summary": "Use the lift and decompile operations to turn a VM dispatcher or opaque predicate chain into readable pseudocode.",
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   "id": "recurse-labs-recurse--run-agent-eval-tiers-headlessly",
   "repo": "Recurse-Labs/recurse",
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   "summary": "Fetch the eval binaries, run the harness self-tests and execute an eval tier to measure the agent.",
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    "Security and science"
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   "id": "redhat-et-ripwire--find-where-to-change-code",
   "repo": "redhat-et/ripwire",
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   "id": "redhat-et-ripwire--check-blast-radius-before-finishing-edit",
   "repo": "redhat-et/ripwire",
   "title": "Check what an edit breaks before calling it done",
   "summary": "Run the edit check to see blast radius, tests that reach the change and incompatible call sites.",
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   "summary": "Use the callers flag to see whether production code actually reaches a function.",
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   "id": "remocn-remocn-studio--make-launch-video-from-brief",
   "repo": "Remocn/remocn-studio",
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   "summary": "Describe a launch video in chat and get an exported MP4 built by your own coding agent.",
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   "id": "remocn-remocn-studio--fix-video-by-clicking-elements",
   "repo": "Remocn/remocn-studio",
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   "id": "remocn-remocn-studio--reuse-brand-and-components-across-videos",
   "repo": "Remocn/remocn-studio",
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   "repo": "Rizzo-AI-Academy/rizzo-flow",
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   "id": "rizzo-ai-academy-rizzo-flow--triage-ticket-from-command-line",
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   "repo": "robertkarl/UnbiasedStrata",
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   "title": "Learn AI engineering lesson by lesson in your agent",
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   "repo": "rohitg00/ai-engineering-from-scratch",
   "title": "Block replayed or altered agent write approvals",
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   "repo": "rokbenko/quackd",
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   "id": "rokbenko-quackd--command-a-real-lerobot-arm-by-goal",
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   "title": "Command a robot from a Claude chat window",
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   "category": "Work and operations",
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   "md": "https://dedupedai.com/use-cases/rome-os-rome/organize-inbox-and-draft-replies/index.md",
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  {
   "id": "ronglecat-grok-app--run-local-grok-agent-on-project",
   "repo": "RongleCat/grok-app",
   "title": "Run a local Grok agent on a project from a desktop app",
   "summary": "Install the desktop workbench, connect your Grok Build CLI, and work on a project folder with approval prompts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ronglecat-grok-app/run-local-grok-agent-on-project/",
   "json": "https://dedupedai.com/use-cases/u/ronglecat-grok-app/run-local-grok-agent-on-project.json",
   "md": "https://dedupedai.com/use-cases/ronglecat-grok-app/run-local-grok-agent-on-project/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ronglecat-grok-app--run-local-grok-agent-on-project.json"
  },
  {
   "id": "ronglecat-grok-app--review-agent-edits-with-git-worktrees",
   "repo": "RongleCat/grok-app",
   "title": "Run parallel agent tasks in Git worktrees and review diffs",
   "summary": "Switch between linked Git worktrees and accept or revert agent changes file by file.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/ronglecat-grok-app/review-agent-edits-with-git-worktrees/",
   "json": "https://dedupedai.com/use-cases/u/ronglecat-grok-app/review-agent-edits-with-git-worktrees.json",
   "md": "https://dedupedai.com/use-cases/ronglecat-grok-app/review-agent-edits-with-git-worktrees/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ronglecat-grok-app--review-agent-edits-with-git-worktrees.json"
  },
  {
   "id": "ronglecat-grok-app--steer-local-agent-from-phone",
   "repo": "RongleCat/grok-app",
   "title": "Check and steer your desktop agent from a phone",
   "summary": "Use the token-gated mobile web mirror or an IM bridge to follow and redirect a running session.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ronglecat-grok-app/steer-local-agent-from-phone/",
   "json": "https://dedupedai.com/use-cases/u/ronglecat-grok-app/steer-local-agent-from-phone.json",
   "md": "https://dedupedai.com/use-cases/ronglecat-grok-app/steer-local-agent-from-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ronglecat-grok-app--steer-local-agent-from-phone.json"
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  {
   "id": "ronglecat-grok-app--script-agent-sessions-via-local-api",
   "repo": "RongleCat/grok-app",
   "title": "Script agent sessions through the loopback REST API",
   "summary": "Call the local session endpoints from scripts or CI to list sessions and send turns.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/ronglecat-grok-app/script-agent-sessions-via-local-api/",
   "json": "https://dedupedai.com/use-cases/u/ronglecat-grok-app/script-agent-sessions-via-local-api.json",
   "md": "https://dedupedai.com/use-cases/ronglecat-grok-app/script-agent-sessions-via-local-api/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ronglecat-grok-app--script-agent-sessions-via-local-api.json"
  },
  {
   "id": "ronglecat-grok-app--schedule-recurring-agent-tasks",
   "repo": "RongleCat/grok-app",
   "title": "Schedule recurring agent tasks with natural-language prompts",
   "summary": "Set up one-off or repeating agent jobs and review their execution logs.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/ronglecat-grok-app/schedule-recurring-agent-tasks/",
   "json": "https://dedupedai.com/use-cases/u/ronglecat-grok-app/schedule-recurring-agent-tasks.json",
   "md": "https://dedupedai.com/use-cases/ronglecat-grok-app/schedule-recurring-agent-tasks/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ronglecat-grok-app--schedule-recurring-agent-tasks.json"
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  {
   "id": "roversx-thinkterm--keep-agent-sessions-running-after-close",
   "repo": "RoversX/ThinkTerm",
   "title": "Keep long builds and agents running after you close the window",
   "summary": "Detach from Think Term and reattach later to the same shells, builds, and agent tasks.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/roversx-thinkterm/keep-agent-sessions-running-after-close/",
   "json": "https://dedupedai.com/use-cases/u/roversx-thinkterm/keep-agent-sessions-running-after-close.json",
   "md": "https://dedupedai.com/use-cases/roversx-thinkterm/keep-agent-sessions-running-after-close/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/roversx-thinkterm--keep-agent-sessions-running-after-close.json"
  },
  {
   "id": "roversx-thinkterm--let-coding-agent-read-and-drive-other-panes",
   "repo": "RoversX/ThinkTerm",
   "title": "Let a coding agent read and drive other terminal panes",
   "summary": "Install the Think Term skill so an agent can send input to and read output from other panes.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/roversx-thinkterm/let-coding-agent-read-and-drive-other-panes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/roversx-thinkterm--let-coding-agent-read-and-drive-other-panes.json"
  },
  {
   "id": "roversx-thinkterm--monitor-agents-across-machines-from-one-sidebar",
   "repo": "RoversX/ThinkTerm",
   "title": "Watch agents on several machines from one Think Term sidebar",
   "summary": "Connect remote hosts through Think Term Connect and switch between them in one workspace.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/roversx-thinkterm/monitor-agents-across-machines-from-one-sidebar/",
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   "md": "https://dedupedai.com/use-cases/roversx-thinkterm/monitor-agents-across-machines-from-one-sidebar/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/roversx-thinkterm--monitor-agents-across-machines-from-one-sidebar.json"
  },
  {
   "id": "roversx-thinkterm--check-sessions-from-a-browser-with-token-access",
   "repo": "RoversX/ThinkTerm",
   "title": "Check running sessions from a browser over HTTPS",
   "summary": "Enable the browser listener and use an access token to reach your sessions from another device.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/roversx-thinkterm/check-sessions-from-a-browser-with-token-access/",
   "json": "https://dedupedai.com/use-cases/u/roversx-thinkterm/check-sessions-from-a-browser-with-token-access.json",
   "md": "https://dedupedai.com/use-cases/roversx-thinkterm/check-sessions-from-a-browser-with-token-access/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/roversx-thinkterm--check-sessions-from-a-browser-with-token-access.json"
  },
  {
   "id": "roy-tong-agentmeasure--recount-ai-support-bill-against-vendor-rule",
   "repo": "roy-tong/AgentMeasure",
   "title": "Re-count an AI support bill against the vendor rule",
   "summary": "Run the free CLI on a billing export to see overcharge and undercharge findings, unsettled rows and dollar variance.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/recount-ai-support-bill-against-vendor-rule/",
   "json": "https://dedupedai.com/use-cases/u/roy-tong-agentmeasure/recount-ai-support-bill-against-vendor-rule.json",
   "md": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/recount-ai-support-bill-against-vendor-rule/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/roy-tong-agentmeasure--recount-ai-support-bill-against-vendor-rule.json"
  },
  {
   "id": "roy-tong-agentmeasure--check-local-codex-claude-sessions-for-anomalies",
   "repo": "roy-tong/AgentMeasure",
   "title": "Check local Codex or Claude sessions for duplicate retries",
   "summary": "Inspect your own Codex or Claude Code session logs for duplicate records, retry amplification and token anomalies.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/check-local-codex-claude-sessions-for-anomalies/",
   "json": "https://dedupedai.com/use-cases/u/roy-tong-agentmeasure/check-local-codex-claude-sessions-for-anomalies.json",
   "md": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/check-local-codex-claude-sessions-for-anomalies/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/roy-tong-agentmeasure--check-local-codex-claude-sessions-for-anomalies.json"
  },
  {
   "id": "roy-tong-agentmeasure--compare-claude-response-usage-across-session-files",
   "repo": "roy-tong/AgentMeasure",
   "title": "Compare Claude response usage across session files",
   "summary": "Group response IDs from two Claude session files to see repeated usage snapshots, conflicts and missing fields.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/compare-claude-response-usage-across-session-files/",
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   "md": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/compare-claude-response-usage-across-session-files/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/roy-tong-agentmeasure--compare-claude-response-usage-across-session-files.json"
  },
  {
   "id": "roy-tong-agentmeasure--prepare-redacted-healthcheck-summary-for-review",
   "repo": "roy-tong/AgentMeasure",
   "title": "Prepare a redacted Healthcheck summary to review",
   "summary": "Create a local summary file from a check report, inspect it, and validate it before choosing to send it.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/prepare-redacted-healthcheck-summary-for-review/",
   "json": "https://dedupedai.com/use-cases/u/roy-tong-agentmeasure/prepare-redacted-healthcheck-summary-for-review.json",
   "md": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/prepare-redacted-healthcheck-summary-for-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/roy-tong-agentmeasure--prepare-redacted-healthcheck-summary-for-review.json"
  },
  {
   "id": "roy-tong-agentmeasure--build-dispute-pack-from-recount-findings",
   "repo": "roy-tong/AgentMeasure",
   "title": "Build a Dispute and Recovery Pack from a recount",
   "summary": "Turn recount findings into a Dispute and Recovery Pack, then record what the vendor actually conceded.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/build-dispute-pack-from-recount-findings/",
   "json": "https://dedupedai.com/use-cases/u/roy-tong-agentmeasure/build-dispute-pack-from-recount-findings.json",
   "md": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/build-dispute-pack-from-recount-findings/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/roy-tong-agentmeasure--build-dispute-pack-from-recount-findings.json"
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  {
   "id": "ruvnet-ruflo--connect-codex-to-ruflo-mcp",
   "repo": "ruvnet/ruflo",
   "title": "Connect Codex to Ruflo's MCP server",
   "summary": "Give Codex Ruflo's MCP tools so it can use Ruflo's agent coordination from your project.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ruvnet-ruflo/connect-codex-to-ruflo-mcp/",
   "json": "https://dedupedai.com/use-cases/u/ruvnet-ruflo/connect-codex-to-ruflo-mcp.json",
   "md": "https://dedupedai.com/use-cases/ruvnet-ruflo/connect-codex-to-ruflo-mcp/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ruvnet-ruflo--connect-codex-to-ruflo-mcp.json"
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  {
   "id": "ruvnet-ruflo--watch-agent-runs-in-terminal-console",
   "repo": "ruvnet/ruflo",
   "title": "Watch agent runs in a terminal console",
   "summary": "Open Ruflo's terminal UI to see workflows, swarms, cost and events without Claude Code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/ruvnet-ruflo/watch-agent-runs-in-terminal-console.json",
   "md": "https://dedupedai.com/use-cases/ruvnet-ruflo/watch-agent-runs-in-terminal-console/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ruvnet-ruflo--watch-agent-runs-in-terminal-console.json"
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  {
   "id": "ruvnet-ruflo--add-ruflo-cockpit-to-claude-code",
   "repo": "ruvnet/ruflo",
   "title": "Add the Ruflo console to Claude Code",
   "summary": "Install Ruflo's core, console and mods plugins into Claude Code and open the cockpit with /ruflo.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ruvnet-ruflo/add-ruflo-cockpit-to-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/ruvnet-ruflo/add-ruflo-cockpit-to-claude-code.json",
   "md": "https://dedupedai.com/use-cases/ruvnet-ruflo/add-ruflo-cockpit-to-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ruvnet-ruflo--add-ruflo-cockpit-to-claude-code.json"
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  {
   "id": "ruvnet-ruflo--create-mission-with-claude-under-set-limits",
   "repo": "ruvnet/ruflo",
   "title": "Let Claude create a mission within limits you set",
   "summary": "Allow Claude to create a console mission with approval, then check it in Missions.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "ruvnet-ruflo--set-up-grok-build-project-surface",
   "repo": "ruvnet/ruflo",
   "title": "Add the Grok Build project surface to a repo",
   "summary": "Write Ruflo's Grok host files into one project, previewing first with a dry run.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "id": "rylaispirit-cinematic-video-prompt-skill--write-veo3-prompt-in-claude-code",
   "repo": "Rylaispirit/cinematic-video-prompt-skill",
   "title": "Write a precise Veo 3 video prompt in Claude Code",
   "summary": "Turn a rough scene idea into one English prompt with shot, lighting, camera move and grade.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/rylaispirit-cinematic-video-prompt-skill/write-veo3-prompt-in-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/rylaispirit-cinematic-video-prompt-skill--write-veo3-prompt-in-claude-code.json"
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   "id": "rylaispirit-cinematic-video-prompt-skill--paste-skill-into-any-chat-ai",
   "repo": "Rylaispirit/cinematic-video-prompt-skill",
   "title": "Get cinematic video prompts from any chat AI",
   "summary": "Paste the SKILL.md file as custom instructions to get precise prompts without installing anything.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "rylaispirit-cinematic-video-prompt-skill--keep-character-consistent-across-clips",
   "repo": "Rylaispirit/cinematic-video-prompt-skill",
   "title": "Keep one character consistent across several clips",
   "summary": "Generate a character reference sheet prompt and reuse the same description in every clip.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/rylaispirit-cinematic-video-prompt-skill/keep-character-consistent-across-clips/",
   "json": "https://dedupedai.com/use-cases/u/rylaispirit-cinematic-video-prompt-skill/keep-character-consistent-across-clips.json",
   "md": "https://dedupedai.com/use-cases/rylaispirit-cinematic-video-prompt-skill/keep-character-consistent-across-clips/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/rylaispirit-cinematic-video-prompt-skill--keep-character-consistent-across-clips.json"
  },
  {
   "id": "rylaispirit-cinematic-video-prompt-skill--build-consistent-product-clip-series",
   "repo": "Rylaispirit/cinematic-video-prompt-skill",
   "title": "Create a set of product clips in one consistent style",
   "summary": "Write several clip prompts for one product that share lighting, grade and mood.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/rylaispirit-cinematic-video-prompt-skill/build-consistent-product-clip-series.json",
   "md": "https://dedupedai.com/use-cases/rylaispirit-cinematic-video-prompt-skill/build-consistent-product-clip-series/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/rylaispirit-cinematic-video-prompt-skill--build-consistent-product-clip-series.json"
  },
  {
   "id": "ryze-ai-adgent-open-seo-mcp-skills--run-seo-audit-on-real-search-data",
   "repo": "Ryze-AI-Adgent/open-seo-mcp-skills",
   "title": "Run a full SEO audit from your own Search Console data",
   "summary": "Get indexation issues, CTR anomalies, decaying pages and quick wins from your real GSC and GA4 data.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ryze-ai-adgent-open-seo-mcp-skills/run-seo-audit-on-real-search-data/",
   "json": "https://dedupedai.com/use-cases/u/ryze-ai-adgent-open-seo-mcp-skills/run-seo-audit-on-real-search-data.json",
   "md": "https://dedupedai.com/use-cases/ryze-ai-adgent-open-seo-mcp-skills/run-seo-audit-on-real-search-data/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ryze-ai-adgent-open-seo-mcp-skills--run-seo-audit-on-real-search-data.json"
  },
  {
   "id": "ryze-ai-adgent-open-seo-mcp-skills--find-keywords-competitors-rank-for",
   "repo": "Ryze-AI-Adgent/open-seo-mcp-skills",
   "title": "Find keywords a competitor ranks for that you do not",
   "summary": "Compare a competitor's keyword footprint with your own Search Console queries to find gaps.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/ryze-ai-adgent-open-seo-mcp-skills/find-keywords-competitors-rank-for/",
   "json": "https://dedupedai.com/use-cases/u/ryze-ai-adgent-open-seo-mcp-skills/find-keywords-competitors-rank-for.json",
   "md": "https://dedupedai.com/use-cases/ryze-ai-adgent-open-seo-mcp-skills/find-keywords-competitors-rank-for/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ryze-ai-adgent-open-seo-mcp-skills--find-keywords-competitors-rank-for.json"
  },
  {
   "id": "ryze-ai-adgent-open-seo-mcp-skills--measure-ai-engine-referral-traffic",
   "repo": "Ryze-AI-Adgent/open-seo-mcp-skills",
   "title": "See which AI engines send traffic and which pages they cite",
   "summary": "Report ChatGPT, Perplexity, Claude and Gemini referrals from GA4 and the pages they cite.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ryze-ai-adgent-open-seo-mcp-skills/measure-ai-engine-referral-traffic/",
   "json": "https://dedupedai.com/use-cases/u/ryze-ai-adgent-open-seo-mcp-skills/measure-ai-engine-referral-traffic.json",
   "md": "https://dedupedai.com/use-cases/ryze-ai-adgent-open-seo-mcp-skills/measure-ai-engine-referral-traffic/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ryze-ai-adgent-open-seo-mcp-skills--measure-ai-engine-referral-traffic.json"
  },
  {
   "id": "ryze-ai-adgent-open-seo-mcp-skills--find-paid-queries-you-already-rank-for",
   "repo": "Ryze-AI-Adgent/open-seo-mcp-skills",
   "title": "Find paid queries you already rank for organically",
   "summary": "Compare Google Ads spend with Search Console rankings to find clicks you could get free.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/ryze-ai-adgent-open-seo-mcp-skills/find-paid-queries-you-already-rank-for/",
   "json": "https://dedupedai.com/use-cases/u/ryze-ai-adgent-open-seo-mcp-skills/find-paid-queries-you-already-rank-for.json",
   "md": "https://dedupedai.com/use-cases/ryze-ai-adgent-open-seo-mcp-skills/find-paid-queries-you-already-rank-for/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ryze-ai-adgent-open-seo-mcp-skills--find-paid-queries-you-already-rank-for.json"
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  {
   "id": "s1n6h-pentest-harness--run-authorized-pentest-workspace",
   "repo": "S1N6H/pentest-harness",
   "title": "Run an authorized pentest workspace on your own machine",
   "summary": "Start a local AI agent workspace in Pentest Mode for an authorized engagement.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/s1n6h-pentest-harness/run-authorized-pentest-workspace/",
   "json": "https://dedupedai.com/use-cases/u/s1n6h-pentest-harness/run-authorized-pentest-workspace.json",
   "md": "https://dedupedai.com/use-cases/s1n6h-pentest-harness/run-authorized-pentest-workspace/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/s1n6h-pentest-harness--run-authorized-pentest-workspace.json"
  },
  {
   "id": "s1n6h-pentest-harness--practice-ctf-and-security-labs",
   "repo": "S1N6H/pentest-harness",
   "title": "Work through CTF challenges and security labs with an AI agent",
   "summary": "Use a local agent workspace to solve CTF and lab challenges with your chosen model.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/s1n6h-pentest-harness/practice-ctf-and-security-labs/",
   "json": "https://dedupedai.com/use-cases/u/s1n6h-pentest-harness/practice-ctf-and-security-labs.json",
   "md": "https://dedupedai.com/use-cases/s1n6h-pentest-harness/practice-ctf-and-security-labs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/s1n6h-pentest-harness--practice-ctf-and-security-labs.json"
  },
  {
   "id": "s1n6h-pentest-harness--compare-ai-providers-for-long-engagements",
   "repo": "S1N6H/pentest-harness",
   "title": "Switch between AI providers and models during a long engagement",
   "summary": "Enable, test, and swap model providers from Settings without leaving the workspace.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/s1n6h-pentest-harness/compare-ai-providers-for-long-engagements/",
   "json": "https://dedupedai.com/use-cases/u/s1n6h-pentest-harness/compare-ai-providers-for-long-engagements.json",
   "md": "https://dedupedai.com/use-cases/s1n6h-pentest-harness/compare-ai-providers-for-long-engagements/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/s1n6h-pentest-harness--compare-ai-providers-for-long-engagements.json"
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  {
   "id": "s4us-roqer--build-and-script-roblox-features-with-ai",
   "repo": "S4US/Roqer",
   "title": "Build and script a Roblox feature with an AI agent",
   "summary": "Describe a feature in Roqer and the agent builds and scripts it in your Studio place.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/s4us-roqer/build-and-script-roblox-features-with-ai/",
   "json": "https://dedupedai.com/use-cases/u/s4us-roqer/build-and-script-roblox-features-with-ai.json",
   "md": "https://dedupedai.com/use-cases/s4us-roqer/build-and-script-roblox-features-with-ai/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/s4us-roqer--build-and-script-roblox-features-with-ai.json"
  },
  {
   "id": "s4us-roqer--use-roqer-studio-tools-from-claude-code",
   "repo": "S4US/Roqer",
   "title": "Use Roqer's Studio tools from Claude Code",
   "summary": "Register Roqer's Studio MCP server so Claude Code can inspect and edit your place.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/s4us-roqer/use-roqer-studio-tools-from-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/s4us-roqer/use-roqer-studio-tools-from-claude-code.json",
   "md": "https://dedupedai.com/use-cases/s4us-roqer/use-roqer-studio-tools-from-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/s4us-roqer--use-roqer-studio-tools-from-claude-code.json"
  },
  {
   "id": "s4us-roqer--animate-roblox-characters-with-ai",
   "repo": "S4US/Roqer",
   "title": "Create and test an R15 character animation with AI",
   "summary": "Ask for a run, wave, or dance and the agent makes, checks, and playtests an R15 animation.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/s4us-roqer/animate-roblox-characters-with-ai/",
   "json": "https://dedupedai.com/use-cases/u/s4us-roqer/animate-roblox-characters-with-ai.json",
   "md": "https://dedupedai.com/use-cases/s4us-roqer/animate-roblox-characters-with-ai/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/s4us-roqer--animate-roblox-characters-with-ai.json"
  },
  {
   "id": "s4us-roqer--keep-ai-roblox-edits-in-git-with-rojo",
   "repo": "S4US/Roqer",
   "title": "Keep AI-made Roblox edits in git with Rojo",
   "summary": "Link a Rojo-synced place so agent edits save to project files and show in git diff.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/s4us-roqer/keep-ai-roblox-edits-in-git-with-rojo/",
   "json": "https://dedupedai.com/use-cases/u/s4us-roqer/keep-ai-roblox-edits-in-git-with-rojo.json",
   "md": "https://dedupedai.com/use-cases/s4us-roqer/keep-ai-roblox-edits-in-git-with-rojo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/s4us-roqer--keep-ai-roblox-edits-in-git-with-rojo.json"
  },
  {
   "id": "saarthurr-atticus-mac--arrange-windows-and-open-apps-by-voice",
   "repo": "SaarthurR/atticus-mac",
   "title": "Arrange windows and open apps by voice on your Mac",
   "summary": "Hold a shortcut, say what you need, and Atticus moves windows and opens apps across your displays.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/arrange-windows-and-open-apps-by-voice/",
   "json": "https://dedupedai.com/use-cases/u/saarthurr-atticus-mac/arrange-windows-and-open-apps-by-voice.json",
   "md": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/arrange-windows-and-open-apps-by-voice/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/saarthurr-atticus-mac--arrange-windows-and-open-apps-by-voice.json"
  },
  {
   "id": "saarthurr-atticus-mac--find-files-by-what-they-contain",
   "repo": "SaarthurR/atticus-mac",
   "title": "Find files by what they contain and open them on another screen",
   "summary": "Ask Atticus for a file by its topic and it searches inside your files and opens the match.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/find-files-by-what-they-contain/",
   "json": "https://dedupedai.com/use-cases/u/saarthurr-atticus-mac/find-files-by-what-they-contain.json",
   "md": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/find-files-by-what-they-contain/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/saarthurr-atticus-mac--find-files-by-what-they-contain.json"
  },
  {
   "id": "saarthurr-atticus-mac--get-on-screen-help-by-pointing-and-drawing",
   "repo": "SaarthurR/atticus-mac",
   "title": "Get step-by-step help on anything on your screen",
   "summary": "Point at part of the screen, ask a question, and Atticus draws the steps over what you see.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/get-on-screen-help-by-pointing-and-drawing/",
   "json": "https://dedupedai.com/use-cases/u/saarthurr-atticus-mac/get-on-screen-help-by-pointing-and-drawing.json",
   "md": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/get-on-screen-help-by-pointing-and-drawing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/saarthurr-atticus-mac--get-on-screen-help-by-pointing-and-drawing.json"
  },
  {
   "id": "saarthurr-atticus-mac--dictate-text-into-any-field-with-fn",
   "repo": "SaarthurR/atticus-mac",
   "title": "Dictate text into any text field on your Mac",
   "summary": "Hold fn, speak, and release to type your words into the field you are using.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/dictate-text-into-any-field-with-fn/",
   "json": "https://dedupedai.com/use-cases/u/saarthurr-atticus-mac/dictate-text-into-any-field-with-fn.json",
   "md": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/dictate-text-into-any-field-with-fn/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/saarthurr-atticus-mac--dictate-text-into-any-field-with-fn.json"
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  {
   "id": "saarthurr-atticus-mac--hand-a-task-to-a-running-terminal-agent",
   "repo": "SaarthurR/atticus-mac",
   "title": "Send a follow-up to an AI agent running in your terminal",
   "summary": "Say an instruction and Atticus types it into the terminal window while you keep working.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/hand-a-task-to-a-running-terminal-agent/",
   "json": "https://dedupedai.com/use-cases/u/saarthurr-atticus-mac/hand-a-task-to-a-running-terminal-agent.json",
   "md": "https://dedupedai.com/use-cases/saarthurr-atticus-mac/hand-a-task-to-a-running-terminal-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/saarthurr-atticus-mac--hand-a-task-to-a-running-terminal-agent.json"
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  {
   "id": "salikhussain71-code-pakgov-rag-project--ask-constitution-questions-with-citations",
   "repo": "salikhussain71-code/PAKGOV-RAG-project",
   "title": "Ask Constitution questions and get cited answers",
   "summary": "Run the local demo and ask questions in English or Urdu, getting answers that cite the source page.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/salikhussain71-code-pakgov-rag-project/ask-constitution-questions-with-citations.json",
   "md": "https://dedupedai.com/use-cases/salikhussain71-code-pakgov-rag-project/ask-constitution-questions-with-citations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/salikhussain71-code-pakgov-rag-project--ask-constitution-questions-with-citations.json"
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   "id": "salikhussain71-code-pakgov-rag-project--reproduce-retrieval-benchmark-results",
   "repo": "salikhussain71-code/PAKGOV-RAG-project",
   "title": "Check the retrieval benchmark numbers yourself",
   "summary": "Regenerate the results table from committed evaluation files and compare BM25, dense, and hybrid retrieval.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/salikhussain71-code-pakgov-rag-project/reproduce-retrieval-benchmark-results.json",
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   "api": "https://dedupedai.com/api/v1/usecases/salikhussain71-code-pakgov-rag-project--reproduce-retrieval-benchmark-results.json"
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   "id": "salikhussain71-code-pakgov-rag-project--index-senate-rules-for-search",
   "repo": "salikhussain71-code/PAKGOV-RAG-project",
   "title": "Build a search index for Senate rules and acts",
   "summary": "Extract, chunk, and embed a folder of Senate PDFs into a FAISS index using the repo's pipeline commands.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/salikhussain71-code-pakgov-rag-project/index-senate-rules-for-search.json",
   "md": "https://dedupedai.com/use-cases/salikhussain71-code-pakgov-rag-project/index-senate-rules-for-search/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/salikhussain71-code-pakgov-rag-project--index-senate-rules-for-search.json"
  },
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   "id": "sandbaseai-deepseek-harness-handbook--find-fix-for-failing-harness-run",
   "repo": "sandbaseai/deepseek-harness-handbook",
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   "repo": "Sateezg/codex-bridge",
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   "id": "sateezg-codex-bridge--favicon-and-og-card-set",
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   "title": "Delegate a repo-wide rename to GPT-5",
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   "repo": "Sateezg/codex-bridge",
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   "id": "savka777-jev-use--run-mac-actions-by-voice",
   "repo": "savka777/jev-use",
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   "title": "Let a coding agent drive the Mac from a shell command",
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   "repo": "scarletkc/Hatoba",
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   "summary": "Compile and run the open-source SSH client on your own machine instead of using a release build.",
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   "repo": "scarletkc/Hatoba",
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   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/scarletkc-seiso/gate-doc-changes-with-seiso-hooks/",
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   "api": "https://dedupedai.com/api/v1/usecases/scarletkc-seiso--gate-doc-changes-with-seiso-hooks.json"
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  {
   "id": "scasella-claude-flightdeck--watch-context-and-cost-live",
   "repo": "scasella/claude-flightdeck",
   "title": "Watch context, cost and rate limits during a session",
   "summary": "Keep the main panel open to see context fill, compactions, cost and rate-limit resets as you work.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/scasella-claude-flightdeck/watch-context-and-cost-live/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scasella-claude-flightdeck--watch-context-and-cost-live.json"
  },
  {
   "id": "scasella-claude-flightdeck--audit-permission-checks-in-a-session",
   "repo": "scasella/claude-flightdeck",
   "title": "Audit every permission check a session makes",
   "summary": "Use the gate panel and its drill-downs to see which tools were allowed, asked about or denied.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/scasella-claude-flightdeck/audit-permission-checks-in-a-session/",
   "json": "https://dedupedai.com/use-cases/u/scasella-claude-flightdeck/audit-permission-checks-in-a-session.json",
   "md": "https://dedupedai.com/use-cases/scasella-claude-flightdeck/audit-permission-checks-in-a-session/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scasella-claude-flightdeck--audit-permission-checks-in-a-session.json"
  },
  {
   "id": "scasella-claude-flightdeck--track-subagents-as-cards-or-swimlanes",
   "repo": "scasella/claude-flightdeck",
   "title": "Follow subagents as cards or swimlanes",
   "summary": "See each subagent's task, live context, output tokens, steps and clock, and expand any one for detail.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/scasella-claude-flightdeck/track-subagents-as-cards-or-swimlanes/",
   "json": "https://dedupedai.com/use-cases/u/scasella-claude-flightdeck/track-subagents-as-cards-or-swimlanes.json",
   "md": "https://dedupedai.com/use-cases/scasella-claude-flightdeck/track-subagents-as-cards-or-swimlanes/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scasella-claude-flightdeck--track-subagents-as-cards-or-swimlanes.json"
  },
  {
   "id": "scasella-claude-flightdeck--review-architect-advisor-consults",
   "repo": "scasella/claude-flightdeck",
   "title": "Review architect and advisor consults in a session",
   "summary": "Check when the architect or advisor was consulted, how long each took, and what the inferred moments were.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/scasella-claude-flightdeck/review-architect-advisor-consults/",
   "json": "https://dedupedai.com/use-cases/u/scasella-claude-flightdeck/review-architect-advisor-consults.json",
   "md": "https://dedupedai.com/use-cases/scasella-claude-flightdeck/review-architect-advisor-consults/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scasella-claude-flightdeck--review-architect-advisor-consults.json"
  },
  {
   "id": "scenario-labs-blender-plugin--generate-pbr-materials-for-a-mesh",
   "repo": "scenario-labs/blender-plugin",
   "title": "Generate a PBR material set and apply it to a mesh",
   "summary": "Create a saved PBR texture set with Scenario and assign it to one chosen material slot.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/scenario-labs-blender-plugin/generate-pbr-materials-for-a-mesh/",
   "json": "https://dedupedai.com/use-cases/u/scenario-labs-blender-plugin/generate-pbr-materials-for-a-mesh.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-blender-plugin/generate-pbr-materials-for-a-mesh/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-blender-plugin--generate-pbr-materials-for-a-mesh.json"
  },
  {
   "id": "scenario-labs-blender-plugin--let-an-agent-work-on-the-open-blender-scene",
   "repo": "scenario-labs/blender-plugin",
   "title": "Let a coding agent read and edit the open Blender scene",
   "summary": "Connect Claude Code, Codex or Cursor to the local scenario-blender MCP server.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/scenario-labs-blender-plugin/let-an-agent-work-on-the-open-blender-scene.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-blender-plugin/let-an-agent-work-on-the-open-blender-scene/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-blender-plugin--let-an-agent-work-on-the-open-blender-scene.json"
  },
  {
   "id": "scenario-labs-blender-plugin--turn-a-scene-description-into-a-greybox-layout",
   "repo": "scenario-labs/blender-plugin",
   "title": "Turn a written scene description into a greybox layout",
   "summary": "Use Blockout to build a rough blocked-out set from a text description.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/scenario-labs-blender-plugin/turn-a-scene-description-into-a-greybox-layout/",
   "json": "https://dedupedai.com/use-cases/u/scenario-labs-blender-plugin/turn-a-scene-description-into-a-greybox-layout.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-blender-plugin/turn-a-scene-description-into-a-greybox-layout/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-blender-plugin--turn-a-scene-description-into-a-greybox-layout.json"
  },
  {
   "id": "scenario-labs-blender-plugin--generate-a-360-environment-for-the-scene-world",
   "repo": "scenario-labs/blender-plugin",
   "title": "Generate a 360 HDRI environment and apply it to the World",
   "summary": "Create a panorama or HDRI with Scenario and set it as the scene World background.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/scenario-labs-blender-plugin/generate-a-360-environment-for-the-scene-world/",
   "json": "https://dedupedai.com/use-cases/u/scenario-labs-blender-plugin/generate-a-360-environment-for-the-scene-world.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-blender-plugin/generate-a-360-environment-for-the-scene-world/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-blender-plugin--generate-a-360-environment-for-the-scene-world.json"
  },
  {
   "id": "scenario-labs-blender-plugin--build-a-short-film-from-a-json-recipe",
   "repo": "scenario-labs/blender-plugin",
   "title": "Build a short film from a JSON recipe",
   "summary": "Turn a JSON recipe into shots, a timeline, a review scene and an exported video.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/scenario-labs-blender-plugin/build-a-short-film-from-a-json-recipe/",
   "json": "https://dedupedai.com/use-cases/u/scenario-labs-blender-plugin/build-a-short-film-from-a-json-recipe.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-blender-plugin/build-a-short-film-from-a-json-recipe/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-blender-plugin--build-a-short-film-from-a-json-recipe.json"
  },
  {
   "id": "scenario-labs-skills--generate-matching-game-sprites-and-icons",
   "repo": "scenario-labs/skills",
   "title": "Generate a matching set of game sprites and icons",
   "summary": "Have an agent produce sprites, icons, and props in one style, with transparent backgrounds, through Scenario.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/scenario-labs-skills/generate-matching-game-sprites-and-icons/",
   "json": "https://dedupedai.com/use-cases/u/scenario-labs-skills/generate-matching-game-sprites-and-icons.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-skills/generate-matching-game-sprites-and-icons/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-skills--generate-matching-game-sprites-and-icons.json"
  },
  {
   "id": "scenario-labs-skills--make-seamless-textures-and-skyboxes-for-an-engine",
   "repo": "scenario-labs/skills",
   "title": "Make seamless textures and 360 skyboxes for an engine",
   "summary": "Have an agent generate tileable PBR textures and equirectangular skyboxes sized for engine import.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/scenario-labs-skills/make-seamless-textures-and-skyboxes-for-an-engine/",
   "json": "https://dedupedai.com/use-cases/u/scenario-labs-skills/make-seamless-textures-and-skyboxes-for-an-engine.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-skills/make-seamless-textures-and-skyboxes-for-an-engine/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-skills--make-seamless-textures-and-skyboxes-for-an-engine.json"
  },
  {
   "id": "scenario-labs-skills--shoot-product-packshots-from-a-real-photo",
   "repo": "scenario-labs/skills",
   "title": "Shoot product packshots and scenes from a real photo",
   "summary": "Turn one real product photo into packshots and lifestyle scenes with label checks.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/scenario-labs-skills/shoot-product-packshots-from-a-real-photo/",
   "json": "https://dedupedai.com/use-cases/u/scenario-labs-skills/shoot-product-packshots-from-a-real-photo.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-skills/shoot-product-packshots-from-a-real-photo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-skills--shoot-product-packshots-from-a-real-photo.json"
  },
  {
   "id": "scenario-labs-skills--build-a-side-scroller-sprite-kit-with-parallax",
   "repo": "scenario-labs/skills",
   "title": "Build a side-scroller sprite kit with parallax layers",
   "summary": "Generate side-view hero and enemy sprite strips, parallax layers, and platform tiles.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/scenario-labs-skills/build-a-side-scroller-sprite-kit-with-parallax/",
   "json": "https://dedupedai.com/use-cases/u/scenario-labs-skills/build-a-side-scroller-sprite-kit-with-parallax.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-skills/build-a-side-scroller-sprite-kit-with-parallax/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-skills--build-a-side-scroller-sprite-kit-with-parallax.json"
  },
  {
   "id": "scenario-labs-skills--check-prices-before-a-generation-batch",
   "repo": "scenario-labs/skills",
   "title": "Check prices before running a generation batch",
   "summary": "Have an agent price a planned batch in Scenario before spending credits on it.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/scenario-labs-skills/check-prices-before-a-generation-batch/",
   "json": "https://dedupedai.com/use-cases/u/scenario-labs-skills/check-prices-before-a-generation-batch.json",
   "md": "https://dedupedai.com/use-cases/scenario-labs-skills/check-prices-before-a-generation-batch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/scenario-labs-skills--check-prices-before-a-generation-batch.json"
  },
  {
   "id": "seacen-meetcap--find-past-meeting-decisions-by-asking-agent",
   "repo": "seacen/meetcap",
   "title": "Find what was agreed in past meetings by asking your agent",
   "summary": "Ask your agent a question and get the meeting, the decision, and a link back to the exact line.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/seacen-meetcap/find-past-meeting-decisions-by-asking-agent/",
   "json": "https://dedupedai.com/use-cases/u/seacen-meetcap/find-past-meeting-decisions-by-asking-agent.json",
   "md": "https://dedupedai.com/use-cases/seacen-meetcap/find-past-meeting-decisions-by-asking-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/seacen-meetcap--find-past-meeting-decisions-by-asking-agent.json"
  },
  {
   "id": "seacen-meetcap--keep-minutes-local-for-sensitive-meetings",
   "repo": "seacen/meetcap",
   "title": "Keep minutes local for meetings that cannot leave the room",
   "summary": "Transcribe and write minutes on your own computer with MeetCap's local model, with no key or account.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/seacen-meetcap/keep-minutes-local-for-sensitive-meetings/",
   "json": "https://dedupedai.com/use-cases/u/seacen-meetcap/keep-minutes-local-for-sensitive-meetings.json",
   "md": "https://dedupedai.com/use-cases/seacen-meetcap/keep-minutes-local-for-sensitive-meetings/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/seacen-meetcap--keep-minutes-local-for-sensitive-meetings.json"
  },
  {
   "id": "seacen-meetcap--live-summaries-and-minutes-via-background-agent",
   "repo": "seacen/meetcap",
   "title": "Get live summaries and minutes from your background agent",
   "summary": "Let MeetCap run your existing agent in the background to catch you up mid-meeting and write minutes after.",
   "category": "Work and operations",
   "tags": [
    "Work and operations"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/seacen-meetcap/live-summaries-and-minutes-via-background-agent/",
   "json": "https://dedupedai.com/use-cases/u/seacen-meetcap/live-summaries-and-minutes-via-background-agent.json",
   "md": "https://dedupedai.com/use-cases/seacen-meetcap/live-summaries-and-minutes-via-background-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/seacen-meetcap--live-summaries-and-minutes-via-background-agent.json"
  },
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   "id": "securetron-gh-aifw--firewall-existing-llm-calls",
   "repo": "securetron-gh/aifw",
   "title": "Put a firewall in front of your existing LLM calls",
   "summary": "Run AI-FW with Docker Compose and send your app's model calls through it for inspection and logging.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/securetron-gh-aifw/firewall-existing-llm-calls/",
   "json": "https://dedupedai.com/use-cases/u/securetron-gh-aifw/firewall-existing-llm-calls.json",
   "md": "https://dedupedai.com/use-cases/securetron-gh-aifw/firewall-existing-llm-calls/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/securetron-gh-aifw--firewall-existing-llm-calls.json"
  },
  {
   "id": "securetron-gh-aifw--metadata-only-audit-trail",
   "repo": "securetron-gh/aifw",
   "title": "Keep a metadata-only audit trail of agent calls",
   "summary": "Use the dashboard and audit logs to review what AI agents sent and received through the gateway.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/securetron-gh-aifw/metadata-only-audit-trail/",
   "json": "https://dedupedai.com/use-cases/u/securetron-gh-aifw/metadata-only-audit-trail.json",
   "md": "https://dedupedai.com/use-cases/securetron-gh-aifw/metadata-only-audit-trail/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/securetron-gh-aifw--metadata-only-audit-trail.json"
  },
  {
   "id": "securetron-gh-aifw--route-claude-code-cursor-through-gateway",
   "repo": "securetron-gh/aifw",
   "title": "Route Claude Code and Cursor traffic through the gateway",
   "summary": "Send coding agent model calls through AI-FW so prompts are inspected and governed.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/securetron-gh-aifw/route-claude-code-cursor-through-gateway.json",
   "md": "https://dedupedai.com/use-cases/securetron-gh-aifw/route-claude-code-cursor-through-gateway/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/securetron-gh-aifw--route-claude-code-cursor-through-gateway.json"
  },
  {
   "id": "securetron-gh-aifw--give-each-agent-own-identity",
   "repo": "securetron-gh/aifw",
   "title": "Give each AI agent its own identity and API key",
   "summary": "Register agents as identities with admin-issued API keys so their calls can be told apart.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/securetron-gh-aifw/give-each-agent-own-identity.json",
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  },
  {
   "id": "sentinel3252-native-breeze-tts-2-support-for-vllm-omni--study-tts-framework-integration",
   "repo": "Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni",
   "title": "Learn how a TTS model plugs into a serving framework",
   "summary": "Follow the learning articles and source links to see how Breeze TTS 2 runs inside vLLM-Omni.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/study-tts-framework-integration/",
   "json": "https://dedupedai.com/use-cases/u/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/study-tts-framework-integration.json",
   "md": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/study-tts-framework-integration/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni--study-tts-framework-integration.json"
  },
  {
   "id": "sentinel3252-native-breeze-tts-2-support-for-vllm-omni--run-breeze-cpu-validation-tests",
   "repo": "Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni",
   "title": "Run the CPU test suite on the Breeze integration",
   "summary": "Execute the tiny-model and tooling tests to confirm the integration code passes locally.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/run-breeze-cpu-validation-tests/",
   "json": "https://dedupedai.com/use-cases/u/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/run-breeze-cpu-validation-tests.json",
   "md": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/run-breeze-cpu-validation-tests/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni--run-breeze-cpu-validation-tests.json"
  },
  {
   "id": "sentinel3252-native-breeze-tts-2-support-for-vllm-omni--compare-reference-against-framework-patch",
   "repo": "Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni",
   "title": "Diff the official Breeze code against the vLLM-Omni patch",
   "summary": "Compare the reference inference code with the modified framework source to see exactly what changed.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/compare-reference-against-framework-patch/",
   "json": "https://dedupedai.com/use-cases/u/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/compare-reference-against-framework-patch.json",
   "md": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/compare-reference-against-framework-patch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni--compare-reference-against-framework-patch.json"
  },
  {
   "id": "sentinel3252-native-breeze-tts-2-support-for-vllm-omni--serve-breeze-speech-locally",
   "repo": "Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni",
   "title": "Serve Breeze TTS 2 speech through the local API",
   "summary": "Stand up the vLLM-Omni speech endpoint with a Breeze checkpoint and send it a test request.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/serve-breeze-speech-locally/",
   "json": "https://dedupedai.com/use-cases/u/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/serve-breeze-speech-locally.json",
   "md": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/serve-breeze-speech-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni--serve-breeze-speech-locally.json"
  },
  {
   "id": "sentinel3252-native-breeze-tts-2-support-for-vllm-omni--plan-tts-port-to-another-model",
   "repo": "Sentinel3252/Native-Breeze-TTS-2-Support-for-vLLM-Omni",
   "title": "Outline a port of another TTS model to vLLM-Omni",
   "summary": "Use the Breeze integration as a worked example to plan a new model's adapter and request handling.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/plan-tts-port-to-another-model/",
   "json": "https://dedupedai.com/use-cases/u/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/plan-tts-port-to-another-model.json",
   "md": "https://dedupedai.com/use-cases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni/plan-tts-port-to-another-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sentinel3252-native-breeze-tts-2-support-for-vllm-omni--plan-tts-port-to-another-model.json"
  },
  {
   "id": "sepehr071-awesome-iran-mcp--compare-toman-prices-across-iranian-shops",
   "repo": "sepehr071/awesome-iran-mcp",
   "title": "Compare a product's price in Toman across Iranian shops",
   "summary": "Ask an agent for the cheapest shop for a product, with prices in Toman, from Digikala and Torob.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/sepehr071-awesome-iran-mcp/compare-toman-prices-across-iranian-shops/",
   "json": "https://dedupedai.com/use-cases/u/sepehr071-awesome-iran-mcp/compare-toman-prices-across-iranian-shops.json",
   "md": "https://dedupedai.com/use-cases/sepehr071-awesome-iran-mcp/compare-toman-prices-across-iranian-shops/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sepehr071-awesome-iran-mcp--compare-toman-prices-across-iranian-shops.json"
  },
  {
   "id": "sepehr071-awesome-iran-mcp--plan-trip-flights-stays-and-doctors",
   "repo": "sepehr071/awesome-iran-mcp",
   "title": "Plan a trip with flights, stays and a doctor visit",
   "summary": "Have an agent check flights, stays and a doctor's free slot in one request.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/sepehr071-awesome-iran-mcp/plan-trip-flights-stays-and-doctors/",
   "json": "https://dedupedai.com/use-cases/u/sepehr071-awesome-iran-mcp/plan-trip-flights-stays-and-doctors.json",
   "md": "https://dedupedai.com/use-cases/sepehr071-awesome-iran-mcp/plan-trip-flights-stays-and-doctors/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sepehr071-awesome-iran-mcp--plan-trip-flights-stays-and-doctors.json"
  },
  {
   "id": "sepehr071-awesome-iran-mcp--check-fair-price-for-divar-ads",
   "repo": "sepehr071/awesome-iran-mcp",
   "title": "Check whether a Divar ad is fairly priced",
   "summary": "Have an agent compare a home, car or phone ad on Divar with the market and flag bad deals.",
   "category": "Money",
   "tags": [
    "Money"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/sepehr071-awesome-iran-mcp/check-fair-price-for-divar-ads/",
   "json": "https://dedupedai.com/use-cases/u/sepehr071-awesome-iran-mcp/check-fair-price-for-divar-ads.json",
   "md": "https://dedupedai.com/use-cases/sepehr071-awesome-iran-mcp/check-fair-price-for-divar-ads/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sepehr071-awesome-iran-mcp--check-fair-price-for-divar-ads.json"
  },
  {
   "id": "sevenevesai-riso-windowseat--make-riso-film-from-prompt",
   "repo": "sevenevesai/riso-windowseat",
   "title": "Make a riso film from a one-line prompt",
   "summary": "Describe a scene to Claude Code and get a single-file procedural riso film you can open and play in a browser.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/sevenevesai-riso-windowseat/make-riso-film-from-prompt/",
   "json": "https://dedupedai.com/use-cases/u/sevenevesai-riso-windowseat/make-riso-film-from-prompt.json",
   "md": "https://dedupedai.com/use-cases/sevenevesai-riso-windowseat/make-riso-film-from-prompt/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sevenevesai-riso-windowseat--make-riso-film-from-prompt.json"
  },
  {
   "id": "sevenevesai-riso-windowseat--export-riso-poster-png",
   "repo": "sevenevesai/riso-windowseat",
   "title": "Export a riso poster as a 2160 x 2160 PNG",
   "summary": "Ask Claude Code for a riso still image and export it as a native 2160 by 2160 PNG for print or posting.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/sevenevesai-riso-windowseat/export-riso-poster-png/",
   "json": "https://dedupedai.com/use-cases/u/sevenevesai-riso-windowseat/export-riso-poster-png.json",
   "md": "https://dedupedai.com/use-cases/sevenevesai-riso-windowseat/export-riso-poster-png/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sevenevesai-riso-windowseat--export-riso-poster-png.json"
  },
  {
   "id": "sevenevesai-riso-windowseat--score-or-fix-audio-in-film",
   "repo": "sevenevesai/riso-windowseat",
   "title": "Fix a loud moment or score an existing film",
   "summary": "Ask Claude Code to add a score or fix a timed loud passage in a riso film, checked with loudness sheets.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/sevenevesai-riso-windowseat/score-or-fix-audio-in-film/",
   "json": "https://dedupedai.com/use-cases/u/sevenevesai-riso-windowseat/score-or-fix-audio-in-film.json",
   "md": "https://dedupedai.com/use-cases/sevenevesai-riso-windowseat/score-or-fix-audio-in-film/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sevenevesai-riso-windowseat--score-or-fix-audio-in-film.json"
  },
  {
   "id": "sevenevesai-riso-windowseat--extend-window-seat-new-scene",
   "repo": "sevenevesai/riso-windowseat",
   "title": "Extend Window Seat with a new scene",
   "summary": "Have Claude Code add a scene to Window Seat and verify it with frame strips and the repo's gates.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/sevenevesai-riso-windowseat/extend-window-seat-new-scene/",
   "json": "https://dedupedai.com/use-cases/u/sevenevesai-riso-windowseat/extend-window-seat-new-scene.json",
   "md": "https://dedupedai.com/use-cases/sevenevesai-riso-windowseat/extend-window-seat-new-scene/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sevenevesai-riso-windowseat--extend-window-seat-new-scene.json"
  },
  {
   "id": "sevensir888-codex-command-center--resume-codex-task-after-a-break",
   "repo": "sevensir888/codex-command-center",
   "title": "Resume a Codex engineering task from where you left off",
   "summary": "Link past Codex sessions to a task so you can pick up the work with its context.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/sevensir888-codex-command-center/resume-codex-task-after-a-break/",
   "json": "https://dedupedai.com/use-cases/u/sevensir888-codex-command-center/resume-codex-task-after-a-break.json",
   "md": "https://dedupedai.com/use-cases/sevensir888-codex-command-center/resume-codex-task-after-a-break/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sevensir888-codex-command-center--resume-codex-task-after-a-break.json"
  },
  {
   "id": "sevensir888-codex-command-center--review-and-commit-codex-changes-per-task",
   "repo": "sevensir888/codex-command-center",
   "title": "Review Codex file changes and commit them in focused batches",
   "summary": "Inspect staged and unstaged changes per file, then commit only the related files.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/sevensir888-codex-command-center/review-and-commit-codex-changes-per-task/",
   "json": "https://dedupedai.com/use-cases/u/sevensir888-codex-command-center/review-and-commit-codex-changes-per-task.json",
   "md": "https://dedupedai.com/use-cases/sevensir888-codex-command-center/review-and-commit-codex-changes-per-task/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sevensir888-codex-command-center--review-and-commit-codex-changes-per-task.json"
  },
  {
   "id": "sevensir888-codex-command-center--build-and-check-codex-command-center-from-source",
   "repo": "sevensir888/codex-command-center",
   "title": "Build the desktop app from source and run native checks",
   "summary": "Compile the Tauri desktop app and run the Rust and frontend checks listed in the README.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/sevensir888-codex-command-center/build-and-check-codex-command-center-from-source/",
   "json": "https://dedupedai.com/use-cases/u/sevensir888-codex-command-center/build-and-check-codex-command-center-from-source.json",
   "md": "https://dedupedai.com/use-cases/sevensir888-codex-command-center/build-and-check-codex-command-center-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sevensir888-codex-command-center--build-and-check-codex-command-center-from-source.json"
  },
  {
   "id": "sevensir888-codex-command-center--audit-local-codex-environment-before-a-project-starts",
   "repo": "sevensir888/codex-command-center",
   "title": "Check the local Codex CLI, Skills, and MCP setup before starting work",
   "summary": "See the detected Codex CLI version, Skills, and MCP server summaries in one view.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/sevensir888-codex-command-center/audit-local-codex-environment-before-a-project-starts/",
   "json": "https://dedupedai.com/use-cases/u/sevensir888-codex-command-center/audit-local-codex-environment-before-a-project-starts.json",
   "md": "https://dedupedai.com/use-cases/sevensir888-codex-command-center/audit-local-codex-environment-before-a-project-starts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sevensir888-codex-command-center--audit-local-codex-environment-before-a-project-starts.json"
  },
  {
   "id": "seyedehsanhadi-sloptrim--score-draft-before-publishing",
   "repo": "seyedehsanhadi/sloptrim",
   "title": "Score a prose draft for AI-writing tells",
   "summary": "Run a local 0-100 score on a .docx, .md or other prose file before you publish it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/seyedehsanhadi-sloptrim/score-draft-before-publishing/",
   "json": "https://dedupedai.com/use-cases/u/seyedehsanhadi-sloptrim/score-draft-before-publishing.json",
   "md": "https://dedupedai.com/use-cases/seyedehsanhadi-sloptrim/score-draft-before-publishing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/seyedehsanhadi-sloptrim--score-draft-before-publishing.json"
  },
  {
   "id": "seyedehsanhadi-sloptrim--guard-agent-prose-on-save",
   "repo": "seyedehsanhadi/sloptrim",
   "title": "Guard prose an agent saves in Claude Code",
   "summary": "Install the plugin so each prose file the agent saves is scored and flagged for rewrite.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/seyedehsanhadi-sloptrim/guard-agent-prose-on-save/",
   "json": "https://dedupedai.com/use-cases/u/seyedehsanhadi-sloptrim/guard-agent-prose-on-save.json",
   "md": "https://dedupedai.com/use-cases/seyedehsanhadi-sloptrim/guard-agent-prose-on-save/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/seyedehsanhadi-sloptrim--guard-agent-prose-on-save.json"
  },
  {
   "id": "seyedehsanhadi-sloptrim--apply-writing-contract-to-repo",
   "repo": "seyedehsanhadi/sloptrim",
   "title": "Add a prose contract to AGENTS.md and Cursor rules",
   "summary": "Write the Sloptrim contract into a project so Codex or Cursor agents follow it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/seyedehsanhadi-sloptrim/apply-writing-contract-to-repo/",
   "json": "https://dedupedai.com/use-cases/u/seyedehsanhadi-sloptrim/apply-writing-contract-to-repo.json",
   "md": "https://dedupedai.com/use-cases/seyedehsanhadi-sloptrim/apply-writing-contract-to-repo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/seyedehsanhadi-sloptrim--apply-writing-contract-to-repo.json"
  },
  {
   "id": "seyedehsanhadi-sloptrim--screen-office-and-notebook-files",
   "repo": "seyedehsanhadi/sloptrim",
   "title": "Screen Office, EPUB and notebook files for tells",
   "summary": "Score the prose in .docx, .pptx, .xlsx, .epub and .ipynb files from the command line.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/seyedehsanhadi-sloptrim/screen-office-and-notebook-files/",
   "json": "https://dedupedai.com/use-cases/u/seyedehsanhadi-sloptrim/screen-office-and-notebook-files.json",
   "md": "https://dedupedai.com/use-cases/seyedehsanhadi-sloptrim/screen-office-and-notebook-files/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/seyedehsanhadi-sloptrim--screen-office-and-notebook-files.json"
  },
  {
   "id": "sgaofen-humanizer-local-model--rewrite-ai-email-before-sending",
   "repo": "sgaofen/humanizer-local-model",
   "title": "Rewrite an AI-drafted email offline before sending it",
   "summary": "Paste an AI-written email into a local app and get a version that reads like a person wrote it.",
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    "Work and operations"
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   "id": "sgaofen-humanizer-local-model--rewrite-long-document-with-hz",
   "repo": "sgaofen/humanizer-local-model",
   "title": "Rewrite a long Markdown or Word document in one command",
   "summary": "Use the hz command line tool to rewrite a whole article or .docx while keeping its structure.",
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    "Work and operations"
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   "repo": "sgaofen/humanizer-local-model",
   "title": "Rewrite a report while keeping chosen quotes word for word",
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   "repo": "sgaofen/humanizer-local-model",
   "title": "Let a coding agent batch-rewrite drafts through a local server",
   "summary": "Run the 12B model as a local llama-server and have an agent send each draft to it.",
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   "repo": "shadcn-ui/lint",
   "title": "Block arbitrary Tailwind values in agent-written UI",
   "summary": "Flag off-scale Tailwind values so agents use your theme's spacing, colors, and sizes instead.",
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   "repo": "shadcn-ui/lint",
   "title": "Lock component styling with per-component contracts",
   "summary": "Let pages change some styles on a component while keeping its size, shape, and font fixed.",
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    "Software and DevOps"
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   "id": "shadcn-ui-lint--make-agents-fix-lint-errors-first",
   "repo": "shadcn-ui/lint",
   "title": "Make coding agents fix Lint errors before finishing",
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    "Software and DevOps"
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   "repo": "shader-effects-inc/shaders",
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   "category": "Content",
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    "Content"
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   "category": "Content",
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   "title": "Write a custom WebGPU component with defineShader",
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   "repo": "ShadowSafin/Synapass",
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   "title": "Trace which provider and policy handled a bad AI answer",
   "summary": "Look up a request ID to see the routing reason, policy verdict, and answering provider.",
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   "lang": "go",
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   "title": "Set spending limits so one team cannot run up the AI bill",
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   "repo": "Shanghua-Gao/RSI-Jev",
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   "md": "https://dedupedai.com/use-cases/shawnpana-phone-harness/test-mobile-app-flow-on-real-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/shawnpana-phone-harness--test-mobile-app-flow-on-real-phone.json"
  },
  {
   "id": "shawnpana-phone-harness--run-phone-task-on-rented-cloud-phone",
   "repo": "ShawnPana/phone-harness",
   "title": "Run a phone task on a rented cloud phone",
   "summary": "Rent a cloud Android or iPhone by the session and let an agent work on it without owning a device.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
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   "md": "https://dedupedai.com/use-cases/shawnpana-phone-harness/run-phone-task-on-rented-cloud-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/shawnpana-phone-harness--run-phone-task-on-rented-cloud-phone.json"
  },
  {
   "id": "shawnpana-phone-harness--run-errand-on-own-iphone-from-mac",
   "repo": "ShawnPana/phone-harness",
   "title": "Have an agent order from your iPhone via Mac mirroring",
   "summary": "Let an agent drive your iPhone through the Mac's iPhone Mirroring window to finish an app errand.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/shawnpana-phone-harness/run-errand-on-own-iphone-from-mac.json",
   "md": "https://dedupedai.com/use-cases/shawnpana-phone-harness/run-errand-on-own-iphone-from-mac/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/shawnpana-phone-harness--run-errand-on-own-iphone-from-mac.json"
  },
  {
   "id": "shellishack-infinite-pokemon--play-browser-demo-without-install",
   "repo": "Shellishack/infinite-pokemon",
   "title": "Try the adventure in a browser with no install",
   "summary": "Play the five-area browser demo with battles, catching, interiors, and local autosave.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/shellishack-infinite-pokemon/play-browser-demo-without-install/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/shellishack-infinite-pokemon--play-browser-demo-without-install.json"
  },
  {
   "id": "shellishack-infinite-pokemon--set-up-local-game-with-codex-agent",
   "repo": "Shellishack/infinite-pokemon",
   "title": "Set up and launch the local game with Codex",
   "summary": "Install the entry skill and let Codex clone, build, and start the game on your machine.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/shellishack-infinite-pokemon/set-up-local-game-with-codex-agent/",
   "json": "https://dedupedai.com/use-cases/u/shellishack-infinite-pokemon/set-up-local-game-with-codex-agent.json",
   "md": "https://dedupedai.com/use-cases/shellishack-infinite-pokemon/set-up-local-game-with-codex-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/shellishack-infinite-pokemon--set-up-local-game-with-codex-agent.json"
  },
  {
   "id": "shellishack-infinite-pokemon--run-from-source-and-open-local-game",
   "repo": "Shellishack/infinite-pokemon",
   "title": "Build and run the game from source on your computer",
   "summary": "Install dependencies, build, and start the local server from the repository.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/shellishack-infinite-pokemon--run-from-source-and-open-local-game.json"
  },
  {
   "id": "shellishack-infinite-pokemon--host-multiplayer-session-for-friends",
   "repo": "Shellishack/infinite-pokemon",
   "title": "Host a shared world session for friends",
   "summary": "Run the game as host so friends can join the same world by IP address or URL.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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  {
   "id": "shellishack-infinite-pokemon--branch-run-from-checkpoint",
   "repo": "Shellishack/infinite-pokemon",
   "title": "Branch a run from a checkpoint to try another path",
   "summary": "Create a checkpoint, then branch from an earlier point into a separate world.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/shellishack-infinite-pokemon/branch-run-from-checkpoint/",
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   "md": "https://dedupedai.com/use-cases/shellishack-infinite-pokemon/branch-run-from-checkpoint/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/shellishack-infinite-pokemon--branch-run-from-checkpoint.json"
  },
  {
   "id": "shellishack-infinite-pokemon--extend-world-with-region-skill",
   "repo": "Shellishack/infinite-pokemon",
   "title": "Generate a new region with the region skill",
   "summary": "Install the region generation skill so an agent can propose new places for the world.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.5,
   "url": "https://dedupedai.com/use-cases/shellishack-infinite-pokemon/extend-world-with-region-skill/",
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   "md": "https://dedupedai.com/use-cases/shellishack-infinite-pokemon/extend-world-with-region-skill/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/shellishack-infinite-pokemon--extend-world-with-region-skill.json"
  },
  {
   "id": "sheltercosmo-jev4pg--find-tickets-by-meaning",
   "repo": "Sheltercosmo/jev4pg",
   "title": "Find support tickets by meaning, not keywords",
   "summary": "Count and group tickets that describe a problem, using a plain-language condition in SQL.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/sheltercosmo-jev4pg/find-tickets-by-meaning/",
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   "md": "https://dedupedai.com/use-cases/sheltercosmo-jev4pg/find-tickets-by-meaning/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sheltercosmo-jev4pg--find-tickets-by-meaning.json"
  },
  {
   "id": "sheltercosmo-jev4pg--analyze-existing-postgres-tables",
   "repo": "Sheltercosmo/jev4pg",
   "title": "Run semantic analysis on existing PostgreSQL tables in place",
   "summary": "Attach a table you already run without copying its rows, then query it with JEV from the workspace.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/sheltercosmo-jev4pg/analyze-existing-postgres-tables/",
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   "md": "https://dedupedai.com/use-cases/sheltercosmo-jev4pg/analyze-existing-postgres-tables/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sheltercosmo-jev4pg--analyze-existing-postgres-tables.json"
  },
  {
   "id": "sheltercosmo-jev4pg--semantic-sql-from-psql",
   "repo": "Sheltercosmo/jev4pg",
   "title": "Query semantic conditions directly from psql with native functions",
   "summary": "Call jev_native functions from any PostgreSQL client against tables you already own.",
   "category": "Data and analytics",
   "tags": [
    "Data and analytics"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/sheltercosmo-jev4pg/semantic-sql-from-psql/",
   "json": "https://dedupedai.com/use-cases/u/sheltercosmo-jev4pg/semantic-sql-from-psql.json",
   "md": "https://dedupedai.com/use-cases/sheltercosmo-jev4pg/semantic-sql-from-psql/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sheltercosmo-jev4pg--semantic-sql-from-psql.json"
  },
  {
   "id": "shengsheng90-dsh-taskboard--install-taskboard-into-running-harness",
   "repo": "shengsheng90/DSH-taskboard",
   "title": "Install Taskboard into a running DeepSeek Harness profile",
   "summary": "Add the Taskboard plugin to the web profile, verify it loads, and confirm the sidebar button works.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/shengsheng90-dsh-taskboard/install-taskboard-into-running-harness/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/shengsheng90-dsh-taskboard--install-taskboard-into-running-harness.json"
  },
  {
   "id": "shengsheng90-dsh-taskboard--agent-submits-work-for-human-review",
   "repo": "shengsheng90/DSH-taskboard",
   "title": "Have an agent submit finished work to in_review for human sign-off",
   "summary": "An agent claims a task, does the work, and moves it to in_review while a human accepts it as done.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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  {
   "id": "shengsheng90-dsh-taskboard--track-local-project-tasks-in-web-ui",
   "repo": "shengsheng90/DSH-taskboard",
   "title": "Track local project tasks in a native Web UI board",
   "summary": "Create projects and tasks in the Harness Web UI and keep them in a local SQLite file.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/shengsheng90-dsh-taskboard--track-local-project-tasks-in-web-ui.json"
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   "id": "shinshin86-mesh-avatar-studio--animate-own-illustration",
   "repo": "shinshin86/mesh-avatar-studio",
   "title": "Turn your illustration into an animated 2D avatar",
   "summary": "An agent builds a mesh avatar from your PNG, and you check it in the local editor.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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  },
  {
   "id": "shinshin86-mesh-avatar-studio--stream-avatar-in-obs",
   "repo": "shinshin86/mesh-avatar-studio",
   "title": "Stream your avatar in OBS with webcam tracking",
   "summary": "Drive the avatar with your face and voice on the Live page and add its stream URL to OBS.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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  },
  {
   "id": "shinshin86-mesh-avatar-studio--try-avatar-in-browser",
   "repo": "shinshin86/mesh-avatar-studio",
   "title": "Try an avatar in the browser without installing anything",
   "summary": "Open the Player in Chrome or Edge and move the sample or your own .mavatar file with your face.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "shinshin86-mesh-avatar-studio--share-avatar-as-mavatar-file",
   "repo": "shinshin86/mesh-avatar-studio",
   "title": "Share a finished avatar as one .mavatar file",
   "summary": "Export your saved avatar as a single file that another person can import into Studio.",
   "category": "Content",
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   ],
   "lang": "typescript",
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  {
   "id": "shinshin86-mesh-avatar-studio--add-drawn-eyes-mouths-with-codex",
   "repo": "shinshin86/mesh-avatar-studio",
   "title": "Add drawn eyes and mouths with Codex",
   "summary": "Have Codex draw closed eyes, vowel mouths and expressions so blinking and talking look more natural.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "id": "shinthink-blitzstrike--triage-source-tree-for-reachable-sinks",
   "repo": "shinthink/blitzstrike",
   "title": "Triage a source tree for reachable, unauthenticated sinks",
   "summary": "Let an agent scan your code and report sinks that are reachable without auth, with file and line references.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
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   "id": "shinthink-blitzstrike--verify-live-web-findings-before-reporting",
   "repo": "shinthink/blitzstrike",
   "title": "Verify live web findings with marker and control tests",
   "summary": "Check a scope, then let the agent confirm live findings with marker reflection and a negative control.",
   "category": "Security and science",
   "tags": [
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   ],
   "lang": "typescript",
   "date": "2026-10-20",
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   "id": "shinthink-blitzstrike--score-dedupe-and-report-findings",
   "repo": "shinthink/blitzstrike",
   "title": "Score, dedupe, and report findings for a write-up",
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    "Software and DevOps"
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   "id": "simbasjungles-free-my-tv--ad-free-google-tv-home-with-claude-code",
   "repo": "simbasjungles/free-my-tv",
   "title": "Install an ad-free home screen on Google TV with Claude Code",
   "summary": "Let Claude Code build Free My TV and install it on a Google TV or Android TV in about ten minutes.",
   "category": "Personal productivity",
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    "Personal productivity"
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   "md": "https://dedupedai.com/use-cases/simbasjungles-free-my-tv/ad-free-google-tv-home-with-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/simbasjungles-free-my-tv--ad-free-google-tv-home-with-claude-code.json"
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   "id": "simbasjungles-free-my-tv--lg-tv-home-screen-via-webos-developer-mode",
   "repo": "simbasjungles/free-my-tv",
   "title": "Put Free My TV on an LG TV through webOS Developer Mode",
   "summary": "Install the Free My TV app on an LG webOS TV using LG's own Developer Mode and the included Python scripts.",
   "category": "Personal productivity",
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   "id": "simbasjungles-free-my-tv--adapt-free-my-tv-to-another-tv-brand",
   "repo": "simbasjungles/free-my-tv",
   "title": "Adapt Free My TV to a different TV brand with an AI agent",
   "summary": "Have an AI agent read a non-listed TV, update the app's debloat and shelf lists, and walk through a test.",
   "category": "Personal productivity",
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    "Personal productivity"
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/simbasjungles-free-my-tv--adapt-free-my-tv-to-another-tv-brand.json"
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   "id": "simbasjungles-free-my-tv--personal-picks-and-weather-with-tmdb-key",
   "repo": "simbasjungles/free-my-tv",
   "title": "Set up trending picks, weather and prices with your own TMDB key",
   "summary": "Build Free My TV with your city, your TMDB key and your currency so the picks and cards fit your home.",
   "category": "Personal productivity",
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   "lang": "java",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/simbasjungles-free-my-tv/personal-picks-and-weather-with-tmdb-key/",
   "json": "https://dedupedai.com/use-cases/u/simbasjungles-free-my-tv/personal-picks-and-weather-with-tmdb-key.json",
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   "api": "https://dedupedai.com/api/v1/usecases/simbasjungles-free-my-tv--personal-picks-and-weather-with-tmdb-key.json"
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "category": "Research",
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   "seen_in_the_wild": false,
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   "score": 0.9,
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   "id": "simreal-ai-simreal-mlbench--evaluate-agent-via-simreal-service",
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   "title": "Point Claude Code at your own OpenAI-compatible gateway",
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   "json": "https://dedupedai.com/use-cases/u/sixian-li-knowledge-base-kit/try-offline-demo-without-model-calls.json",
   "md": "https://dedupedai.com/use-cases/sixian-li-knowledge-base-kit/try-offline-demo-without-model-calls/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sixian-li-knowledge-base-kit--try-offline-demo-without-model-calls.json"
  },
  {
   "id": "sixian-li-knowledge-base-kit--validate-kb-before-sharing",
   "repo": "Sixian-Li/knowledge-base-kit",
   "title": "Validate a knowledge base before sharing it",
   "summary": "Run the structure, link, and TeX checks on a workspace before you hand it to others.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/sixian-li-knowledge-base-kit/validate-kb-before-sharing/",
   "json": "https://dedupedai.com/use-cases/u/sixian-li-knowledge-base-kit/validate-kb-before-sharing.json",
   "md": "https://dedupedai.com/use-cases/sixian-li-knowledge-base-kit/validate-kb-before-sharing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sixian-li-knowledge-base-kit--validate-kb-before-sharing.json"
  },
  {
   "id": "sno-ai-sno-station-skills--cross-vendor-peer-review",
   "repo": "sno-ai/sno-station-skills",
   "title": "Get a cold second review from the other vendor's agent",
   "summary": "Have a fresh agent from the other vendor check your change before it lands.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/cross-vendor-peer-review/",
   "json": "https://dedupedai.com/use-cases/u/sno-ai-sno-station-skills/cross-vendor-peer-review.json",
   "md": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/cross-vendor-peer-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sno-ai-sno-station-skills--cross-vendor-peer-review.json"
  },
  {
   "id": "sno-ai-sno-station-skills--overnight-run-survives-quota",
   "repo": "sno-ai/sno-station-skills",
   "title": "Keep an overnight build going when one agent runs out of quota",
   "summary": "Arm a handover so a second vendor's agent continues the task from the exact commit.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/overnight-run-survives-quota/",
   "json": "https://dedupedai.com/use-cases/u/sno-ai-sno-station-skills/overnight-run-survives-quota.json",
   "md": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/overnight-run-survives-quota/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sno-ai-sno-station-skills--overnight-run-survives-quota.json"
  },
  {
   "id": "sno-ai-sno-station-skills--morning-away-brief",
   "repo": "sno-ai/sno-station-skills",
   "title": "Read a one-page brief when you come back to the desk",
   "summary": "Get one page of what got done, what is stuck, and what waits for your answer.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/morning-away-brief/",
   "json": "https://dedupedai.com/use-cases/u/sno-ai-sno-station-skills/morning-away-brief.json",
   "md": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/morning-away-brief/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sno-ai-sno-station-skills--morning-away-brief.json"
  },
  {
   "id": "sno-ai-sno-station-skills--delegate-work-with-proof",
   "repo": "sno-ai/sno-station-skills",
   "title": "Hand off a job with a charter that defines done",
   "summary": "Write one charter with success checks, then let any agent deliver it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/delegate-work-with-proof/",
   "json": "https://dedupedai.com/use-cases/u/sno-ai-sno-station-skills/delegate-work-with-proof.json",
   "md": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/delegate-work-with-proof/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sno-ai-sno-station-skills--delegate-work-with-proof.json"
  },
  {
   "id": "sno-ai-sno-station-skills--nightly-lessons-you-approve",
   "repo": "sno-ai/sno-station-skills",
   "title": "Review nightly lessons from your own sessions before they stick",
   "summary": "Let the nightly loop propose lessons and skill changes, and accept only the ones you want.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/nightly-lessons-you-approve/",
   "json": "https://dedupedai.com/use-cases/u/sno-ai-sno-station-skills/nightly-lessons-you-approve.json",
   "md": "https://dedupedai.com/use-cases/sno-ai-sno-station-skills/nightly-lessons-you-approve/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sno-ai-sno-station-skills--nightly-lessons-you-approve.json"
  },
  {
   "id": "sno-ai-sno-station--hand-off-work-when-an-agent-runs-out",
   "repo": "sno-ai/sno-station",
   "title": "Hand off a half-finished task when one agent hits its limit",
   "summary": "Another agent picks up the same task from shared memory with context intact.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/sno-ai-sno-station/hand-off-work-when-an-agent-runs-out/",
   "json": "https://dedupedai.com/use-cases/u/sno-ai-sno-station/hand-off-work-when-an-agent-runs-out.json",
   "md": "https://dedupedai.com/use-cases/sno-ai-sno-station/hand-off-work-when-an-agent-runs-out/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sno-ai-sno-station--hand-off-work-when-an-agent-runs-out.json"
  },
  {
   "id": "sno-ai-sno-station--get-a-second-opinion-from-another-agent",
   "repo": "sno-ai/sno-station",
   "title": "Get a code review from a different agent",
   "summary": "Ask one agent to review another agent's work, so the reviewer does not share its habits.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/sno-ai-sno-station/get-a-second-opinion-from-another-agent/",
   "json": "https://dedupedai.com/use-cases/u/sno-ai-sno-station/get-a-second-opinion-from-another-agent.json",
   "md": "https://dedupedai.com/use-cases/sno-ai-sno-station/get-a-second-opinion-from-another-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sno-ai-sno-station--get-a-second-opinion-from-another-agent.json"
  },
  {
   "id": "sno-ai-sno-station--review-overnight-skill-proposals",
   "repo": "sno-ai/sno-station",
   "title": "Review the skill changes Self Learning proposes each morning",
   "summary": "Read the nightly proposals and accept only the ones you want applied to your agents' skills.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/sno-ai-sno-station/review-overnight-skill-proposals/",
   "json": "https://dedupedai.com/use-cases/u/sno-ai-sno-station/review-overnight-skill-proposals.json",
   "md": "https://dedupedai.com/use-cases/sno-ai-sno-station/review-overnight-skill-proposals/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sno-ai-sno-station--review-overnight-skill-proposals.json"
  },
  {
   "id": "sno-ai-sno-station--add-cursor-to-the-shared-agent-memory",
   "repo": "sno-ai/sno-station",
   "title": "Add Cursor to a shared memory with Codex and Claude Code",
   "summary": "Connect Cursor so its chats use the same memory, skills and review flow as your other agents.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/sno-ai-sno-station/add-cursor-to-the-shared-agent-memory/",
   "json": "https://dedupedai.com/use-cases/u/sno-ai-sno-station/add-cursor-to-the-shared-agent-memory.json",
   "md": "https://dedupedai.com/use-cases/sno-ai-sno-station/add-cursor-to-the-shared-agent-memory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sno-ai-sno-station--add-cursor-to-the-shared-agent-memory.json"
  },
  {
   "id": "socai-io-jev-social--cited-social-research-report",
   "repo": "socai-io/jev-social",
   "title": "Build a source-cited social research report",
   "summary": "Run a read-only research goal across Instagram, TikTok, or LinkedIn and get a cited Markdown report.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/socai-io-jev-social/cited-social-research-report/",
   "json": "https://dedupedai.com/use-cases/u/socai-io-jev-social/cited-social-research-report.json",
   "md": "https://dedupedai.com/use-cases/socai-io-jev-social/cited-social-research-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/socai-io-jev-social--cited-social-research-report.json"
  },
  {
   "id": "socai-io-jev-social--codex-social-research-skill",
   "repo": "socai-io/jev-social",
   "title": "Let Codex run browser-grounded social research",
   "summary": "Install the Jev Social skill into Codex so it can run cited social research for you.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/socai-io-jev-social/codex-social-research-skill/",
   "json": "https://dedupedai.com/use-cases/u/socai-io-jev-social/codex-social-research-skill.json",
   "md": "https://dedupedai.com/use-cases/socai-io-jev-social/codex-social-research-skill/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/socai-io-jev-social--codex-social-research-skill.json"
  },
  {
   "id": "socai-io-jev-social--tiktok-video-evidence-with-media",
   "repo": "socai-io/jev-social",
   "title": "Capture a TikTok video with its media as evidence",
   "summary": "Read a selected TikTok video and save its media offline when your goal explicitly asks for it.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/socai-io-jev-social/tiktok-video-evidence-with-media/",
   "json": "https://dedupedai.com/use-cases/u/socai-io-jev-social/tiktok-video-evidence-with-media.json",
   "md": "https://dedupedai.com/use-cases/socai-io-jev-social/tiktok-video-evidence-with-media/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/socai-io-jev-social--tiktok-video-evidence-with-media.json"
  },
  {
   "id": "socai-io-jev-social--linkedin-profile-company-comparison",
   "repo": "socai-io/jev-social",
   "title": "Compare public LinkedIn profiles and companies",
   "summary": "Search LinkedIn for people or companies and read selected profiles, companies, and posts with citations.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/socai-io-jev-social/linkedin-profile-company-comparison/",
   "json": "https://dedupedai.com/use-cases/u/socai-io-jev-social/linkedin-profile-company-comparison.json",
   "md": "https://dedupedai.com/use-cases/socai-io-jev-social/linkedin-profile-company-comparison/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/socai-io-jev-social--linkedin-profile-company-comparison.json"
  },
  {
   "id": "sodiumsun-agenttrail--watch-coding-agents-live-in-kitchen",
   "repo": "sodiumsun/agenttrail",
   "title": "Watch coding agents work live in a 3D kitchen",
   "summary": "Run Agenttrail Kitchen in your repo to see agent tasks, roles and completed work update as you code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/sodiumsun-agenttrail/watch-coding-agents-live-in-kitchen/",
   "json": "https://dedupedai.com/use-cases/u/sodiumsun-agenttrail/watch-coding-agents-live-in-kitchen.json",
   "md": "https://dedupedai.com/use-cases/sodiumsun-agenttrail/watch-coding-agents-live-in-kitchen/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sodiumsun-agenttrail--watch-coding-agents-live-in-kitchen.json"
  },
  {
   "id": "sodiumsun-agenttrail--preview-kitchen-before-connecting-agents",
   "repo": "sodiumsun/agenttrail",
   "title": "Preview the kitchen interface with scripted example steps",
   "summary": "Explore Agenttrail Kitchen with a labeled scripted example before connecting any real agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/sodiumsun-agenttrail/preview-kitchen-before-connecting-agents/",
   "json": "https://dedupedai.com/use-cases/u/sodiumsun-agenttrail/preview-kitchen-before-connecting-agents.json",
   "md": "https://dedupedai.com/use-cases/sodiumsun-agenttrail/preview-kitchen-before-connecting-agents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sodiumsun-agenttrail--preview-kitchen-before-connecting-agents.json"
  },
  {
   "id": "sodiumsun-agenttrail--map-project-structure-and-component-progress",
   "repo": "sodiumsun/agenttrail",
   "title": "Map project structure and component progress from PLAN.md",
   "summary": "Use Agenttrail Map to see which components are changing, with progress from a PLAN.md file.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/sodiumsun-agenttrail/map-project-structure-and-component-progress/",
   "json": "https://dedupedai.com/use-cases/u/sodiumsun-agenttrail/map-project-structure-and-component-progress.json",
   "md": "https://dedupedai.com/use-cases/sodiumsun-agenttrail/map-project-structure-and-component-progress/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sodiumsun-agenttrail--map-project-structure-and-component-progress.json"
  },
  {
   "id": "sodiumsun-agenttrail--connect-claude-code-hooks-for-session-trails",
   "repo": "sodiumsun/agenttrail",
   "title": "Add Claude Code hooks for session and tool activity",
   "summary": "Connect Claude Code through reviewed hooks so Agenttrail shows session trails and tool activity.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/sodiumsun-agenttrail/connect-claude-code-hooks-for-session-trails/",
   "json": "https://dedupedai.com/use-cases/u/sodiumsun-agenttrail/connect-claude-code-hooks-for-session-trails.json",
   "md": "https://dedupedai.com/use-cases/sodiumsun-agenttrail/connect-claude-code-hooks-for-session-trails/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/sodiumsun-agenttrail--connect-claude-code-hooks-for-session-trails.json"
  },
  {
   "id": "solongate-agent-security--block-agent-access-to-env-secrets",
   "repo": "solongate/agent-security",
   "title": "Stop an AI coding agent from reading your .env secrets",
   "summary": "Install the local guard so an agent is refused when it reaches for a .env file and every decision is logged.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/solongate-agent-security/block-agent-access-to-env-secrets/",
   "json": "https://dedupedai.com/use-cases/u/solongate-agent-security/block-agent-access-to-env-secrets.json",
   "md": "https://dedupedai.com/use-cases/solongate-agent-security/block-agent-access-to-env-secrets/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/solongate-agent-security--block-agent-access-to-env-secrets.json"
  },
  {
   "id": "solongate-agent-security--lock-files-against-agent-edits",
   "repo": "solongate/agent-security",
   "title": "Lock files so a coding agent cannot delete or edit them",
   "summary": "Put an OS-level lock on key files and start the agent inside that protection so it cannot remove them.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/solongate-agent-security/lock-files-against-agent-edits/",
   "json": "https://dedupedai.com/use-cases/u/solongate-agent-security/lock-files-against-agent-edits.json",
   "md": "https://dedupedai.com/use-cases/solongate-agent-security/lock-files-against-agent-edits/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/solongate-agent-security--lock-files-against-agent-edits.json"
  },
  {
   "id": "solongate-agent-security--confine-agent-to-one-project-on-linux",
   "repo": "solongate/agent-security",
   "title": "Confine a coding agent to one project folder on Linux",
   "summary": "Start an agent in a closed box where only one project directory exists and nothing else on the machine is visible.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/solongate-agent-security/confine-agent-to-one-project-on-linux/",
   "json": "https://dedupedai.com/use-cases/u/solongate-agent-security/confine-agent-to-one-project-on-linux.json",
   "md": "https://dedupedai.com/use-cases/solongate-agent-security/confine-agent-to-one-project-on-linux/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/solongate-agent-security--confine-agent-to-one-project-on-linux.json"
  },
  {
   "id": "solongate-agent-security--review-agent-tool-call-audit-trail",
   "repo": "solongate/agent-security",
   "title": "Review every tool call an AI coding agent made",
   "summary": "Read the local audit trail and watch live tool calls to see what an agent tried and what the guard decided.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "go",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/solongate-agent-security/review-agent-tool-call-audit-trail/",
   "json": "https://dedupedai.com/use-cases/u/solongate-agent-security/review-agent-tool-call-audit-trail.json",
   "md": "https://dedupedai.com/use-cases/solongate-agent-security/review-agent-tool-call-audit-trail/index.md",
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   "id": "solsynth-maidkit--manage-servers-over-ssh-from-desktop",
   "repo": "Solsynth/MaidKit",
   "title": "Run Maid Kit locally to manage servers over SSH",
   "summary": "Build and launch the desktop app to view server status, open terminals, and edit files over SSH.",
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   "repo": "Solsynth/MaidKit",
   "title": "Build a Linux AppImage of Maid Kit for a workstation",
   "summary": "Compile the Linux release bundle and pack it into a single portable MaidKit-x86_64.AppImage file.",
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   "id": "solsynth-maidkit--monitor-server-fleet-with-maidcafe-daemon",
   "repo": "Solsynth/MaidKit",
   "title": "Monitor a server fleet with the MaidCafe daemon",
   "summary": "Sign in to MaidCafe Cloud and let Maid Kit install an outbound-only daemon that streams live host metrics.",
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   "id": "solsynth-maidkit--let-ai-agent-query-servers-through-local-mcp",
   "repo": "Solsynth/MaidKit",
   "title": "Let an AI agent read your servers through local MCP",
   "summary": "Expose Maid Kit's servers, snippets, and skills to an MCP client on the same machine, with approval for actions.",
   "category": "Software and DevOps",
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   "best": false,
   "score": 0.7,
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   "id": "songshikang0111-awesome-rea-cases--find-re-case-for-old-device",
   "repo": "songshikang0111/awesome-REA-cases",
   "title": "Find a reverse-engineering case for an old device",
   "summary": "Match a legacy printer, scanner, or appliance to a documented case and check its evidence status.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/songshikang0111-awesome-rea-cases--find-re-case-for-old-device.json"
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   "id": "songshikang0111-awesome-rea-cases--compare-rea-agent-setups-before-project",
   "repo": "songshikang0111/awesome-REA-cases",
   "title": "Compare REA agent setups before a reverse-engineering project",
   "summary": "Use the LeanREA benchmark and related cases to choose between CLI and MCP for a coding agent.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "songshikang0111-awesome-rea-cases--scope-firmware-fix-from-documented-case",
   "repo": "songshikang0111/awesome-REA-cases",
   "title": "Scope a firmware or driver fix from a documented case",
   "summary": "Adapt a published exact-build patch or driver fix to your own device after checking its limits.",
   "category": "Research",
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    "Research"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
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   "id": "sosoj92-jarvis-assistant-vocal--voice-control-lights-obs-pc",
   "repo": "sosoj92/jarvis-assistant-vocal",
   "title": "Control lights, OBS and PC apps by voice on Windows",
   "summary": "Install Jarvis on a Windows 11 PC and use the wake word to run lights, OBS and app commands.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
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   "id": "sosoj92-jarvis-assistant-vocal--run-jarvis-fully-offline-local",
   "repo": "sosoj92/jarvis-assistant-vocal",
   "title": "Run the voice assistant fully offline with Ollama",
   "summary": "Use the local mode with Ollama and a local voice so no API or usage cost is needed.",
   "category": "Personal productivity",
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   "id": "sosoj92-jarvis-assistant-vocal--expose-home-pc-tools-via-mcp",
   "repo": "sosoj92/jarvis-assistant-vocal",
   "title": "Expose Jarvis home and PC tools to an MCP client",
   "summary": "Start the MCP server so an MCP client such as Claude Desktop can use Jarvis home and PC tools.",
   "category": "Personal productivity",
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   "lang": "python",
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   "id": "sosoj92-jarvis-assistant-vocal--daily-personal-briefing-pdf",
   "repo": "sosoj92/jarvis-assistant-vocal",
   "title": "Generate a daily A4 personal briefing PDF",
   "summary": "Build a monochrome A4 daily briefing from a validated JSON file and print it on a schedule.",
   "category": "Personal productivity",
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    "Personal productivity"
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   "repo": "soumatheusgomes/vibe-coding-toolkit",
   "title": "Start a Next.js project from a product idea",
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   "repo": "soumatheusgomes/vibe-coding-toolkit",
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   "repo": "soumatheusgomes/vibe-coding-toolkit",
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   "title": "Delegate a feature to an agent with checks at each stage",
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   "repo": "SouravBeraAkaSpeed/xiryn",
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   "category": "Personal productivity",
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   "repo": "Spielewoy/autoprompt-skill",
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   "id": "startluxlabs-startlux-decision--flag-unsure-decisions-for-review",
   "repo": "StartLuxLabs/StartLux-Decision",
   "title": "Send decisions with no fitting option to a person",
   "summary": "Use none_probability to route questions where no listed option seems right.",
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   "id": "steventsvik-tellurion--watch-several-agents-from-one-screen",
   "repo": "steventsvik/Tellurion",
   "title": "Watch every coding agent from one screen",
   "summary": "See each agent's status across all tabs and answer permission prompts without switching windows.",
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   "repo": "steventsvik/Tellurion",
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   "summary": "Pass a session's task, diff and failed commands to a new Claude Code or Codex session.",
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   "repo": "steventsvik/Tellurion",
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   "repo": "stloendays/Superpower",
   "title": "Summarize a web page inside your AI chat",
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   "repo": "stloendays/Superpower",
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   "title": "Run MCP actions from a native Windows workspace",
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   "id": "strands-agents-box--keep-api-keys-out-of-agent",
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   "repo": "strands-agents/box",
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   "id": "strands-labs-strands-decider--route-tickets-to-a-team",
   "repo": "strands-labs/strands-decider",
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   "id": "strands-labs-strands-decider--flag-urgent-messages-yes-no",
   "repo": "strands-labs/strands-decider",
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   "id": "strands-labs-strands-decider--score-tone-over-http",
   "repo": "strands-labs/strands-decider",
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   "summary": "Run the decision model as a local HTTP server and send it questions with curl.",
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   "repo": "strands-labs/strands-decider",
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   "repo": "Sunwood-ai-labs/hyperframes-motion-reel-skill",
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   "summary": "Turn a one-line theme into a 60 FPS HyperFrames MP4 locked to a 120 BPM grid.",
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   "repo": "Sunwood-ai-labs/hyperframes-motion-reel-skill",
   "title": "Make a vertical 9:16 product teaser for social",
   "summary": "Generate a 1080 x 1920 HyperFrames teaser for a product launch from a short brief.",
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   "title": "Build a character intro reel from your own assets",
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   "repo": "surya-koritala/Glyd",
   "title": "Run Qwen3.5-9B on a 24 GB GPU with long context",
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   "title": "Serve Qwen3.5-9B through vLLM with Glyd quantization",
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   "repo": "surya-koritala/Glyd",
   "title": "Load a bf16 model in Python with Glyd",
   "summary": "Use glyd.from_pretrained to load Qwen3.5-9B from a Python script.",
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   "repo": "surya-koritala/Glyd",
   "title": "Compress JSON event files smaller than zstd -3",
   "summary": "Use the Glyd CLI to shrink a large JSON file and restore it exactly.",
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   "id": "suvamneog-jobradar--daily-alerts-for-shortlisted-companies",
   "repo": "suvamneog/jobradar",
   "title": "Get daily alerts when shortlisted companies post a match",
   "summary": "Set a shortlist of companies and receive email plus desktop alerts when a scored opening clears your threshold.",
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   "id": "suvamneog-jobradar--weekly-ranked-digest-of-new-openings",
   "repo": "suvamneog/jobradar",
   "title": "Receive a ranked weekly digest of new job openings",
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    "Personal productivity"
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   "repo": "suvamneog/jobradar",
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   "id": "suvamneog-jobradar--add-a-company-board-to-the-tracker",
   "repo": "suvamneog/jobradar",
   "title": "Track a new employer by copying its careers URL details",
   "summary": "Add a company to config.yaml using the board and slug taken from its careers URL, then scan it.",
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   "repo": "sv-number/mcp-server",
   "title": "Get an SMS verification code for an agent signup",
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   "id": "sv-number-mcp-server--compare-countries-and-delivery-before-ordering",
   "repo": "sv-number/mcp-server",
   "title": "Compare country coverage and delivery rates before ordering",
   "summary": "Check how many countries and how many live numbers exist before spending balance.",
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    "Work and operations"
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   "id": "tangency-labs-fieldcraft--solve-bracket-sample-no-setup",
   "repo": "tangency-labs/fieldcraft",
   "title": "Solve a ready-made bracket analysis in minutes",
   "summary": "Open a bundled sample, press Solve and read the von Mises stress on a hex-meshed bracket.",
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    "Software and DevOps"
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   "id": "tangency-labs-fieldcraft--agent-mesh-and-solve-beam-via-mcp",
   "repo": "tangency-labs/fieldcraft",
   "title": "Have an AI agent mesh and solve a beam over MCP",
   "summary": "Connect Claude Code to FieldCraft so it opens a part, meshes, solves and checks tip deflection.",
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    "Software and DevOps"
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   "api": "https://dedupedai.com/api/v1/usecases/tangency-labs-fieldcraft--agent-mesh-and-solve-beam-via-mcp.json"
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   "id": "tangency-labs-fieldcraft--check-heated-bracket-thermal-stress",
   "repo": "tangency-labs/fieldcraft",
   "title": "Check thermal stress in a heated steel bracket",
   "summary": "Run the heated-bracket sample to see steady heat flow and the stress it causes.",
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    "Software and DevOps"
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   "best": false,
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   "id": "taoliveaigc-tlive-omni--transcribe-live-stream-speech-by-speaker",
   "repo": "TaoLiveAIGC/TLive-Omni",
   "title": "Transcribe live-stream speech and separate speakers",
   "summary": "Turn a live-commerce audio track into a transcript that labels who said what, using TLive Omni's ASR features.",
   "category": "Sales and marketing",
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    "Sales and marketing"
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   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/taoliveaigc-tlive-omni--transcribe-live-stream-speech-by-speaker.json"
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   "id": "taoliveaigc-tlive-omni--locate-products-and-read-on-screen-text",
   "repo": "TaoLiveAIGC/TLive-Omni",
   "title": "Locate products and read on-screen text in frames",
   "summary": "Find products in live-stream frames and read the text shown on screen, using the image tasks TLive Omni covers.",
   "category": "Sales and marketing",
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    "Sales and marketing"
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   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/taoliveaigc-tlive-omni/locate-products-and-read-on-screen-text.json",
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   "api": "https://dedupedai.com/api/v1/usecases/taoliveaigc-tlive-omni--locate-products-and-read-on-screen-text.json"
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   "id": "taoliveaigc-tlive-omni--summarize-long-stream-video-by-timestamp",
   "repo": "TaoLiveAIGC/TLive-Omni",
   "title": "Summarize a long live-stream video by timestamp",
   "summary": "Produce a timestamped summary of a long stream video, using TLive Omni's grid layout and 256K context.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/taoliveaigc-tlive-omni--summarize-long-stream-video-by-timestamp.json"
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   "id": "tashfeenahmed-freellmapi--one-endpoint-for-openai-sdk-apps",
   "repo": "tashfeenahmed/freellmapi",
   "title": "Point an OpenAI SDK app at one free-tier endpoint",
   "summary": "Route any OpenAI client library across many free providers through a single local /v1 URL.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/tashfeenahmed-freellmapi--one-endpoint-for-openai-sdk-apps.json"
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   "id": "tashfeenahmed-freellmapi--run-claude-code-on-free-model-pool",
   "repo": "tashfeenahmed/freellmapi",
   "title": "Run Claude Code against the free model pool",
   "summary": "Configure Claude Code to send its requests to the local router instead of a paid Anthropic account.",
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   "tags": [
    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "score": 0.9,
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   "id": "tashfeenahmed-freellmapi--add-local-model-beside-free-tiers",
   "repo": "tashfeenahmed/freellmapi",
   "title": "Add a local model server beside the free tiers",
   "summary": "Register llama.cpp, LM Studio, vLLM, or Ollama as a custom provider in the same router.",
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   "best": false,
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   "id": "tashfeenahmed-freellmapi--use-codex-cli-through-responses-endpoint",
   "repo": "tashfeenahmed/freellmapi",
   "title": "Use Codex CLI through the router's responses endpoint",
   "summary": "Point Codex CLI at the /v1/responses surface so it runs on free-tier models.",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "tashfeenahmed-freellmapi--desktop-menu-bar-router-no-account",
   "repo": "tashfeenahmed/freellmapi",
   "title": "Run the router from a menu-bar app with no setup",
   "summary": "Install the desktop app and use the tray popover key with any OpenAI-compatible client.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "id": "techflag-workdsh--build-personal-project-workbench",
   "repo": "techflag/workdsh",
   "title": "Build a personal workbench for a recurring project",
   "summary": "Describe a long-term goal and let the native AI set up a project workspace you keep using.",
   "category": "Personal productivity",
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   "id": "techflag-workdsh--reference-local-files-in-project-tasks",
   "repo": "techflag/workdsh",
   "title": "Attach local files to project tasks for AI work",
   "summary": "Put your existing documents in the library and reference them from project tasks.",
   "category": "Personal productivity",
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    "Personal productivity"
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   "id": "techflag-workdsh--share-ai-analysis-with-colleagues",
   "repo": "techflag/workdsh",
   "title": "Share AI analysis with company colleagues",
   "summary": "Install Enterprise Connection to send analysis text and files to colleagues with @ mentions.",
   "category": "Personal productivity",
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   "id": "techflag-workdsh--build-company-business-plugin-with-reused-login",
   "repo": "techflag/workdsh",
   "title": "Build a company plugin that calls internal APIs with member login",
   "summary": "Write a Host plugin that uses workdshEnterprise to call your company backend without handling tokens.",
   "category": "Personal productivity",
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   "repo": "techjarves/Mobile-Harness",
   "title": "Build and install an Android app entirely on your phone",
   "summary": "Write, build, and install a debug APK on Android with no PC and no USB debugging.",
   "category": "Software and DevOps",
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   "title": "Have Claude Code build a web app from your phone",
   "summary": "Describe a web app in chat and let Claude Code write it inside the Linux subsystem.",
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   "title": "Preview a local Vite or Express server on your phone",
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   "category": "Software and DevOps",
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   "repo": "Tejashmakwana/motionmaxxing",
   "title": "Make a launch film from a brand website",
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   "category": "Content",
   "tags": [
    "Content"
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   "lang": "javascript",
   "date": "2026-10-20",
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   "id": "tejashmakwana-motionmaxxing--audit-ai-motion-video-against-gates",
   "repo": "Tejashmakwana/motionmaxxing",
   "title": "Check an AI motion video against the mog gates",
   "summary": "Run the render checks and page-chrome lint on an AI-made video to see which tells it fails.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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  {
   "id": "tejashmakwana-motionmaxxing--kinetic-type-brand-sting",
   "repo": "Tejashmakwana/motionmaxxing",
   "title": "Build a typography-only brand sting",
   "summary": "Turn a logo and one idea into a short kinetic-type sting with measured motion and no photos.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/tejashmakwana-motionmaxxing--kinetic-type-brand-sting.json"
  },
  {
   "id": "tencent-hunyuan-auk--clone-voice-from-reference-clip",
   "repo": "Tencent-Hunyuan/AuK",
   "title": "Generate speech in a reference speaker's voice",
   "summary": "Turn a script into spoken audio that keeps the voice of a short reference recording using zero-shot TTS.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/tencent-hunyuan-auk--clone-voice-from-reference-clip.json"
  },
  {
   "id": "tencent-hunyuan-auk--create-speech-from-voice-description",
   "repo": "Tencent-Hunyuan/AuK",
   "title": "Create speech from a voice description alone",
   "summary": "Generate a spoken line from a text description of the voice, with no reference audio needed.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/tencent-hunyuan-auk--create-speech-from-voice-description.json"
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  {
   "id": "tencent-hunyuan-auk--edit-words-in-existing-recording",
   "repo": "Tencent-Hunyuan/AuK",
   "title": "Replace or remove words in an existing recording",
   "summary": "Change what is said in a recording by describing the edit in the instruction, keeping the voice and rest of the audio.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/tencent-hunyuan-auk--edit-words-in-existing-recording.json"
  },
  {
   "id": "tencent-hunyuan-auk--clean-noisy-speech-recording",
   "repo": "Tencent-Hunyuan/AuK",
   "title": "Remove noise and reverb from a voice recording",
   "summary": "Restore a noisy or reverberant speech clip to clearer audio with one instruction and no separate tools.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/tencent-hunyuan-auk/clean-noisy-speech-recording/",
   "json": "https://dedupedai.com/use-cases/u/tencent-hunyuan-auk/clean-noisy-speech-recording.json",
   "md": "https://dedupedai.com/use-cases/tencent-hunyuan-auk/clean-noisy-speech-recording/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tencent-hunyuan-auk--clean-noisy-speech-recording.json"
  },
  {
   "id": "tencent-hunyuan-auk--turn-free-form-request-into-auk-command",
   "repo": "Tencent-Hunyuan/AuK",
   "title": "Turn a plain-language request into a ready-to-run command",
   "summary": "Use Prompt Enhancer to convert a free-form audio request into a complete auk-infer command and manifest.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "md": "https://dedupedai.com/use-cases/tencent-hunyuan-auk/turn-free-form-request-into-auk-command/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tencent-hunyuan-auk--turn-free-form-request-into-auk-command.json"
  },
  {
   "id": "tencentcloud-octop-harness--run-production-agent-with-model-routing",
   "repo": "TencentCloud/octop-harness",
   "title": "Run a production agent with swappable model providers",
   "summary": "Build one deepagents-based agent that can switch between OpenAI, Anthropic, Bedrock, and preset providers.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/tencentcloud-octop-harness/run-production-agent-with-model-routing/",
   "json": "https://dedupedai.com/use-cases/u/tencentcloud-octop-harness/run-production-agent-with-model-routing.json",
   "md": "https://dedupedai.com/use-cases/tencentcloud-octop-harness/run-production-agent-with-model-routing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tencentcloud-octop-harness--run-production-agent-with-model-routing.json"
  },
  {
   "id": "tencentcloud-octop-harness--build-assistant-with-persistent-memory",
   "repo": "TencentCloud/octop-harness",
   "title": "Build an assistant that remembers users across sessions",
   "summary": "Keep strong memory and a user profile that persist across sessions and can be saved on request.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/tencentcloud-octop-harness/build-assistant-with-persistent-memory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tencentcloud-octop-harness--build-assistant-with-persistent-memory.json"
  },
  {
   "id": "tencentcloud-octop-harness--let-ide-ai-drive-your-agent-via-acp",
   "repo": "TencentCloud/octop-harness",
   "title": "Let an IDE or terminal AI drive your agent over ACP",
   "summary": "Expose your agent through the stdio ACP server so an external coding AI can invoke it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/tencentcloud-octop-harness--let-ide-ai-drive-your-agent-via-acp.json"
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  {
   "id": "tencentcloud-octop-harness--run-unattended-agent-team-with-peer-messaging",
   "repo": "TencentCloud/octop-harness",
   "title": "Run an unattended team of agents that message each other",
   "summary": "Host several isolated agents in one process that call each other through the Teams peer inbox.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "md": "https://dedupedai.com/use-cases/tencentcloud-octop-harness/run-unattended-agent-team-with-peer-messaging/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tencentcloud-octop-harness--run-unattended-agent-team-with-peer-messaging.json"
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  {
   "id": "tencentcloud-octop-harness--generate-images-and-videos-with-volcengine-ark",
   "repo": "TencentCloud/octop-harness",
   "title": "Add image and video generation to an agent with Volcengine Ark",
   "summary": "Enable generate_image and generate_video tools that save output into the agent workspace.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/tencentcloud-octop-harness/generate-images-and-videos-with-volcengine-ark/",
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   "md": "https://dedupedai.com/use-cases/tencentcloud-octop-harness/generate-images-and-videos-with-volcengine-ark/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tencentcloud-octop-harness--generate-images-and-videos-with-volcengine-ark.json"
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  {
   "id": "tettethu-vibegame--build-playable-2d-game-from-prompt",
   "repo": "tettethu/VibeGame",
   "title": "Build a playable 2D web game from one prompt",
   "summary": "Install Vibe Game, describe a game in plain language, and get a playable 2D browser game.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/tettethu-vibegame/build-playable-2d-game-from-prompt/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tettethu-vibegame--build-playable-2d-game-from-prompt.json"
  },
  {
   "id": "tettethu-vibegame--continue-editing-existing-game-project",
   "repo": "tettethu/VibeGame",
   "title": "Continue polishing an existing Vibe Game project",
   "summary": "Point the agent team at a game you already built and direct its next round of edits.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/tettethu-vibegame/continue-editing-existing-game-project/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tettethu-vibegame--continue-editing-existing-game-project.json"
  },
  {
   "id": "tettethu-vibegame--tune-sprites-and-objects-in-dashboard",
   "repo": "tettethu/VibeGame",
   "title": "Adjust sprite bounds and object properties by hand",
   "summary": "Use the web Dashboard to preview animations and tweak character settings without writing code.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/tettethu-vibegame--tune-sprites-and-objects-in-dashboard.json"
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  {
   "id": "tettethu-vibegame--run-end-to-end-build-workflow",
   "repo": "tettethu/VibeGame",
   "title": "Run the standard build workflow for a full game goal",
   "summary": "Give an agent one end-to-end game development goal using Vibe Game's standard build workflow.",
   "category": "Games and hobbies",
   "tags": [
    "Games and hobbies"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/tettethu-vibegame--run-end-to-end-build-workflow.json"
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   "id": "thedotmack-claude-mem--resume-claude-code-project-context",
   "repo": "thedotmack/claude-mem",
   "title": "Carry Claude Code project context into new sessions",
   "summary": "Install the Claude Code plugin so earlier session context appears automatically when you start a new session.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "api": "https://dedupedai.com/api/v1/usecases/thedotmack-claude-mem--resume-claude-code-project-context.json"
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   "id": "thedotmack-claude-mem--search-past-decisions-in-claude-code",
   "repo": "thedotmack/claude-mem",
   "title": "Find past decisions and bug fixes before you repeat them",
   "summary": "Use the mem-search tools to look up earlier bugfixes and decisions, then fetch only the relevant details.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
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   "api": "https://dedupedai.com/api/v1/usecases/thedotmack-claude-mem--search-past-decisions-in-claude-code.json"
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   "id": "thedotmack-claude-mem--add-shared-memory-to-t3-code-codex-threads",
   "repo": "thedotmack/claude-mem",
   "title": "Give Codex threads in T3 Code shared project memory",
   "summary": "Run the T3 Code installer so Codex and Claude Code providers in T3 Code get Claude Mem memory.",
   "category": "Software and DevOps",
   "tags": [
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   "date": "2026-10-20",
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   "id": "thedotmack-claude-mem--feed-openclaw-gateway-memory-to-chat",
   "repo": "thedotmack/claude-mem",
   "title": "Run persistent memory on an OpenClaw gateway with chat feeds",
   "summary": "Install the Claude Mem plugin on an OpenClaw gateway and optionally send observation feeds to chat apps.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
   "date": "2026-10-20",
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   "id": "thenetworkchuck-paperclip-guide--build-ai-it-department",
   "repo": "theNetworkChuck/paperclip-guide",
   "title": "Build an AI IT department with Paperclip",
   "summary": "Install Paperclip, hire a CEO agent, and bring in specialist agents for IT work.",
   "category": "Software and DevOps",
   "tags": [
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   ],
   "lang": "typescript",
   "date": "2026-10-20",
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   "id": "thenetworkchuck-paperclip-guide--run-agents-with-approvals-and-watchdogs",
   "repo": "theNetworkChuck/paperclip-guide",
   "title": "Assign agent work with approvals and watchdog checks",
   "summary": "Create projects and tasks for agents, with human approvals and a watchdog that verifies done work.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/thinkoffapp-carwatch--ask-car-warning-light-offline.json"
  },
  {
   "id": "thinkoffapp-carwatch--car-posts-events-to-family-room",
   "repo": "ThinkOffApp/CarWatch",
   "title": "Get engine and fault events posted to the family room",
   "summary": "The car posts engine reads and stored fault codes into a chat room when real events happen.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
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   "api": "https://dedupedai.com/api/v1/usecases/thinkoffapp-carwatch--car-posts-events-to-family-room.json"
  },
  {
   "id": "thinkoffapp-carwatch--pick-car-brain-by-measured-speed",
   "repo": "ThinkOffApp/CarWatch",
   "title": "Pick the car's model by its measured speed on the Pi",
   "summary": "Compare each model's measured speed on the Pi, then swap the running model from your phone.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "md": "https://dedupedai.com/use-cases/thinkoffapp-carwatch/pick-car-brain-by-measured-speed/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/thinkoffapp-carwatch--pick-car-brain-by-measured-speed.json"
  },
  {
   "id": "thinkoffapp-carwatch--lock-car-from-phone-after-alert",
   "repo": "ThinkOffApp/CarWatch",
   "title": "Lock the car from your phone after an alert",
   "summary": "After the car reports an open window or unlocked door, lock it from your phone or watch.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "api": "https://dedupedai.com/api/v1/usecases/thinkoffapp-carwatch--lock-car-from-phone-after-alert.json"
  },
  {
   "id": "thinkwatchproject-thinkwatch-lite--connect-claude-code-once-switch-upstreams",
   "repo": "ThinkWatchProject/ThinkWatch-Lite",
   "title": "Connect Claude Code once, then switch upstreams in the gateway",
   "summary": "Point Claude Code or Codex at a local gateway once, then change providers without editing the client again.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/thinkwatchproject-thinkwatch-lite/connect-claude-code-once-switch-upstreams/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/thinkwatchproject-thinkwatch-lite--connect-claude-code-once-switch-upstreams.json"
  },
  {
   "id": "thinkwatchproject-thinkwatch-lite--hide-api-keys-from-relay-before-sending",
   "repo": "ThinkWatchProject/ThinkWatch-Lite",
   "title": "Hide API keys from a relay before requests leave your machine",
   "summary": "Replace secrets in requests with placeholders so a relay never receives the real key or private data.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/thinkwatchproject-thinkwatch-lite/hide-api-keys-from-relay-before-sending/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/thinkwatchproject-thinkwatch-lite--hide-api-keys-from-relay-before-sending.json"
  },
  {
   "id": "thinkwatchproject-thinkwatch-lite--block-dangerous-tool-calls-from-relay-answers",
   "repo": "ThinkWatchProject/ThinkWatch-Lite",
   "title": "Cut off dangerous tool calls from a relay before the client runs them",
   "summary": "Stop answers that download code, read credentials or add startup items before Claude Code or Codex executes them.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/thinkwatchproject-thinkwatch-lite/block-dangerous-tool-calls-from-relay-answers/",
   "json": "https://dedupedai.com/use-cases/u/thinkwatchproject-thinkwatch-lite/block-dangerous-tool-calls-from-relay-answers.json",
   "md": "https://dedupedai.com/use-cases/thinkwatchproject-thinkwatch-lite/block-dangerous-tool-calls-from-relay-answers/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/thinkwatchproject-thinkwatch-lite--block-dangerous-tool-calls-from-relay-answers.json"
  },
  {
   "id": "thinkwatchproject-thinkwatch-lite--compare-request-cost-and-route-across-upstreams",
   "repo": "ThinkWatchProject/ThinkWatch-Lite",
   "title": "Trace each request's cost and route, then replay it on another upstream",
   "summary": "See which upstream served a request, what it cost, and compare the answer with a replay on a different upstream.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "json": "https://dedupedai.com/use-cases/u/thinkwatchproject-thinkwatch-lite/compare-request-cost-and-route-across-upstreams.json",
   "md": "https://dedupedai.com/use-cases/thinkwatchproject-thinkwatch-lite/compare-request-cost-and-route-across-upstreams/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/thinkwatchproject-thinkwatch-lite--compare-request-cost-and-route-across-upstreams.json"
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   "id": "thuroi0787-absent-author--author-pre-submission-pass",
   "repo": "THUROI0787/absent-author",
   "title": "Check an AI-assisted paper before you sign it",
   "summary": "Run paper-author-pass to get questions only you can answer, a claim-evidence map, and verified references.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/thuroi0787-absent-author/author-pre-submission-pass/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/thuroi0787-absent-author--author-pre-submission-pass.json"
  },
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   "id": "thuroi0787-absent-author--reviewer-triage-suspicious-submission",
   "repo": "THUROI0787/absent-author",
   "title": "Grade a suspicious submission with evidence, not guesses",
   "summary": "Run paper-slop-screen to get W/R/Q grades, a quadrant, located findings, and a note to the AC.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/thuroi0787-absent-author--reviewer-triage-suspicious-submission.json"
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   "id": "thuroi0787-absent-author--lint-paper-for-surface-traces",
   "repo": "THUROI0787/absent-author",
   "title": "Scan a paper folder for AI-style surface traces",
   "summary": "Run slop_lint.py for counts of 28 surface traces, each with a file, line, and snippet.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "md": "https://dedupedai.com/use-cases/thuroi0787-absent-author/lint-paper-for-surface-traces/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/thuroi0787-absent-author--lint-paper-for-surface-traces.json"
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  {
   "id": "thuroi0787-absent-author--verify-references-numbers-and-pdf",
   "repo": "THUROI0787/absent-author",
   "title": "Check references, repeated numbers, and hidden PDF text",
   "summary": "Run three helper scripts that report candidates for references, numbers, and hidden text.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/thuroi0787-absent-author/verify-references-numbers-and-pdf/",
   "json": "https://dedupedai.com/use-cases/u/thuroi0787-absent-author/verify-references-numbers-and-pdf.json",
   "md": "https://dedupedai.com/use-cases/thuroi0787-absent-author/verify-references-numbers-and-pdf/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/thuroi0787-absent-author--verify-references-numbers-and-pdf.json"
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   "id": "tianyucodings-jevharness--draft-task-harness-in-claude-code",
   "repo": "TianyuCodings/JevHarness",
   "title": "Draft a task-specific harness in Claude Code",
   "summary": "Install the Jev Harness plugin and have Claude Code draft a Jev decision harness for your task.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/tianyucodings-jevharness/draft-task-harness-in-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tianyucodings-jevharness--draft-task-harness-in-claude-code.json"
  },
  {
   "id": "tianyucodings-jevharness--inspect-pokemon-archive-locally",
   "repo": "TianyuCodings/JevHarness",
   "title": "Inspect the Pokémon harness archive locally",
   "summary": "Run the bundled Pokémon example viewer to review decisions without making any model requests.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/tianyucodings-jevharness/inspect-pokemon-archive-locally/",
   "json": "https://dedupedai.com/use-cases/u/tianyucodings-jevharness/inspect-pokemon-archive-locally.json",
   "md": "https://dedupedai.com/use-cases/tianyucodings-jevharness/inspect-pokemon-archive-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tianyucodings-jevharness--inspect-pokemon-archive-locally.json"
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  {
   "id": "tianyucodings-jevharness--install-jev-harness-skill-in-codex",
   "repo": "TianyuCodings/JevHarness",
   "title": "Install the Jev Harness skill in Codex",
   "summary": "Add the jev-harness skill to Codex and use it to plan a harness for your task.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/tianyucodings-jevharness--install-jev-harness-skill-in-codex.json"
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  {
   "id": "tianyucodings-jevharness--optimize-harness-with-reliable-rewards",
   "repo": "TianyuCodings/JevHarness",
   "title": "Improve a harness with reliable rewards and reflection",
   "summary": "Use reward-based evaluation and GEPA reflection to evolve a harness from full execution traces.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "md": "https://dedupedai.com/use-cases/tianyucodings-jevharness/optimize-harness-with-reliable-rewards/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tianyucodings-jevharness--optimize-harness-with-reliable-rewards.json"
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   "id": "tigerless-labs-agent-memory--share-decisions-between-claude-code-and-codex",
   "repo": "tigerless-labs/agent-memory",
   "title": "Share one memory of decisions across Claude Code and Codex",
   "summary": "Let Claude Code and Codex read and write the same store so past decisions carry into new sessions.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/tigerless-labs-agent-memory/share-decisions-between-claude-code-and-codex/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-agent-memory--share-decisions-between-claude-code-and-codex.json"
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   "id": "tigerless-labs-agent-memory--recover-why-a-past-decision-was-made",
   "repo": "tigerless-labs/agent-memory",
   "title": "Recover why a past decision was made and what it said then",
   "summary": "Pull the reasoning behind an old choice and check what the memory said on a given date.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "md": "https://dedupedai.com/use-cases/tigerless-labs-agent-memory/recover-why-a-past-decision-was-made/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-agent-memory--recover-why-a-past-decision-was-made.json"
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   "id": "tigerless-labs-agent-memory--correct-a-stale-memory-without-losing-history",
   "repo": "tigerless-labs/agent-memory",
   "title": "Correct a stale memory without losing its history",
   "summary": "Update or replace a wrong memory while keeping the old version for lookup.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "md": "https://dedupedai.com/use-cases/tigerless-labs-agent-memory/correct-a-stale-memory-without-losing-history/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-agent-memory--correct-a-stale-memory-without-losing-history.json"
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   "id": "tigerless-labs-agent-memory--rebuild-memory-index-from-plain-files",
   "repo": "tigerless-labs/agent-memory",
   "title": "Rebuild a broken memory index from the Markdown files",
   "summary": "Delete the rebuildable index cache and regenerate it without losing any memory.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/tigerless-labs-agent-memory/rebuild-memory-index-from-plain-files/",
   "json": "https://dedupedai.com/use-cases/u/tigerless-labs-agent-memory/rebuild-memory-index-from-plain-files.json",
   "md": "https://dedupedai.com/use-cases/tigerless-labs-agent-memory/rebuild-memory-index-from-plain-files/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-agent-memory--rebuild-memory-index-from-plain-files.json"
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  {
   "id": "tigerless-labs-agent-memory--review-overnight-consolidation-runs",
   "repo": "tigerless-labs/agent-memory",
   "title": "Review what the sleep-time pass changed and proposed",
   "summary": "Check the dream report and dream status to see what consolidation added, updated, or proposed to delete.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
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   "json": "https://dedupedai.com/use-cases/u/tigerless-labs-agent-memory/review-overnight-consolidation-runs.json",
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   "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-agent-memory--review-overnight-consolidation-runs.json"
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   "id": "tigerless-labs-seo-ops--check-live-site-seo-foundation",
   "repo": "tigerless-labs/seo-ops",
   "title": "Check a live site's SEO foundation in one run",
   "summary": "Give the agent a URL and get a crawler's-eye pass/fail report on 26 structural SEO checks.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "json": "https://dedupedai.com/use-cases/u/tigerless-labs-seo-ops/check-live-site-seo-foundation.json",
   "md": "https://dedupedai.com/use-cases/tigerless-labs-seo-ops/check-live-site-seo-foundation/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-seo-ops--check-live-site-seo-foundation.json"
  },
  {
   "id": "tigerless-labs-seo-ops--prioritize-seo-fixes-by-p0-p1-p2",
   "repo": "tigerless-labs/seo-ops",
   "title": "Turn red SEO items into a P0, P1, P2 fix list",
   "summary": "Have the agent explain each failed check and rank the fixes so the team knows what to do first.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/tigerless-labs-seo-ops/prioritize-seo-fixes-by-p0-p1-p2/",
   "json": "https://dedupedai.com/use-cases/u/tigerless-labs-seo-ops/prioritize-seo-fixes-by-p0-p1-p2.json",
   "md": "https://dedupedai.com/use-cases/tigerless-labs-seo-ops/prioritize-seo-fixes-by-p0-p1-p2/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-seo-ops--prioritize-seo-fixes-by-p0-p1-p2.json"
  },
  {
   "id": "tigerless-labs-seo-ops--audit-framework-agnostic-site-before-launch",
   "repo": "tigerless-labs/seo-ops",
   "title": "Audit a site before launch, regardless of its framework",
   "summary": "Test a React, Vue, Next, WordPress, or static site with the same checks before it goes live.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/tigerless-labs-seo-ops/audit-framework-agnostic-site-before-launch/",
   "json": "https://dedupedai.com/use-cases/u/tigerless-labs-seo-ops/audit-framework-agnostic-site-before-launch.json",
   "md": "https://dedupedai.com/use-cases/tigerless-labs-seo-ops/audit-framework-agnostic-site-before-launch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-seo-ops--audit-framework-agnostic-site-before-launch.json"
  },
  {
   "id": "tigerless-labs-seo-ops--brief-content-team-on-seo-inputs",
   "repo": "tigerless-labs/seo-ops",
   "title": "Brief the content team on the inputs SEO needs",
   "summary": "Use the T checklist to tell writers and designers which titles, descriptions, and alt text SEO depends on.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/tigerless-labs-seo-ops/brief-content-team-on-seo-inputs/",
   "json": "https://dedupedai.com/use-cases/u/tigerless-labs-seo-ops/brief-content-team-on-seo-inputs.json",
   "md": "https://dedupedai.com/use-cases/tigerless-labs-seo-ops/brief-content-team-on-seo-inputs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-seo-ops--brief-content-team-on-seo-inputs.json"
  },
  {
   "id": "timelovercc-mojito--self-host-daily-planner",
   "repo": "TimeLovercc/mojito",
   "title": "Host a private daily planner you own",
   "summary": "Run Mojito on your own server to get Today, plans, notes, feed and chat in one place.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/timelovercc-mojito/self-host-daily-planner/",
   "json": "https://dedupedai.com/use-cases/u/timelovercc-mojito/self-host-daily-planner.json",
   "md": "https://dedupedai.com/use-cases/timelovercc-mojito/self-host-daily-planner/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/timelovercc-mojito--self-host-daily-planner.json"
  },
  {
   "id": "timelovercc-mojito--ship-app-change-from-chat",
   "repo": "TimeLovercc/mojito",
   "title": "Ask for an app change in chat and get it shipped",
   "summary": "Describe a small fix or feature in chat and let the Claude Code loop ship it to your devices.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/timelovercc-mojito/ship-app-change-from-chat/",
   "json": "https://dedupedai.com/use-cases/u/timelovercc-mojito/ship-app-change-from-chat.json",
   "md": "https://dedupedai.com/use-cases/timelovercc-mojito/ship-app-change-from-chat/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/timelovercc-mojito--ship-app-change-from-chat.json"
  },
  {
   "id": "timelovercc-mojito--daily-gmail-worth-reading-card",
   "repo": "TimeLovercc/mojito",
   "title": "Get a daily card of the mail worth reading",
   "summary": "Turn your Gmail inbox into one read-only card in your feed every morning.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/timelovercc-mojito/daily-gmail-worth-reading-card/",
   "json": "https://dedupedai.com/use-cases/u/timelovercc-mojito/daily-gmail-worth-reading-card.json",
   "md": "https://dedupedai.com/use-cases/timelovercc-mojito/daily-gmail-worth-reading-card/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/timelovercc-mojito--daily-gmail-worth-reading-card.json"
  },
  {
   "id": "timelovercc-mojito--skip-one-calendar-occurrence",
   "repo": "TimeLovercc/mojito",
   "title": "Skip one Google Calendar event with Undo",
   "summary": "Ask in chat to remove a single recurring meeting from your Google Calendar.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/timelovercc-mojito/skip-one-calendar-occurrence/",
   "json": "https://dedupedai.com/use-cases/u/timelovercc-mojito/skip-one-calendar-occurrence.json",
   "md": "https://dedupedai.com/use-cases/timelovercc-mojito/skip-one-calendar-occurrence/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/timelovercc-mojito--skip-one-calendar-occurrence.json"
  },
  {
   "id": "tokenrhythm-neohorse--serve-neohorse-1-as-local-agent-model",
   "repo": "TokenRhythm/NeoHorse",
   "title": "Serve NeoHorse-1 locally for agent tool calls",
   "summary": "Host NeoHorse-1-4B on your own GPU with vLLM and send it chat requests from a local script.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/tokenrhythm-neohorse/serve-neohorse-1-as-local-agent-model/",
   "json": "https://dedupedai.com/use-cases/u/tokenrhythm-neohorse/serve-neohorse-1-as-local-agent-model.json",
   "md": "https://dedupedai.com/use-cases/tokenrhythm-neohorse/serve-neohorse-1-as-local-agent-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tokenrhythm-neohorse--serve-neohorse-1-as-local-agent-model.json"
  },
  {
   "id": "tokenrhythm-neohorse--route-requests-with-neohorse-jev-decisions",
   "repo": "TokenRhythm/NeoHorse",
   "title": "Route requests with NeoHorse-Jev structured decisions",
   "summary": "Use NeoHorse-Jev-4B to pick an action, check a condition, or assign a rating from app state.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/tokenrhythm-neohorse/route-requests-with-neohorse-jev-decisions/",
   "json": "https://dedupedai.com/use-cases/u/tokenrhythm-neohorse/route-requests-with-neohorse-jev-decisions.json",
   "md": "https://dedupedai.com/use-cases/tokenrhythm-neohorse/route-requests-with-neohorse-jev-decisions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tokenrhythm-neohorse--route-requests-with-neohorse-jev-decisions.json"
  },
  {
   "id": "tokenrhythm-neohorse--run-quantized-neohorse-1-on-small-hardware",
   "repo": "TokenRhythm/NeoHorse",
   "title": "Run a quantized NeoHorse-1 on your own hardware",
   "summary": "Download a GGUF or MLX build of NeoHorse-1 that uses less memory than BF16 weights.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/tokenrhythm-neohorse/run-quantized-neohorse-1-on-small-hardware/",
   "json": "https://dedupedai.com/use-cases/u/tokenrhythm-neohorse/run-quantized-neohorse-1-on-small-hardware.json",
   "md": "https://dedupedai.com/use-cases/tokenrhythm-neohorse/run-quantized-neohorse-1-on-small-hardware/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tokenrhythm-neohorse--run-quantized-neohorse-1-on-small-hardware.json"
  },
  {
   "id": "tokenrhythm-neohorse--rerun-neohorse-1-eval-sampling-protocol",
   "repo": "TokenRhythm/NeoHorse",
   "title": "Rerun NeoHorse-1 with the reported sampling settings",
   "summary": "Serve a NeoHorse-1 checkpoint with the exact SGLang settings listed for the technical report.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/tokenrhythm-neohorse/rerun-neohorse-1-eval-sampling-protocol/",
   "json": "https://dedupedai.com/use-cases/u/tokenrhythm-neohorse/rerun-neohorse-1-eval-sampling-protocol.json",
   "md": "https://dedupedai.com/use-cases/tokenrhythm-neohorse/rerun-neohorse-1-eval-sampling-protocol/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tokenrhythm-neohorse--rerun-neohorse-1-eval-sampling-protocol.json"
  },
  {
   "id": "tony3liu-eido--investigate-bug-and-review-fix",
   "repo": "tony3liu/eido",
   "title": "Investigate a bug and review a proposed fix",
   "summary": "Have Eido's agent explain a bug, propose a small fix, and suggest a check before you accept it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/tony3liu-eido/investigate-bug-and-review-fix/",
   "json": "https://dedupedai.com/use-cases/u/tony3liu-eido/investigate-bug-and-review-fix.json",
   "md": "https://dedupedai.com/use-cases/tony3liu-eido/investigate-bug-and-review-fix/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tony3liu-eido--investigate-bug-and-review-fix.json"
  },
  {
   "id": "tony3liu-eido--resume-interrupted-task-with-context",
   "repo": "tony3liu/eido",
   "title": "Resume an interrupted coding task with its context",
   "summary": "Return to an earlier Eido task with its conversation and review context intact.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/tony3liu-eido/resume-interrupted-task-with-context/",
   "json": "https://dedupedai.com/use-cases/u/tony3liu-eido/resume-interrupted-task-with-context.json",
   "md": "https://dedupedai.com/use-cases/tony3liu-eido/resume-interrupted-task-with-context/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tony3liu-eido--resume-interrupted-task-with-context.json"
  },
  {
   "id": "tony3liu-eido--inspect-web-page-while-coding",
   "repo": "tony3liu/eido",
   "title": "Ask the agent to inspect a web page beside your code",
   "summary": "Have Eido's agent check how a page behaves while you work on the code behind it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "rust",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/tony3liu-eido/inspect-web-page-while-coding/",
   "json": "https://dedupedai.com/use-cases/u/tony3liu-eido/inspect-web-page-while-coding.json",
   "md": "https://dedupedai.com/use-cases/tony3liu-eido/inspect-web-page-while-coding/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tony3liu-eido--inspect-web-page-while-coding.json"
  },
  {
   "id": "toolclub-dsh-agent-team-gui--run-full-stack-delivery-team",
   "repo": "toolclub/dsh-agent-team-gui",
   "title": "Run a planner, engineer, and reviewer team on a small task",
   "summary": "Import the example recipe and have three team members build and test a small app in a scratch project.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/toolclub-dsh-agent-team-gui/run-full-stack-delivery-team/",
   "json": "https://dedupedai.com/use-cases/u/toolclub-dsh-agent-team-gui/run-full-stack-delivery-team.json",
   "md": "https://dedupedai.com/use-cases/toolclub-dsh-agent-team-gui/run-full-stack-delivery-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/toolclub-dsh-agent-team-gui--run-full-stack-delivery-team.json"
  },
  {
   "id": "toolclub-dsh-agent-team-gui--reuse-team-across-projects",
   "repo": "toolclub/dsh-agent-team-gui",
   "title": "Save a team once and reuse it across projects",
   "summary": "Define a planner, implementer, and reviewer with their own models, then select the team per conversation or per project.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/toolclub-dsh-agent-team-gui/reuse-team-across-projects/",
   "json": "https://dedupedai.com/use-cases/u/toolclub-dsh-agent-team-gui/reuse-team-across-projects.json",
   "md": "https://dedupedai.com/use-cases/toolclub-dsh-agent-team-gui/reuse-team-across-projects/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/toolclub-dsh-agent-team-gui--reuse-team-across-projects.json"
  },
  {
   "id": "toolclub-dsh-agent-team-gui--audit-team-token-usage",
   "repo": "toolclub/dsh-agent-team-gui",
   "title": "Check how many Tokens a multi-agent run used",
   "summary": "Read per-run Token buckets and coverage status in Run Center for planner, member, review, and repair usage.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/toolclub-dsh-agent-team-gui/audit-team-token-usage/",
   "json": "https://dedupedai.com/use-cases/u/toolclub-dsh-agent-team-gui/audit-team-token-usage.json",
   "md": "https://dedupedai.com/use-cases/toolclub-dsh-agent-team-gui/audit-team-token-usage/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/toolclub-dsh-agent-team-gui--audit-team-token-usage.json"
  },
  {
   "id": "toolclub-dsh-agent-team-gui--run-long-task-in-background-with-review",
   "repo": "toolclub/dsh-agent-team-gui",
   "title": "Run a long task in the background with a review gate",
   "summary": "Start a long team task that keeps running in the Run Center, with a reviewer and up to two repair rounds.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/toolclub-dsh-agent-team-gui/run-long-task-in-background-with-review/",
   "json": "https://dedupedai.com/use-cases/u/toolclub-dsh-agent-team-gui/run-long-task-in-background-with-review.json",
   "md": "https://dedupedai.com/use-cases/toolclub-dsh-agent-team-gui/run-long-task-in-background-with-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/toolclub-dsh-agent-team-gui--run-long-task-in-background-with-review.json"
  },
  {
   "id": "tornikegomareli-talkify--dictate-into-any-mac-app-with-fn",
   "repo": "tornikegomareli/Talkify",
   "title": "Dictate text into any Mac app by holding fn",
   "summary": "Install Talkify and dictate on-device by holding fn, speaking, and releasing.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/tornikegomareli-talkify/dictate-into-any-mac-app-with-fn/",
   "json": "https://dedupedai.com/use-cases/u/tornikegomareli-talkify/dictate-into-any-mac-app-with-fn.json",
   "md": "https://dedupedai.com/use-cases/tornikegomareli-talkify/dictate-into-any-mac-app-with-fn/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tornikegomareli-talkify--dictate-into-any-mac-app-with-fn.json"
  },
  {
   "id": "tornikegomareli-talkify--transcribe-audio-or-video-file-by-dragging-to-notch",
   "repo": "tornikegomareli/Talkify",
   "title": "Transcribe an audio or video file by dragging it to the notch",
   "summary": "Drop a recording on the notch to get a transcript saved next to the source file.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/tornikegomareli-talkify/transcribe-audio-or-video-file-by-dragging-to-notch/",
   "json": "https://dedupedai.com/use-cases/u/tornikegomareli-talkify/transcribe-audio-or-video-file-by-dragging-to-notch.json",
   "md": "https://dedupedai.com/use-cases/tornikegomareli-talkify/transcribe-audio-or-video-file-by-dragging-to-notch/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tornikegomareli-talkify--transcribe-audio-or-video-file-by-dragging-to-notch.json"
  },
  {
   "id": "tornikegomareli-talkify--dictate-and-translate-into-a-second-language",
   "repo": "tornikegomareli/Talkify",
   "title": "Dictate in English and insert Spanish text by holding right ⌘",
   "summary": "Speak in one language and insert the translation on-device with one shortcut.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "swift",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/tornikegomareli-talkify/dictate-and-translate-into-a-second-language/",
   "json": "https://dedupedai.com/use-cases/u/tornikegomareli-talkify/dictate-and-translate-into-a-second-language.json",
   "md": "https://dedupedai.com/use-cases/tornikegomareli-talkify/dictate-and-translate-into-a-second-language/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/tornikegomareli-talkify--dictate-and-translate-into-a-second-language.json"
  },
  {
   "id": "tornikegomareli-talkify--build-and-test-talkify-from-source",
   "repo": "tornikegomareli/Talkify",
   "title": "Build and test Talkify from source with xcodebuild",
   "summary": "Clone the repo, build the app headless, and run the test suite the way CI does.",
   "category": "Personal productivity",
   "tags": [
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   "repo": "transkatgirl/vibeclaude",
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   "repo": "tt-a1i/simplify-codebase",
   "title": "Audit a whole repo for safe simplification candidates",
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   "id": "tt-a1i-simplify-codebase--investigate-readiness-flags-duplication",
   "repo": "tt-a1i/simplify-codebase",
   "title": "Decide if readiness flags are duplicate state",
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   "id": "tt-a1i-simplify-codebase--review-simplification-pr-findings",
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   "title": "Review and merge simplification findings from a PR",
   "summary": "Check simplification suggestions from a pull request or another agent, keeping the evidence and dropping the rest.",
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   "id": "tt-a1i-simplify-codebase--render-cleanup-map-visual-report",
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   "title": "Generate an interactive Cleanup Map from an audit",
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   "repo": "tudoumashu/ai-memory-skillpack",
   "title": "Give Codex a durable, size-capped memory of your repo",
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   "id": "tudoumashu-ai-memory-skillpack--resume-repo-in-fresh-session",
   "repo": "tudoumashu/ai-memory-skillpack",
   "title": "Resume a repo in a new session from one handoff page",
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   "repo": "tudoumashu/ai-memory-skillpack",
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   "id": "tudoumashu-ai-memory-skillpack--upgrade-memory-keep-your-edits",
   "repo": "tudoumashu/ai-memory-skillpack",
   "title": "Upgrade an older memory install and keep your own edits",
   "summary": "Move a machine to a newer pack while receipt hashes protect edited files.",
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   "repo": "tudoumashu/ai-memory-skillpack",
   "title": "Use one skill source for both Codex and Claude Code",
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   "id": "tugrawork-creator-saas-motion-kit--audit-storyboard-for-repeats",
   "repo": "tugrawork-creator/saas-motion-kit",
   "title": "Catch repeated effects in a promo storyboard",
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   "id": "tugrawork-creator-saas-motion-kit--shortlist-theme-for-tone",
   "repo": "tugrawork-creator/saas-motion-kit",
   "title": "Pick a visual theme for a tone and audience",
   "summary": "Get a shortlist of gallery themes that fit a tone and audience, skipping recent ones.",
   "category": "Content",
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   "id": "tugrawork-creator-saas-motion-kit--break-down-reference-film",
   "repo": "tugrawork-creator/saas-motion-kit",
   "title": "Break a reference film into shots and rhythm notes",
   "summary": "Turn a video you admire into a shot list, rhythm stats and a contact sheet to learn its grammar.",
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   "date": "2026-10-20",
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   "title": "Fail pull requests that repeat storyboard effects",
   "summary": "Set up the variety audit GitHub Action so every storyboard is checked on push and pull request.",
   "category": "Content",
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   "repo": "TypeLLM/TypeLLM",
   "title": "Extract typed fields from receipts into structured data",
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   "repo": "TypeLLM/TypeLLM",
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   "repo": "TypeLLM/TypeLLM",
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   "summary": "Serve Qwen3.8-27B with SGLang and point Type LLM at it so documents never leave your server.",
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   "md": "https://dedupedai.com/use-cases/typellm-typellm/run-typed-extraction-on-your-own-gpu/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/typellm-typellm--run-typed-extraction-on-your-own-gpu.json"
  },
  {
   "id": "uditakhourii-cdaf--stop-agents-rewatching-footage",
   "repo": "UditAkhourii/cdaf",
   "title": "Stop coding agents from re-watching the same footage",
   "summary": "Install the CDAF skill and generate sidecars so Claude Code reads text instead of video.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/uditakhourii-cdaf/stop-agents-rewatching-footage/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-cdaf/stop-agents-rewatching-footage.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-cdaf/stop-agents-rewatching-footage/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-cdaf--stop-agents-rewatching-footage.json"
  },
  {
   "id": "uditakhourii-cdaf--find-b-roll-clips-by-description",
   "repo": "UditAkhourii/cdaf",
   "title": "Find b-roll clips in a library by plain-text search",
   "summary": "Generate sidecars once, then grep .cdaf files to pick cut candidates by description.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/uditakhourii-cdaf/find-b-roll-clips-by-description/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-cdaf/find-b-roll-clips-by-description.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-cdaf/find-b-roll-clips-by-description/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-cdaf--find-b-roll-clips-by-description.json"
  },
  {
   "id": "uditakhourii-cdaf--gate-video-pipelines-on-fresh-sidecars",
   "repo": "UditAkhourii/cdaf",
   "title": "Gate a build or pipeline on fresh video sidecars",
   "summary": "Use Cdaf validate as an exit-code check so stale descriptions never reach downstream steps.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/uditakhourii-cdaf/gate-video-pipelines-on-fresh-sidecars/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-cdaf/gate-video-pipelines-on-fresh-sidecars.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-cdaf/gate-video-pipelines-on-fresh-sidecars/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-cdaf--gate-video-pipelines-on-fresh-sidecars.json"
  },
  {
   "id": "uditakhourii-cdaf--reproduce-sidecar-vs-direct-benchmark",
   "repo": "UditAkhourii/cdaf",
   "title": "Reproduce the sidecar vs direct video benchmark",
   "summary": "Run the repo's synthetic benchmark to check the token and accuracy numbers yourself.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/uditakhourii-cdaf/reproduce-sidecar-vs-direct-benchmark/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-cdaf/reproduce-sidecar-vs-direct-benchmark.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-cdaf/reproduce-sidecar-vs-direct-benchmark/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-cdaf--reproduce-sidecar-vs-direct-benchmark.json"
  },
  {
   "id": "uditakhourii-neuroarxiv--check-arxiv-before-new-architecture",
   "repo": "UditAkhourii/neuroarxiv",
   "title": "Check arXiv prior art before designing a new architecture",
   "summary": "Have Claude Code pull real arXiv papers and return one cited design path before any code is written.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/uditakhourii-neuroarxiv/check-arxiv-before-new-architecture/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-neuroarxiv/check-arxiv-before-new-architecture.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-neuroarxiv/check-arxiv-before-new-architecture/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-neuroarxiv--check-arxiv-before-new-architecture.json"
  },
  {
   "id": "uditakhourii-neuroarxiv--codex-design-review-with-prior-art",
   "repo": "UditAkhourii/neuroarxiv",
   "title": "Review a planned design in Codex against arXiv prior art",
   "summary": "Install NeuroArxiv for Codex CLI and have it check a planned system design before implementation.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/uditakhourii-neuroarxiv/codex-design-review-with-prior-art/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-neuroarxiv/codex-design-review-with-prior-art.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-neuroarxiv/codex-design-review-with-prior-art/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-neuroarxiv--codex-design-review-with-prior-art.json"
  },
  {
   "id": "uditakhourii-neuroarxiv--terminal-prior-art-brief-for-a-hard-problem",
   "repo": "UditAkhourii/neuroarxiv",
   "title": "Get a cited algorithm brief from the terminal",
   "summary": "Run the Neuroarxiv CLI on a hard problem and read one recommended approach with citations.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/uditakhourii-neuroarxiv/terminal-prior-art-brief-for-a-hard-problem/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-neuroarxiv/terminal-prior-art-brief-for-a-hard-problem.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-neuroarxiv/terminal-prior-art-brief-for-a-hard-problem/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-neuroarxiv--terminal-prior-art-brief-for-a-hard-problem.json"
  },
  {
   "id": "uditakhourii-quicksilver--shortlist-files-by-concern",
   "repo": "UditAkhourii/quicksilver",
   "title": "Shortlist the files that handle a concern before Claude reads them",
   "summary": "Ask Jev which files in a big repo match a condition, then give Claude only those paths.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/uditakhourii-quicksilver/shortlist-files-by-concern/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-quicksilver/shortlist-files-by-concern.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-quicksilver/shortlist-files-by-concern/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-quicksilver--shortlist-files-by-concern.json"
  },
  {
   "id": "uditakhourii-quicksilver--triage-long-log-for-failures",
   "repo": "UditAkhourii/quicksilver",
   "title": "Find the real failures in a long log without reading every line",
   "summary": "Have Jev mark which log lines report a failure, then pass Claude the collapsed result.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/uditakhourii-quicksilver/triage-long-log-for-failures/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-quicksilver/triage-long-log-for-failures.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-quicksilver/triage-long-log-for-failures/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-quicksilver--triage-long-log-for-failures.json"
  },
  {
   "id": "uditakhourii-quicksilver--route-bulk-items-by-label",
   "repo": "UditAkhourii/quicksilver",
   "title": "Sort a batch of tickets or issues into labels in one pass",
   "summary": "Send a JSONL file of items to Jev with a closed label set and get back id lists per label.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/uditakhourii-quicksilver/route-bulk-items-by-label/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-quicksilver/route-bulk-items-by-label.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-quicksilver/route-bulk-items-by-label/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-quicksilver--route-bulk-items-by-label.json"
  },
  {
   "id": "uditakhourii-quicksilver--locate-where-feature-lives",
   "repo": "UditAkhourii/quicksilver",
   "title": "Find where a feature lives in a large codebase or file",
   "summary": "Rank files by relevance to a question, or find the lines in a huge file that match it.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/uditakhourii-quicksilver/locate-where-feature-lives/",
   "json": "https://dedupedai.com/use-cases/u/uditakhourii-quicksilver/locate-where-feature-lives.json",
   "md": "https://dedupedai.com/use-cases/uditakhourii-quicksilver/locate-where-feature-lives/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uditakhourii-quicksilver--locate-where-feature-lives.json"
  },
  {
   "id": "ueboxai-uebox--drive-unreal-editor-from-external-agent",
   "repo": "ueboxai/uebox",
   "title": "Let Codex or Claude Code edit an Unreal project via MCP",
   "summary": "Connect an external coding agent to a running Unreal Editor so it can call engine tools.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ueboxai-uebox/drive-unreal-editor-from-external-agent/",
   "json": "https://dedupedai.com/use-cases/u/ueboxai-uebox/drive-unreal-editor-from-external-agent.json",
   "md": "https://dedupedai.com/use-cases/ueboxai-uebox/drive-unreal-editor-from-external-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ueboxai-uebox--drive-unreal-editor-from-external-agent.json"
  },
  {
   "id": "ueboxai-uebox--ask-questions-about-unreal-level",
   "repo": "ueboxai/uebox",
   "title": "Ask an AI chat questions about an Unreal level",
   "summary": "Use the built-in chat to query a level, such as counting lights, without writing code.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/ueboxai-uebox/ask-questions-about-unreal-level/",
   "json": "https://dedupedai.com/use-cases/u/ueboxai-uebox/ask-questions-about-unreal-level.json",
   "md": "https://dedupedai.com/use-cases/ueboxai-uebox/ask-questions-about-unreal-level/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ueboxai-uebox--ask-questions-about-unreal-level.json"
  },
  {
   "id": "ueboxai-uebox--fix-blueprint-and-cpp-compile-errors",
   "repo": "ueboxai/uebox",
   "title": "Fix Blueprint and C++ compile errors with a goal checklist",
   "summary": "Run goal mode to repair compile errors and verify each requirement in the project.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ueboxai-uebox/fix-blueprint-and-cpp-compile-errors/",
   "json": "https://dedupedai.com/use-cases/u/ueboxai-uebox/fix-blueprint-and-cpp-compile-errors.json",
   "md": "https://dedupedai.com/use-cases/ueboxai-uebox/fix-blueprint-and-cpp-compile-errors/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ueboxai-uebox--fix-blueprint-and-cpp-compile-errors.json"
  },
  {
   "id": "ueboxai-uebox--run-uebox-checks-from-script-or-ci",
   "repo": "ueboxai/uebox",
   "title": "Call UE Box tools from a script or CI job",
   "summary": "Use the Uebox command line to ask a question or call one engine tool from automation.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/ueboxai-uebox/run-uebox-checks-from-script-or-ci/",
   "json": "https://dedupedai.com/use-cases/u/ueboxai-uebox/run-uebox-checks-from-script-or-ci.json",
   "md": "https://dedupedai.com/use-cases/ueboxai-uebox/run-uebox-checks-from-script-or-ci/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ueboxai-uebox--run-uebox-checks-from-script-or-ci.json"
  },
  {
   "id": "ufo-ai-ufo-core--self-host-team-agent-on-one-machine",
   "repo": "ufo-ai/ufo-core",
   "title": "Run a shared team agent server on one machine",
   "summary": "Install UFO on SQLite and local files so a small team can chat with agents on its own hardware.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/self-host-team-agent-on-one-machine/",
   "json": "https://dedupedai.com/use-cases/u/ufo-ai-ufo-core/self-host-team-agent-on-one-machine.json",
   "md": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/self-host-team-agent-on-one-machine/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ufo-ai-ufo-core--self-host-team-agent-on-one-machine.json"
  },
  {
   "id": "ufo-ai-ufo-core--hand-coding-task-to-hosted-sandbox",
   "repo": "ufo-ai/ufo-core",
   "title": "Hand a task to an agent in a hosted sandbox",
   "summary": "Give an agent a task from the terminal that keeps running in a sandbox after the client exits.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/hand-coding-task-to-hosted-sandbox/",
   "json": "https://dedupedai.com/use-cases/u/ufo-ai-ufo-core/hand-coding-task-to-hosted-sandbox.json",
   "md": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/hand-coding-task-to-hosted-sandbox/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ufo-ai-ufo-core--hand-coding-task-to-hosted-sandbox.json"
  },
  {
   "id": "ufo-ai-ufo-core--run-team-server-on-postgres",
   "repo": "ufo-ai/ufo-core",
   "title": "Move a team UFO server onto Postgres",
   "summary": "Point the server at a local Postgres database before creating the workspace.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/run-team-server-on-postgres/",
   "json": "https://dedupedai.com/use-cases/u/ufo-ai-ufo-core/run-team-server-on-postgres.json",
   "md": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/run-team-server-on-postgres/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ufo-ai-ufo-core--run-team-server-on-postgres.json"
  },
  {
   "id": "ufo-ai-ufo-core--publish-agent-built-site-on-subdomain",
   "repo": "ufo-ai/ufo-core",
   "title": "Serve an agent-built site on a local subdomain",
   "summary": "Run the ingress so sites that agents build are reachable on ufo.localhost subdomains.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/publish-agent-built-site-on-subdomain/",
   "json": "https://dedupedai.com/use-cases/u/ufo-ai-ufo-core/publish-agent-built-site-on-subdomain.json",
   "md": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/publish-agent-built-site-on-subdomain/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ufo-ai-ufo-core--publish-agent-built-site-on-subdomain.json"
  },
  {
   "id": "ufo-ai-ufo-core--inspect-agent-turns-in-debugger",
   "repo": "ufo-ai/ufo-core",
   "title": "Read agent turns and memory in a browser debugger",
   "summary": "Open turns, steps, transcripts, and memory in a browser to see what an agent did.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/inspect-agent-turns-in-debugger/",
   "json": "https://dedupedai.com/use-cases/u/ufo-ai-ufo-core/inspect-agent-turns-in-debugger.json",
   "md": "https://dedupedai.com/use-cases/ufo-ai-ufo-core/inspect-agent-turns-in-debugger/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ufo-ai-ufo-core--inspect-agent-turns-in-debugger.json"
  },
  {
   "id": "ukanwat-overtime--keep-ci-and-dependency-prs-green",
   "repo": "ukanwat/overtime",
   "title": "Keep CI and dependency PRs green while you work",
   "summary": "A repo-keeper agent watches CI and dependency PRs, fixes what breaks, and asks before anything ships.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/ukanwat-overtime/keep-ci-and-dependency-prs-green/",
   "json": "https://dedupedai.com/use-cases/u/ukanwat-overtime/keep-ci-and-dependency-prs-green.json",
   "md": "https://dedupedai.com/use-cases/ukanwat-overtime/keep-ci-and-dependency-prs-green/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/ukanwat-overtime--keep-ci-and-dependency-prs-green.json"
  },
  {
   "id": "ukanwat-overtime--review-every-pr-as-it-opens",
   "repo": "ukanwat/overtime",
   "title": "Review each PR as it opens, worst findings first",
   "summary": "A reviewer agent reads each new PR, splits large ones across helpers, and lists findings worst first.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "api": "https://dedupedai.com/api/v1/usecases/uzairansaruzi-p3-stack--fan-out-work-to-worktree-workers.json"
  },
  {
   "id": "uzairansaruzi-p3-stack--wake-thread-on-pr-activity",
   "repo": "uzairansaruzi/p3-stack",
   "title": "Get a thread woken when a PR checks, comments, or conflicts",
   "summary": "Watch an open pull request so the agent reacts to CI results and review comments.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "shell",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/uzairansaruzi-p3-stack/wake-thread-on-pr-activity.json",
   "md": "https://dedupedai.com/use-cases/uzairansaruzi-p3-stack/wake-thread-on-pr-activity/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uzairansaruzi-p3-stack--wake-thread-on-pr-activity.json"
  },
  {
   "id": "uzairansaruzi-p3-stack--schedule-recurring-repo-audits",
   "repo": "uzairansaruzi/p3-stack",
   "title": "Run audits on a schedule when no turn is active",
   "summary": "Schedule repeated audit or overnight runs that fire without an open conversation.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/uzairansaruzi-p3-stack/schedule-recurring-repo-audits/",
   "json": "https://dedupedai.com/use-cases/u/uzairansaruzi-p3-stack/schedule-recurring-repo-audits.json",
   "md": "https://dedupedai.com/use-cases/uzairansaruzi-p3-stack/schedule-recurring-repo-audits/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uzairansaruzi-p3-stack--schedule-recurring-repo-audits.json"
  },
  {
   "id": "uzairansaruzi-p3-stack--recall-prior-thread-context",
   "repo": "uzairansaruzi/p3-stack",
   "title": "Pull context from earlier threads instead of re-explaining",
   "summary": "Search and read past T3 threads to recover decisions and code history.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "shell",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/uzairansaruzi-p3-stack/recall-prior-thread-context/",
   "json": "https://dedupedai.com/use-cases/u/uzairansaruzi-p3-stack/recall-prior-thread-context.json",
   "md": "https://dedupedai.com/use-cases/uzairansaruzi-p3-stack/recall-prior-thread-context/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/uzairansaruzi-p3-stack--recall-prior-thread-context.json"
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  {
   "id": "v1ki-dsh-plugin-subscriptions--run-dsh-sessions-on-chatgpt-subscription",
   "repo": "V1ki/dsh-plugin-subscriptions",
   "title": "Run DSH sessions on a ChatGPT subscription",
   "summary": "Log in to Codex once in the DSH web UI and pick its live models in any session without an API key.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/v1ki-dsh-plugin-subscriptions/run-dsh-sessions-on-chatgpt-subscription/",
   "json": "https://dedupedai.com/use-cases/u/v1ki-dsh-plugin-subscriptions/run-dsh-sessions-on-chatgpt-subscription.json",
   "md": "https://dedupedai.com/use-cases/v1ki-dsh-plugin-subscriptions/run-dsh-sessions-on-chatgpt-subscription/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/v1ki-dsh-plugin-subscriptions--run-dsh-sessions-on-chatgpt-subscription.json"
  },
  {
   "id": "v1ki-dsh-plugin-subscriptions--generate-and-edit-images-with-subscription-accounts",
   "repo": "V1ki/dsh-plugin-subscriptions",
   "title": "Generate and edit images with GPT or Grok",
   "summary": "Have a DSH agent create or edit images through the image_generate tool using a ChatGPT or Grok subscription.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/v1ki-dsh-plugin-subscriptions/generate-and-edit-images-with-subscription-accounts/",
   "json": "https://dedupedai.com/use-cases/u/v1ki-dsh-plugin-subscriptions/generate-and-edit-images-with-subscription-accounts.json",
   "md": "https://dedupedai.com/use-cases/v1ki-dsh-plugin-subscriptions/generate-and-edit-images-with-subscription-accounts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/v1ki-dsh-plugin-subscriptions--generate-and-edit-images-with-subscription-accounts.json"
  },
  {
   "id": "v1ki-dsh-plugin-subscriptions--check-subscription-usage-before-long-runs",
   "repo": "V1ki/dsh-plugin-subscriptions",
   "title": "Check subscription usage before a long run",
   "summary": "Read rate-limit windows and reset times in the composer and provider cards before starting heavy work.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/v1ki-dsh-plugin-subscriptions/check-subscription-usage-before-long-runs/",
   "json": "https://dedupedai.com/use-cases/u/v1ki-dsh-plugin-subscriptions/check-subscription-usage-before-long-runs.json",
   "md": "https://dedupedai.com/use-cases/v1ki-dsh-plugin-subscriptions/check-subscription-usage-before-long-runs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/v1ki-dsh-plugin-subscriptions--check-subscription-usage-before-long-runs.json"
  },
  {
   "id": "v1ki-dsh-plugin-subscriptions--rename-subscriptions-and-models-for-a-team",
   "repo": "V1ki/dsh-plugin-subscriptions",
   "title": "Rename subscriptions and models for a shared setup",
   "summary": "Give providers and models clearer display names in the picker without changing their IDs or routing.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/v1ki-dsh-plugin-subscriptions/rename-subscriptions-and-models-for-a-team/",
   "json": "https://dedupedai.com/use-cases/u/v1ki-dsh-plugin-subscriptions/rename-subscriptions-and-models-for-a-team.json",
   "md": "https://dedupedai.com/use-cases/v1ki-dsh-plugin-subscriptions/rename-subscriptions-and-models-for-a-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/v1ki-dsh-plugin-subscriptions--rename-subscriptions-and-models-for-a-team.json"
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   "id": "valentynkit-awesome-jev-typesafe--give-agent-the-jev-list-as-skill",
   "repo": "valentynkit/awesome-jev-typesafe",
   "title": "Give a coding agent the Jev list as a skill",
   "summary": "Install the Awesome Jev list so an agent can look up Jev tools and docs on its own.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/give-agent-the-jev-list-as-skill/",
   "json": "https://dedupedai.com/use-cases/u/valentynkit-awesome-jev-typesafe/give-agent-the-jev-list-as-skill.json",
   "md": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/give-agent-the-jev-list-as-skill/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/valentynkit-awesome-jev-typesafe--give-agent-the-jev-list-as-skill.json"
  },
  {
   "id": "valentynkit-awesome-jev-typesafe--make-first-typed-jev-decision",
   "repo": "valentynkit/awesome-jev-typesafe",
   "title": "Make a first typed Jev decision from Python or TypeScript",
   "summary": "Send one state and a few typed questions to Jev and read back probabilities.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/make-first-typed-jev-decision/",
   "json": "https://dedupedai.com/use-cases/u/valentynkit-awesome-jev-typesafe/make-first-typed-jev-decision.json",
   "md": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/make-first-typed-jev-decision/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/valentynkit-awesome-jev-typesafe--make-first-typed-jev-decision.json"
  },
  {
   "id": "valentynkit-awesome-jev-typesafe--gate-cheap-model-with-jev-check",
   "repo": "valentynkit/awesome-jev-typesafe",
   "title": "Gate a cheap model's answers with a Jev check",
   "summary": "Let a low-cost model answer first and escalate only the answers Jev rejects.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/gate-cheap-model-with-jev-check/",
   "json": "https://dedupedai.com/use-cases/u/valentynkit-awesome-jev-typesafe/gate-cheap-model-with-jev-check.json",
   "md": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/gate-cheap-model-with-jev-check/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/valentynkit-awesome-jev-typesafe--gate-cheap-model-with-jev-check.json"
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  {
   "id": "valentynkit-awesome-jev-typesafe--trim-claude-code-context-with-jev",
   "repo": "valentynkit/awesome-jev-typesafe",
   "title": "Keep a Claude Code session from filling its context",
   "summary": "Use a Jev-based compaction tool to drop stale tool results and keep the rest verbatim.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/trim-claude-code-context-with-jev/",
   "json": "https://dedupedai.com/use-cases/u/valentynkit-awesome-jev-typesafe/trim-claude-code-context-with-jev.json",
   "md": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/trim-claude-code-context-with-jev/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/valentynkit-awesome-jev-typesafe--trim-claude-code-context-with-jev.json"
  },
  {
   "id": "valentynkit-awesome-jev-typesafe--compare-jev-against-chat-model",
   "repo": "valentynkit/awesome-jev-typesafe",
   "title": "Compare Jev against a chat model on the same questions",
   "summary": "Run identical typed questions through Jev and an LLM API to see which fits your task.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/compare-jev-against-chat-model/",
   "json": "https://dedupedai.com/use-cases/u/valentynkit-awesome-jev-typesafe/compare-jev-against-chat-model.json",
   "md": "https://dedupedai.com/use-cases/valentynkit-awesome-jev-typesafe/compare-jev-against-chat-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/valentynkit-awesome-jev-typesafe--compare-jev-against-chat-model.json"
  },
  {
   "id": "vecszn-polystrata--run-claude-code-on-a-local-model",
   "repo": "VecSzn/PolyStrata",
   "title": "Run Claude Code on a local model with no cloud calls",
   "summary": "Point Claude Code at Qwen3.6-35B-A3B on your own PC to edit and test code privately.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vecszn-polystrata/run-claude-code-on-a-local-model/",
   "json": "https://dedupedai.com/use-cases/u/vecszn-polystrata/run-claude-code-on-a-local-model.json",
   "md": "https://dedupedai.com/use-cases/vecszn-polystrata/run-claude-code-on-a-local-model/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vecszn-polystrata--run-claude-code-on-a-local-model.json"
  },
  {
   "id": "vecszn-polystrata--keep-app-and-script-ai-calls-on-your-pc",
   "repo": "VecSzn/PolyStrata",
   "title": "Point existing AI scripts at a private local API",
   "summary": "Redirect scripts written for the OpenAI or Anthropic API to a model on localhost.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vecszn-polystrata/keep-app-and-script-ai-calls-on-your-pc/",
   "json": "https://dedupedai.com/use-cases/u/vecszn-polystrata/keep-app-and-script-ai-calls-on-your-pc.json",
   "md": "https://dedupedai.com/use-cases/vecszn-polystrata/keep-app-and-script-ai-calls-on-your-pc/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vecszn-polystrata--keep-app-and-script-ai-calls-on-your-pc.json"
  },
  {
   "id": "vecszn-polystrata--read-screenshots-and-photos-privately",
   "repo": "VecSzn/PolyStrata",
   "title": "Ask questions about pictures without uploading them",
   "summary": "Send screenshots or photos to a local vision model that reads images on your PC.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vecszn-polystrata/read-screenshots-and-photos-privately/",
   "json": "https://dedupedai.com/use-cases/u/vecszn-polystrata/read-screenshots-and-photos-privately.json",
   "md": "https://dedupedai.com/use-cases/vecszn-polystrata/read-screenshots-and-photos-privately/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vecszn-polystrata--read-screenshots-and-photos-privately.json"
  },
  {
   "id": "vecszn-polystrata--test-which-local-model-fits-your-card",
   "repo": "VecSzn/PolyStrata",
   "title": "Compare local models on your card before you commit",
   "summary": "Switch between installed models on a running server to see which speed and answers suit you.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "c++",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/vecszn-polystrata/test-which-local-model-fits-your-card/",
   "json": "https://dedupedai.com/use-cases/u/vecszn-polystrata/test-which-local-model-fits-your-card.json",
   "md": "https://dedupedai.com/use-cases/vecszn-polystrata/test-which-local-model-fits-your-card/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vecszn-polystrata--test-which-local-model-fits-your-card.json"
  },
  {
   "id": "vectifyai-jev-doc-search--find-answer-page-in-long-report",
   "repo": "VectifyAI/jev-doc-search",
   "title": "Find the page that answers a question in a long PDF",
   "summary": "Searches a 300-page report by tree, then returns the pages that answer your question.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vectifyai-jev-doc-search/find-answer-page-in-long-report/",
   "json": "https://dedupedai.com/use-cases/u/vectifyai-jev-doc-search/find-answer-page-in-long-report.json",
   "md": "https://dedupedai.com/use-cases/vectifyai-jev-doc-search/find-answer-page-in-long-report/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vectifyai-jev-doc-search--find-answer-page-in-long-report.json"
  },
  {
   "id": "vectifyai-jev-doc-search--locate-policy-page-in-short-pdf",
   "repo": "VectifyAI/jev-doc-search",
   "title": "Locate the handbook page that answers an HR question",
   "summary": "Runs flat page search on a short PDF to return the most likely page and its text.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vectifyai-jev-doc-search/locate-policy-page-in-short-pdf/",
   "json": "https://dedupedai.com/use-cases/u/vectifyai-jev-doc-search/locate-policy-page-in-short-pdf.json",
   "md": "https://dedupedai.com/use-cases/vectifyai-jev-doc-search/locate-policy-page-in-short-pdf/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vectifyai-jev-doc-search--locate-policy-page-in-short-pdf.json"
  },
  {
   "id": "vectifyai-jev-doc-search--reuse-indexed-report-for-many-questions",
   "repo": "VectifyAI/jev-doc-search",
   "title": "Ask many questions of one indexed annual report",
   "summary": "Uploads a report once, then reuses its doc_id to answer each new question.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vectifyai-jev-doc-search/reuse-indexed-report-for-many-questions/",
   "json": "https://dedupedai.com/use-cases/u/vectifyai-jev-doc-search/reuse-indexed-report-for-many-questions.json",
   "md": "https://dedupedai.com/use-cases/vectifyai-jev-doc-search/reuse-indexed-report-for-many-questions/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vectifyai-jev-doc-search--reuse-indexed-report-for-many-questions.json"
  },
  {
   "id": "veedstudio-open-edit--caption-video-locally-with-whisperx",
   "repo": "veedstudio/open-edit",
   "title": "Caption a video locally with WhisperX at no cost",
   "summary": "Transcribe a video offline with WhisperX and get a transcript.json for captioning.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/veedstudio-open-edit/caption-video-locally-with-whisperx/",
   "json": "https://dedupedai.com/use-cases/u/veedstudio-open-edit/caption-video-locally-with-whisperx.json",
   "md": "https://dedupedai.com/use-cases/veedstudio-open-edit/caption-video-locally-with-whisperx/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/veedstudio-open-edit--caption-video-locally-with-whisperx.json"
  },
  {
   "id": "veedstudio-open-edit--hand-finished-edit-to-veed-editor",
   "repo": "veedstudio/open-edit",
   "title": "Send a finished edit to VEED's editor as a project",
   "summary": "Turn a finished plan into a VEED project a person can edit further, then pull it back.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/veedstudio-open-edit/hand-finished-edit-to-veed-editor/",
   "json": "https://dedupedai.com/use-cases/u/veedstudio-open-edit/hand-finished-edit-to-veed-editor.json",
   "md": "https://dedupedai.com/use-cases/veedstudio-open-edit/hand-finished-edit-to-veed-editor/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/veedstudio-open-edit--hand-finished-edit-to-veed-editor.json"
  },
  {
   "id": "veedstudio-open-edit--render-html-motion-graphics-to-video",
   "repo": "veedstudio/open-edit",
   "title": "Render an HTML motion graphic to a frame-exact video",
   "summary": "Turn an HTML page with animations into a silent H.264 video, frame by frame.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/veedstudio-open-edit/render-html-motion-graphics-to-video/",
   "json": "https://dedupedai.com/use-cases/u/veedstudio-open-edit/render-html-motion-graphics-to-video.json",
   "md": "https://dedupedai.com/use-cases/veedstudio-open-edit/render-html-motion-graphics-to-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/veedstudio-open-edit--render-html-motion-graphics-to-video.json"
  },
  {
   "id": "veedstudio-open-edit--cut-silences-and-keep-captions-in-sync",
   "repo": "veedstudio/open-edit",
   "title": "Cut dead air and keep existing captions in sync",
   "summary": "Find speech ranges, apply a cut list in one encode, and retime the transcript to match.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/veedstudio-open-edit/cut-silences-and-keep-captions-in-sync/",
   "json": "https://dedupedai.com/use-cases/u/veedstudio-open-edit/cut-silences-and-keep-captions-in-sync.json",
   "md": "https://dedupedai.com/use-cases/veedstudio-open-edit/cut-silences-and-keep-captions-in-sync/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/veedstudio-open-edit--cut-silences-and-keep-captions-in-sync.json"
  },
  {
   "id": "veedstudio-open-edit--mix-narration-music-and-effects-to-final-video",
   "repo": "veedstudio/open-edit",
   "title": "Mix narration, music, and effects into one finished video",
   "summary": "Build one loudness-levelled audio track from many pieces and mux it onto a render.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/veedstudio-open-edit/mix-narration-music-and-effects-to-final-video/",
   "json": "https://dedupedai.com/use-cases/u/veedstudio-open-edit/mix-narration-music-and-effects-to-final-video.json",
   "md": "https://dedupedai.com/use-cases/veedstudio-open-edit/mix-narration-music-and-effects-to-final-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/veedstudio-open-edit--mix-narration-music-and-effects-to-final-video.json"
  },
  {
   "id": "vercel-labs-eve-software-factory-template--label-issue-for-draft-pr",
   "repo": "vercel-labs/eve-software-factory-template",
   "title": "Turn a labeled GitHub issue into a reviewed draft PR",
   "summary": "Label an issue factory and get a reviewed draft pull request to review and merge.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vercel-labs-eve-software-factory-template/label-issue-for-draft-pr/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-eve-software-factory-template/label-issue-for-draft-pr.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-eve-software-factory-template/label-issue-for-draft-pr/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-eve-software-factory-template--label-issue-for-draft-pr.json"
  },
  {
   "id": "vercel-labs-eve-software-factory-template--hand-task-to-factory-locally",
   "repo": "vercel-labs/eve-software-factory-template",
   "title": "Run a factory task from your machine with the dev TUI",
   "summary": "Give the factory a task from your terminal and approve changes before they reach GitHub.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vercel-labs-eve-software-factory-template/hand-task-to-factory-locally/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-eve-software-factory-template/hand-task-to-factory-locally.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-eve-software-factory-template/hand-task-to-factory-locally/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-eve-software-factory-template--hand-task-to-factory-locally.json"
  },
  {
   "id": "vercel-labs-eve-software-factory-template--delegate-linear-task-to-factory",
   "repo": "vercel-labs/eve-software-factory-template",
   "title": "Delegate a Linear task to the factory and track it in Linear",
   "summary": "Assign a Linear task to the factory and follow its progress inside Linear.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vercel-labs-eve-software-factory-template/delegate-linear-task-to-factory/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-eve-software-factory-template/delegate-linear-task-to-factory.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-eve-software-factory-template/delegate-linear-task-to-factory/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-eve-software-factory-template--delegate-linear-task-to-factory.json"
  },
  {
   "id": "vercel-labs-eve-software-factory-template--auto-fix-red-ci-on-factory-prs",
   "repo": "vercel-labs/eve-software-factory-template",
   "title": "Have the factory fix red CI on its own draft PRs",
   "summary": "Let Foreman diagnose a failing check on a factory PR and push the fix to its own branch.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/vercel-labs-eve-software-factory-template/auto-fix-red-ci-on-factory-prs/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-eve-software-factory-template/auto-fix-red-ci-on-factory-prs.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-eve-software-factory-template/auto-fix-red-ci-on-factory-prs/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-eve-software-factory-template--auto-fix-red-ci-on-factory-prs.json"
  },
  {
   "id": "vercel-labs-marketing-team-eve-template--draft-launch-social-posts",
   "repo": "vercel-labs/marketing-team-eve-template",
   "title": "Draft launch announcement posts for every social channel",
   "summary": "Ask the team lead for launch posts and get X, LinkedIn, and Bluesky drafts waiting in Typefully.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vercel-labs-marketing-team-eve-template/draft-launch-social-posts/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-marketing-team-eve-template/draft-launch-social-posts.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-marketing-team-eve-template/draft-launch-social-posts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-marketing-team-eve-template--draft-launch-social-posts.json"
  },
  {
   "id": "vercel-labs-marketing-team-eve-template--write-blog-post-into-notion",
   "repo": "vercel-labs/marketing-team-eve-template",
   "title": "Write a long-form blog post and get a Notion page link",
   "summary": "Have the content marketer draft a blog post or landing page and return a Notion page to edit.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vercel-labs-marketing-team-eve-template/write-blog-post-into-notion/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-marketing-team-eve-template/write-blog-post-into-notion.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-marketing-team-eve-template/write-blog-post-into-notion/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-marketing-team-eve-template--write-blog-post-into-notion.json"
  },
  {
   "id": "vercel-labs-marketing-team-eve-template--audit-page-seo-with-recommendations",
   "repo": "vercel-labs/marketing-team-eve-template",
   "title": "Audit a page's SEO and get a ranked fix list",
   "summary": "Ask the SEO specialist to review a page for structure, internal links, and schema and return recommendations.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vercel-labs-marketing-team-eve-template/audit-page-seo-with-recommendations/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-marketing-team-eve-template/audit-page-seo-with-recommendations.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-marketing-team-eve-template/audit-page-seo-with-recommendations/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-marketing-team-eve-template--audit-page-seo-with-recommendations.json"
  },
  {
   "id": "vercel-labs-marketing-team-eve-template--send-email-campaign-with-approval",
   "repo": "vercel-labs/marketing-team-eve-template",
   "title": "Build and send an email campaign after approving each step",
   "summary": "Have the email specialist turn copy into a Resend campaign and send it only after you approve.",
   "category": "Sales and marketing",
   "tags": [
    "Sales and marketing"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/vercel-labs-marketing-team-eve-template/send-email-campaign-with-approval/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-marketing-team-eve-template/send-email-campaign-with-approval.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-marketing-team-eve-template/send-email-campaign-with-approval/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-marketing-team-eve-template--send-email-campaign-with-approval.json"
  },
  {
   "id": "vercel-labs-skills--install-skill-for-claude-code",
   "repo": "vercel-labs/skills",
   "title": "Install a skill into a project for Claude Code",
   "summary": "Add a published agent skill to one project so Claude Code can follow its instructions.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vercel-labs-skills/install-skill-for-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-skills/install-skill-for-claude-code.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-skills/install-skill-for-claude-code/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-skills--install-skill-for-claude-code.json"
  },
  {
   "id": "vercel-labs-skills--try-skill-without-installing",
   "repo": "vercel-labs/skills",
   "title": "Try an agent skill without installing it",
   "summary": "Generate a skill prompt or launch a supported agent with a skill for a one-time run.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vercel-labs-skills/try-skill-without-installing/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-skills/try-skill-without-installing.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-skills/try-skill-without-installing/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-skills--try-skill-without-installing.json"
  },
  {
   "id": "vercel-labs-skills--keep-installed-skills-current",
   "repo": "vercel-labs/skills",
   "title": "Keep installed agent Skills up to date",
   "summary": "Check for newer versions of installed Skills, update them, or remove the ones you no longer use.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vercel-labs-skills/keep-installed-skills-current/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-skills/keep-installed-skills-current.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-skills/keep-installed-skills-current/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-skills--keep-installed-skills-current.json"
  },
  {
   "id": "vercel-labs-skills--write-and-share-new-skill",
   "repo": "vercel-labs/skills",
   "title": "Write and share a new agent skill",
   "summary": "Generate a skill template and edit its SKILL.md with instructions for your agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/vercel-labs-skills/write-and-share-new-skill/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-skills/write-and-share-new-skill.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-skills/write-and-share-new-skill/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-skills--write-and-share-new-skill.json"
  },
  {
   "id": "vercel-labs-skills--sync-skills-from-npm-packages",
   "repo": "vercel-labs/skills",
   "title": "Sync Skills bundled in npm packages (experimental)",
   "summary": "Link Skills that ship inside npm dependencies into your project so they update with the package.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/vercel-labs-skills/sync-skills-from-npm-packages/",
   "json": "https://dedupedai.com/use-cases/u/vercel-labs-skills/sync-skills-from-npm-packages.json",
   "md": "https://dedupedai.com/use-cases/vercel-labs-skills/sync-skills-from-npm-packages/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vercel-labs-skills--sync-skills-from-npm-packages.json"
  },
  {
   "id": "vibeinging-dsh-desktop--run-dsh-desktop-workspace",
   "repo": "vibeinging/dsh-desktop",
   "title": "Run DSH sessions, files and Git in one desktop app",
   "summary": "Install the packaged DSH Desktop app and work on sessions, files, Git, and terminal from one window.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vibeinging-dsh-desktop/run-dsh-desktop-workspace/",
   "json": "https://dedupedai.com/use-cases/u/vibeinging-dsh-desktop/run-dsh-desktop-workspace.json",
   "md": "https://dedupedai.com/use-cases/vibeinging-dsh-desktop/run-dsh-desktop-workspace/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vibeinging-dsh-desktop--run-dsh-desktop-workspace.json"
  },
  {
   "id": "vibeinging-dsh-desktop--coordinate-session-windows-as-a-team",
   "repo": "vibeinging/dsh-desktop",
   "title": "Coordinate several DSH session windows as one team",
   "summary": "Route tasks between DSH session windows and let one window act as team lead.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vibeinging-dsh-desktop/coordinate-session-windows-as-a-team/",
   "json": "https://dedupedai.com/use-cases/u/vibeinging-dsh-desktop/coordinate-session-windows-as-a-team.json",
   "md": "https://dedupedai.com/use-cases/vibeinging-dsh-desktop/coordinate-session-windows-as-a-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vibeinging-dsh-desktop--coordinate-session-windows-as-a-team.json"
  },
  {
   "id": "vibeinging-dsh-desktop--continue-dsh-session-from-phone",
   "repo": "vibeinging/dsh-desktop",
   "title": "Continue a DSH session from a phone or browser",
   "summary": "Enable remote access on your computer and keep the same session open from Remote Web or Android.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vibeinging-dsh-desktop/continue-dsh-session-from-phone/",
   "json": "https://dedupedai.com/use-cases/u/vibeinging-dsh-desktop/continue-dsh-session-from-phone.json",
   "md": "https://dedupedai.com/use-cases/vibeinging-dsh-desktop/continue-dsh-session-from-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vibeinging-dsh-desktop--continue-dsh-session-from-phone.json"
  },
  {
   "id": "vibeinging-dsh-desktop--build-dsh-desktop-from-source",
   "repo": "vibeinging/dsh-desktop",
   "title": "Build and run DSH Desktop from source",
   "summary": "Clone the repository, install dependencies, run the diagnostics, and start the Electron app locally.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/vibeinging-dsh-desktop/build-dsh-desktop-from-source/",
   "json": "https://dedupedai.com/use-cases/u/vibeinging-dsh-desktop/build-dsh-desktop-from-source.json",
   "md": "https://dedupedai.com/use-cases/vibeinging-dsh-desktop/build-dsh-desktop-from-source/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vibeinging-dsh-desktop--build-dsh-desktop-from-source.json"
  },
  {
   "id": "vicoa-ai-vicoa--run-parallel-coding-agents-on-one-repo",
   "repo": "vicoa-ai/vicoa",
   "title": "Run several coding agents on one repo at once",
   "summary": "Start multiple agents on separate git worktrees so they can edit the same project without conflicts.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vicoa-ai-vicoa/run-parallel-coding-agents-on-one-repo/",
   "json": "https://dedupedai.com/use-cases/u/vicoa-ai-vicoa/run-parallel-coding-agents-on-one-repo.json",
   "md": "https://dedupedai.com/use-cases/vicoa-ai-vicoa/run-parallel-coding-agents-on-one-repo/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vicoa-ai-vicoa--run-parallel-coding-agents-on-one-repo.json"
  },
  {
   "id": "vicoa-ai-vicoa--steer-agent-sessions-from-phone",
   "repo": "vicoa-ai/vicoa",
   "title": "Check and prompt running agents from your phone",
   "summary": "Start a session on your laptop, then follow and prompt it from the Vicoa mobile app.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vicoa-ai-vicoa/steer-agent-sessions-from-phone/",
   "json": "https://dedupedai.com/use-cases/u/vicoa-ai-vicoa/steer-agent-sessions-from-phone.json",
   "md": "https://dedupedai.com/use-cases/vicoa-ai-vicoa/steer-agent-sessions-from-phone/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vicoa-ai-vicoa--steer-agent-sessions-from-phone.json"
  },
  {
   "id": "vicoa-ai-vicoa--run-agents-on-a-remote-server-or-vps",
   "repo": "vicoa-ai/vicoa",
   "title": "Run coding agents on a VPS or remote server",
   "summary": "Connect a remote Linux machine so agents run there while you start them from your desktop or phone.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vicoa-ai-vicoa/run-agents-on-a-remote-server-or-vps/",
   "json": "https://dedupedai.com/use-cases/u/vicoa-ai-vicoa/run-agents-on-a-remote-server-or-vps.json",
   "md": "https://dedupedai.com/use-cases/vicoa-ai-vicoa/run-agents-on-a-remote-server-or-vps/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vicoa-ai-vicoa--run-agents-on-a-remote-server-or-vps.json"
  },
  {
   "id": "vicoa-ai-vicoa--self-host-the-vicoa-stack",
   "repo": "vicoa-ai/vicoa",
   "title": "Self-host the full Vicoa stack with Docker",
   "summary": "Run the Vicoa backend, web app, and database on your own infrastructure using Docker.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/vicoa-ai-vicoa/self-host-the-vicoa-stack/",
   "json": "https://dedupedai.com/use-cases/u/vicoa-ai-vicoa/self-host-the-vicoa-stack.json",
   "md": "https://dedupedai.com/use-cases/vicoa-ai-vicoa/self-host-the-vicoa-stack/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vicoa-ai-vicoa--self-host-the-vicoa-stack.json"
  },
  {
   "id": "viettranx-3dviz-pro-max--build-explorable-3d-scene-from-idea",
   "repo": "viettranx/3dviz-pro-max",
   "title": "Build an explorable 3D scene from a one-line idea",
   "summary": "Turn a short creative prompt into a Three.js scene an agent builds and checks on screen.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/viettranx-3dviz-pro-max/build-explorable-3d-scene-from-idea/",
   "json": "https://dedupedai.com/use-cases/u/viettranx-3dviz-pro-max/build-explorable-3d-scene-from-idea.json",
   "md": "https://dedupedai.com/use-cases/viettranx-3dviz-pro-max/build-explorable-3d-scene-from-idea/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/viettranx-3dviz-pro-max--build-explorable-3d-scene-from-idea.json"
  },
  {
   "id": "viettranx-3dviz-pro-max--visualize-mechanical-assembly-for-review",
   "repo": "viettranx/3dviz-pro-max",
   "title": "Make an interactive product assembly for design review",
   "summary": "Model a product or mechanism, such as a gear pair or folding lamp, as an explorable scene.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/viettranx-3dviz-pro-max/visualize-mechanical-assembly-for-review/",
   "json": "https://dedupedai.com/use-cases/u/viettranx-3dviz-pro-max/visualize-mechanical-assembly-for-review.json",
   "md": "https://dedupedai.com/use-cases/viettranx-3dviz-pro-max/visualize-mechanical-assembly-for-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/viettranx-3dviz-pro-max--visualize-mechanical-assembly-for-review.json"
  },
  {
   "id": "viettranx-3dviz-pro-max--teach-linear-algebra-with-live-visuals",
   "repo": "viettranx/3dviz-pro-max",
   "title": "Create an interactive lesson on eigenvectors or Bloch spheres",
   "summary": "Build a runnable visual study for a math or quantum topic from the catalog.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/viettranx-3dviz-pro-max/teach-linear-algebra-with-live-visuals/",
   "json": "https://dedupedai.com/use-cases/u/viettranx-3dviz-pro-max/teach-linear-algebra-with-live-visuals.json",
   "md": "https://dedupedai.com/use-cases/viettranx-3dviz-pro-max/teach-linear-algebra-with-live-visuals/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/viettranx-3dviz-pro-max--teach-linear-algebra-with-live-visuals.json"
  },
  {
   "id": "viettranx-3dviz-pro-max--verify-rendered-frames-with-capture-helper",
   "repo": "viettranx/3dviz-pro-max",
   "title": "Check a built 3D scene by capturing its real frames",
   "summary": "Drive a built scene through named views and clicks, then review the saved PNGs and console log.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/viettranx-3dviz-pro-max/verify-rendered-frames-with-capture-helper/",
   "json": "https://dedupedai.com/use-cases/u/viettranx-3dviz-pro-max/verify-rendered-frames-with-capture-helper.json",
   "md": "https://dedupedai.com/use-cases/viettranx-3dviz-pro-max/verify-rendered-frames-with-capture-helper/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/viettranx-3dviz-pro-max--verify-rendered-frames-with-capture-helper.json"
  },
  {
   "id": "vincent-xi08-intentroute-ai--draft-app-routing-rules-from-plain-language",
   "repo": "Vincent-Xi08/IntentRoute-AI",
   "title": "Draft per-app proxy rules from plain language",
   "summary": "Describe the traffic you want routed and get a validated, disabled rule draft to review.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "c#",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/draft-app-routing-rules-from-plain-language/",
   "json": "https://dedupedai.com/use-cases/u/vincent-xi08-intentroute-ai/draft-app-routing-rules-from-plain-language.json",
   "md": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/draft-app-routing-rules-from-plain-language/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincent-xi08-intentroute-ai--draft-app-routing-rules-from-plain-language.json"
  },
  {
   "id": "vincent-xi08-intentroute-ai--draft-routing-rules-with-local-ollama",
   "repo": "Vincent-Xi08/IntentRoute-AI",
   "title": "Draft routing rules with a loopback-only model",
   "summary": "Use a locally installed Ollama model so the intent stays on 127.0.0.1 instead of going to OpenAI.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "c#",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/draft-routing-rules-with-local-ollama/",
   "json": "https://dedupedai.com/use-cases/u/vincent-xi08-intentroute-ai/draft-routing-rules-with-local-ollama.json",
   "md": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/draft-routing-rules-with-local-ollama/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincent-xi08-intentroute-ai--draft-routing-rules-with-local-ollama.json"
  },
  {
   "id": "vincent-xi08-intentroute-ai--audit-routing-policy-for-conflicts",
   "repo": "Vincent-Xi08/IntentRoute-AI",
   "title": "Audit saved routing rules for conflicts and shadowing",
   "summary": "Run the local Policy Intelligence report to find duplicate, shadowed, and conflicting rules without any AI call.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "c#",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/audit-routing-policy-for-conflicts/",
   "json": "https://dedupedai.com/use-cases/u/vincent-xi08-intentroute-ai/audit-routing-policy-for-conflicts.json",
   "md": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/audit-routing-policy-for-conflicts/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincent-xi08-intentroute-ai--audit-routing-policy-for-conflicts.json"
  },
  {
   "id": "vincent-xi08-intentroute-ai--predict-which-rule-handles-one-connection",
   "repo": "Vincent-Xi08/IntentRoute-AI",
   "title": "Predict which rule handles one app and destination",
   "summary": "Enter one process, destination, port, and protocol to see the rule that would match it.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "c#",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/predict-which-rule-handles-one-connection/",
   "json": "https://dedupedai.com/use-cases/u/vincent-xi08-intentroute-ai/predict-which-rule-handles-one-connection.json",
   "md": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/predict-which-rule-handles-one-connection/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincent-xi08-intentroute-ai--predict-which-rule-handles-one-connection.json"
  },
  {
   "id": "vincent-xi08-intentroute-ai--create-rule-from-running-process",
   "repo": "Vincent-Xi08/IntentRoute-AI",
   "title": "Create a routing rule from a running process",
   "summary": "Pick a live process in the app and turn it into a routing rule in one step.",
   "category": "Personal productivity",
   "tags": [
    "Personal productivity"
   ],
   "lang": "c#",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.6,
   "url": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/create-rule-from-running-process/",
   "json": "https://dedupedai.com/use-cases/u/vincent-xi08-intentroute-ai/create-rule-from-running-process.json",
   "md": "https://dedupedai.com/use-cases/vincent-xi08-intentroute-ai/create-rule-from-running-process/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincent-xi08-intentroute-ai--create-rule-from-running-process.json"
  },
  {
   "id": "vincentsch-explainroo--make-explainer-video-from-topic",
   "repo": "vincentsch/explainroo",
   "title": "Make a narrated explainer video from one topic",
   "summary": "Give a coding agent a topic and get a narrated MP4 with drawn scenes and subtitles.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vincentsch-explainroo/make-explainer-video-from-topic/",
   "json": "https://dedupedai.com/use-cases/u/vincentsch-explainroo/make-explainer-video-from-topic.json",
   "md": "https://dedupedai.com/use-cases/vincentsch-explainroo/make-explainer-video-from-topic/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincentsch-explainroo--make-explainer-video-from-topic.json"
  },
  {
   "id": "vincentsch-explainroo--build-product-demo-for-your-app",
   "repo": "vincentsch/explainroo",
   "title": "Build a product demo that clicks through your app",
   "summary": "Rebuild your app's screens in Explainroo and film a pointer walking through them.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vincentsch-explainroo/build-product-demo-for-your-app/",
   "json": "https://dedupedai.com/use-cases/u/vincentsch-explainroo/build-product-demo-for-your-app.json",
   "md": "https://dedupedai.com/use-cases/vincentsch-explainroo/build-product-demo-for-your-app/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincentsch-explainroo--build-product-demo-for-your-app.json"
  },
  {
   "id": "vincentsch-explainroo--render-one-video-for-every-feed",
   "repo": "vincentsch/explainroo",
   "title": "Render one video in wide and tall sizes at once",
   "summary": "Make one project into a YouTube video and a TikTok or Reels version in one step.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vincentsch-explainroo/render-one-video-for-every-feed/",
   "json": "https://dedupedai.com/use-cases/u/vincentsch-explainroo/render-one-video-for-every-feed.json",
   "md": "https://dedupedai.com/use-cases/vincentsch-explainroo/render-one-video-for-every-feed/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincentsch-explainroo--render-one-video-for-every-feed.json"
  },
  {
   "id": "vincentsch-explainroo--narrate-explainer-in-another-language",
   "repo": "vincentsch/explainroo",
   "title": "Narrate an explainer in another language",
   "summary": "Render the same script with a local voice in Spanish, Japanese or another supported language.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "javascript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/vincentsch-explainroo/narrate-explainer-in-another-language/",
   "json": "https://dedupedai.com/use-cases/u/vincentsch-explainroo/narrate-explainer-in-another-language.json",
   "md": "https://dedupedai.com/use-cases/vincentsch-explainroo/narrate-explainer-in-another-language/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincentsch-explainroo--narrate-explainer-in-another-language.json"
  },
  {
   "id": "vincentwei1021-anything2explainer--topic-to-narrated-explainer-video",
   "repo": "Vincentwei1021/anything2explainer",
   "title": "Turn a topic into a narrated explainer video",
   "summary": "Give an agent a topic and get a 1280x720 MP4 with voiceover, subtitles and chapter progress.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vincentwei1021-anything2explainer/topic-to-narrated-explainer-video/",
   "json": "https://dedupedai.com/use-cases/u/vincentwei1021-anything2explainer/topic-to-narrated-explainer-video.json",
   "md": "https://dedupedai.com/use-cases/vincentwei1021-anything2explainer/topic-to-narrated-explainer-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincentwei1021-anything2explainer--topic-to-narrated-explainer-video.json"
  },
  {
   "id": "vincentwei1021-anything2explainer--document-to-explainer-video",
   "repo": "Vincentwei1021/anything2explainer",
   "title": "Convert an article or document into a video",
   "summary": "Feed a written article or document to the skill and get a narrated video of its key ideas.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vincentwei1021-anything2explainer/document-to-explainer-video/",
   "json": "https://dedupedai.com/use-cases/u/vincentwei1021-anything2explainer/document-to-explainer-video.json",
   "md": "https://dedupedai.com/use-cases/vincentwei1021-anything2explainer/document-to-explainer-video/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincentwei1021-anything2explainer--document-to-explainer-video.json"
  },
  {
   "id": "vincentwei1021-anything2explainer--hand-drive-remotion-template-with-own-audio",
   "repo": "Vincentwei1021/anything2explainer",
   "title": "Build a video from your own narration audio",
   "summary": "Use the Remotion template with finished audio and a hand-filled timeline instead of the built-in TTS.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/vincentwei1021-anything2explainer/hand-drive-remotion-template-with-own-audio/",
   "json": "https://dedupedai.com/use-cases/u/vincentwei1021-anything2explainer/hand-drive-remotion-template-with-own-audio.json",
   "md": "https://dedupedai.com/use-cases/vincentwei1021-anything2explainer/hand-drive-remotion-template-with-own-audio/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincentwei1021-anything2explainer--hand-drive-remotion-template-with-own-audio.json"
  },
  {
   "id": "vincentwei1021-anything2explainer--render-explainer-on-raspberry-pi",
   "repo": "Vincentwei1021/anything2explainer",
   "title": "Render explainer videos on a Raspberry Pi 5",
   "summary": "Run the full pipeline on ARM Linux with system Chromium and a local or cloud voice engine.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/vincentwei1021-anything2explainer/render-explainer-on-raspberry-pi/",
   "json": "https://dedupedai.com/use-cases/u/vincentwei1021-anything2explainer/render-explainer-on-raspberry-pi.json",
   "md": "https://dedupedai.com/use-cases/vincentwei1021-anything2explainer/render-explainer-on-raspberry-pi/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vincentwei1021-anything2explainer--render-explainer-on-raspberry-pi.json"
  },
  {
   "id": "vistyy-nopus--claude-code-clearer-answers",
   "repo": "Vistyy/nopus",
   "title": "Get clearer Claude Code answers via the Stop hook",
   "summary": "Install the Nopus plugin so Claude Code requests one clearer rewrite when an answer turns abstract.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/vistyy-nopus/claude-code-clearer-answers/",
   "json": "https://dedupedai.com/use-cases/u/vistyy-nopus/claude-code-clearer-answers.json",
   "md": "https://dedupedai.com/use-cases/vistyy-nopus/claude-code-clearer-answers/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vistyy-nopus--claude-code-clearer-answers.json"
  },
  {
   "id": "vistyy-nopus--codex-clearer-responses",
   "repo": "Vistyy/nopus",
   "title": "Add clearer-response checks to Codex sessions",
   "summary": "Install the Nopus Codex plugin so each completed answer gets a bounded check for abstract prose.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/vistyy-nopus/codex-clearer-responses/",
   "json": "https://dedupedai.com/use-cases/u/vistyy-nopus/codex-clearer-responses.json",
   "md": "https://dedupedai.com/use-cases/vistyy-nopus/codex-clearer-responses/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/vistyy-nopus--codex-clearer-responses.json"
  },
  {
   "id": "vistyy-nopus--pi-hidden-rewrite-extension",
   "repo": "Vistyy/nopus",
   "title": "Filter abstract Pi responses with a rewrite request",
   "summary": "Install the Nopus Pi extension to check completed responses and hide rejected ones from the transcript.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "summary": "Append the HERO scope block to CLAUDE.md so Claude Code stops adding unneeded hashes, flags and wrappers.",
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   "title": "Add the HERO block to Codex's AGENTS.md",
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   "repo": "wanshuiyin/HERO-Anti-OverDefense",
   "title": "Quote a HERO case ID when an agent defends its extra checks",
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   "title": "Keep the HERO block active on overnight agent runs",
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   "repo": "weike-zhang/architecture-canvas",
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   "id": "weike-zhang-architecture-canvas--try-diagram-editor-offline-without-api-key",
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   "api": "https://dedupedai.com/api/v1/usecases/weike-zhang-architecture-canvas--try-diagram-editor-offline-without-api-key.json"
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   "id": "weike-zhang-architecture-canvas--agent-renders-diagrams-from-authorized-folder",
   "repo": "weike-zhang/architecture-canvas",
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   "repo": "wh000wh000/awesome-jev-live",
   "title": "Build a typed triage gate for a bounded workflow",
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   "category": "Software and DevOps",
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   "id": "whirlchat-whirl--self-host-whirl-chat-app",
   "repo": "whirlchat/whirl",
   "title": "Run your own copy of the Whirl chat app",
   "summary": "Clone the repo, connect Convex, Clerk, and OpenRouter, and chat with models from your own deployment.",
   "category": "Software and DevOps",
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   "repo": "whirlchat/whirl",
   "title": "Give a team chat access to its own tools via MCP",
   "summary": "Add MCP integrations, with OAuth, so Whirl can work with the tools your team already uses.",
   "category": "Software and DevOps",
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   "repo": "whirlchat/whirl",
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   "summary": "Use locked chats so messages are encrypted on your device and answered only by zero-retention models.",
   "category": "Software and DevOps",
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   "title": "Fine-tune a Hugging Face LLM with LoRA on one GPU",
   "summary": "Run a LoRA SFT job on a Qwen3 model with one command from a ready YAML config.",
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   "summary": "Use Expert Parallelism on a MoE model to spread experts over 8 GPUs with one launch command.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "python",
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   "category": "Software and DevOps",
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   "id": "yc-software-qm--deploy-team-agent-slack-web",
   "repo": "yc-software/qm",
   "title": "Deploy a shared agent for your team in Slack and web",
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   "repo": "yc-software/qm",
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   "summary": "Label and draft replies to email on a recurring schedule, using your past sends as style.",
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   "id": "yc-software-qm--run-tests-and-open-prs-in-existing-repo",
   "repo": "yc-software/qm",
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   "id": "yeonwoosung-llm-architecture-from-scratch--compare-llm-architecture-designs",
   "repo": "YeonwooSung/llm-architecture-from-scratch",
   "title": "Compare how current LLM architectures are built",
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   "category": "Research",
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   "lang": "python",
   "date": "2026-10-20",
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   "api": "https://dedupedai.com/api/v1/usecases/yeonwoosung-llm-architecture-from-scratch--compare-llm-architecture-designs.json"
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   "id": "yeonwoosung-llm-architecture-from-scratch--study-attention-variants-in-code",
   "repo": "YeonwooSung/llm-architecture-from-scratch",
   "title": "Trace attention variants from code to table rows",
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   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/yeonwoosung-llm-architecture-from-scratch/study-attention-variants-in-code/",
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   "id": "yeonwoosung-llm-architecture-from-scratch--study-mixture-of-experts-routing",
   "repo": "YeonwooSung/llm-architecture-from-scratch",
   "title": "Study Mixture of Experts layers in two models",
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   "category": "Research",
   "tags": [
    "Research"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/yeonwoosung-llm-architecture-from-scratch/study-mixture-of-experts-routing/",
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   "id": "yeonwoosung-my-claude-code-mods--profile-session-time-and-context-waste",
   "repo": "YeonwooSung/my-claude-code-mods",
   "title": "Find where a Claude Code session spends time and context",
   "summary": "Install two analysis mods to see time split by source and flag repeated or wasted context.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/yeonwoosung-my-claude-code-mods/profile-session-time-and-context-waste/",
   "json": "https://dedupedai.com/use-cases/u/yeonwoosung-my-claude-code-mods/profile-session-time-and-context-waste.json",
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   "api": "https://dedupedai.com/api/v1/usecases/yeonwoosung-my-claude-code-mods--profile-session-time-and-context-waste.json"
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   "repo": "YeonwooSung/my-claude-code-mods",
   "title": "Find the edit that broke a test and restore the file",
   "summary": "Use Time Machine's step timeline and shadow-git snapshots to locate and undo a breaking edit.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/yeonwoosung-my-claude-code-mods/find-the-edit-that-broke-a-test/",
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   "md": "https://dedupedai.com/use-cases/yeonwoosung-my-claude-code-mods/find-the-edit-that-broke-a-test/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/yeonwoosung-my-claude-code-mods--find-the-edit-that-broke-a-test.json"
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   "id": "yeonwoosung-my-claude-code-mods--catch-repeated-failure-loops-early",
   "repo": "YeonwooSung/my-claude-code-mods",
   "title": "Catch agent retry loops before they burn your session",
   "summary": "Detect repeated Bash failures and edit or retry cycles with evidence and investigation prompts.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/yeonwoosung-my-claude-code-mods/catch-repeated-failure-loops-early/",
   "json": "https://dedupedai.com/use-cases/u/yeonwoosung-my-claude-code-mods/catch-repeated-failure-loops-early.json",
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   "api": "https://dedupedai.com/api/v1/usecases/yeonwoosung-my-claude-code-mods--catch-repeated-failure-loops-early.json"
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   "id": "yeonwoosung-my-claude-code-mods--review-agent-changes-before-commit",
   "repo": "YeonwooSung/my-claude-code-mods",
   "title": "Check verification, scope, and decisions before committing",
   "summary": "Run the workflow mods on a local checkout to review agent changes against scope and verification.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/yeonwoosung-my-claude-code-mods/review-agent-changes-before-commit/",
   "json": "https://dedupedai.com/use-cases/u/yeonwoosung-my-claude-code-mods/review-agent-changes-before-commit.json",
   "md": "https://dedupedai.com/use-cases/yeonwoosung-my-claude-code-mods/review-agent-changes-before-commit/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/yeonwoosung-my-claude-code-mods--review-agent-changes-before-commit.json"
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   "id": "yi1108-printfilm--try-printfilm-locally-with-docker",
   "repo": "yi1108/printfilm",
   "title": "Run PRINTFILM locally with Docker in about 30 minutes",
   "summary": "Start the full stack on your own machine and open the user site, admin site, and API docs.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/yi1108-printfilm/try-printfilm-locally-with-docker/",
   "json": "https://dedupedai.com/use-cases/u/yi1108-printfilm/try-printfilm-locally-with-docker.json",
   "md": "https://dedupedai.com/use-cases/yi1108-printfilm/try-printfilm-locally-with-docker/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/yi1108-printfilm--try-printfilm-locally-with-docker.json"
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   "id": "yi1108-printfilm--make-short-promo-video-from-topic",
   "repo": "yi1108/printfilm",
   "title": "Turn a product topic into a finished short promo video",
   "summary": "Pick a built-in style template and let the pipeline produce images, video, and a composed final cut.",
   "category": "Content",
   "tags": [
    "Content"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/yi1108-printfilm/make-short-promo-video-from-topic/",
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   "id": "yi1108-printfilm--build-episodic-short-drama-with-reusable-assets",
   "repo": "yi1108/printfilm",
   "title": "Produce an AI short-drama episode with consistent characters",
   "summary": "Write an outline and script, store characters and scenes in the asset library, and turn episodes into shots.",
   "category": "Content",
   "tags": [
    "Content"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/yi1108-printfilm/build-episodic-short-drama-with-reusable-assets/",
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   "id": "yi1108-printfilm--call-generation-api-from-script-or-agent",
   "repo": "yi1108/printfilm",
   "title": "Call the open API to generate images or videos from a script",
   "summary": "Use the /api/v1 endpoints with a Bearer token or X-Api-Key header to run generation from your own code.",
   "category": "Content",
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    "Content"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "yibie-awesome-jev--find-jev-projects-for-your-coding-agent",
   "repo": "yibie/awesome-jev",
   "title": "Find Jev projects that match your coding agent",
   "summary": "Filter the list by coding agent tag to shortlist Jev tools for Claude Code or Codex.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/yibie-awesome-jev/find-jev-projects-for-your-coding-agent/",
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   "repo": "yibie/awesome-jev",
   "title": "Vet a listed Jev project before you adopt it",
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   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/yibie-awesome-jev/vet-a-listed-jev-project-before-adopting-it/",
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   "id": "yibie-awesome-jev--spot-same-day-bulk-submissions",
   "repo": "yibie/awesome-jev",
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   "summary": "Check commit history and shared scaffold files to see if a bulk-submitted repo is proven.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "api": "https://dedupedai.com/api/v1/usecases/yibie-awesome-jev--spot-same-day-bulk-submissions.json"
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   "id": "yibie-awesome-jev--submit-a-missing-jev-project-to-the-list",
   "repo": "yibie/awesome-jev",
   "title": "Submit a missing Jev project to the list",
   "summary": "Check a project against the inclusion rules and open a pull request with a one-sentence summary.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
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   "id": "yinsongxu-llm2jev--route-support-tickets-to-departments",
   "repo": "Yinsongxu/LLM2Jev",
   "title": "Route support tickets to a department with probabilities",
   "summary": "Score a customer message against department options and get a probability for each one.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/yinsongxu-llm2jev/route-support-tickets-to-departments/",
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   "api": "https://dedupedai.com/api/v1/usecases/yinsongxu-llm2jev--route-support-tickets-to-departments.json"
  },
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   "id": "yinsongxu-llm2jev--score-drafts-against-a-rubric",
   "repo": "Yinsongxu/LLM2Jev",
   "title": "Score drafts against a rubric and yes/no checks",
   "summary": "Rate a text on rubric criteria and get yes/no probabilities for checks like policy compliance.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "id": "yuema137-pairtex--check-paper-in-conference-template",
   "repo": "yuema137/PairTeX",
   "title": "Check a paper in ICLR, NeurIPS, or ICML wrappers",
   "summary": "Render the public conference-template demos to test formulas, citations, figures, and tables.",
   "category": "Research",
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   "id": "yuema137-pairtex--run-pairtex-test-suite-before-release",
   "repo": "yuema137/PairTeX",
   "title": "Run the PairTeX test suite before tagging a release",
   "summary": "Sync the dev environment with uv and run the unit tests, including the version check.",
   "category": "Research",
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   "lang": "javascript",
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   "seen_in_the_wild": false,
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   "repo": "YuyaoGe/doc2harness",
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   "score": 1.0,
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   "repo": "YuyaoGe/doc2harness",
   "title": "Re-run one scenario family to debug a harness",
   "summary": "Narrow scoring to one family, such as headless or permission, to find a failing area.",
   "category": "Software and DevOps",
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   "score": 0.9,
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   "summary": "Verify that the catalog loads and contains 94 scenarios before any scoring run.",
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   "score": 0.8,
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   "summary": "Use the builder image and your own model key to generate a harness, then score it.",
   "category": "Software and DevOps",
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    "Software and DevOps"
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   "seen_in_the_wild": false,
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   "score": 0.7,
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   "id": "yuzzyuk-marketing-os--score-website-funnel-audit",
   "repo": "Yuzzyuk/marketing-os",
   "title": "Score a website funnel and get prioritized fixes",
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   "score": 1.0,
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   "repo": "Yuzzyuk/marketing-os",
   "title": "Diagnose ad fatigue and brief the next creatives",
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   "category": "Sales and marketing",
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   "date": "2026-10-20",
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   "id": "yuzzyuk-marketing-os--grade-copy-variants-before-publishing",
   "repo": "Yuzzyuk/marketing-os",
   "title": "Generate and grade 20 copy variants before review",
   "summary": "Produce 15-20 copy variants, score them with an expert panel, and strip AI-sounding phrasing.",
   "category": "Sales and marketing",
   "tags": [
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   "lang": "",
   "date": "2026-10-20",
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   "id": "yuzzyuk-marketing-os--build-hook-matrix-for-short-video",
   "repo": "Yuzzyuk/marketing-os",
   "title": "Build a hook matrix from 18 hook tactics",
   "summary": "Turn one offer into a hook matrix and a diagnostic funnel for testing openings.",
   "category": "Sales and marketing",
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   "lang": "",
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   "repo": "Yuzzyuk/marketing-os",
   "title": "Check how citable a page is for AI search",
   "summary": "Assess a page for AI-search citability across ChatGPT, Perplexity and AI Overviews.",
   "category": "Sales and marketing",
   "tags": [
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   "lang": "",
   "date": "2026-10-20",
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   "id": "yzmblog-dmad--generate-audio-video-clip-with-dmad-lora",
   "repo": "Yzmblog/DMAD",
   "title": "Generate a 4-step audio-video clip from a text prompt",
   "summary": "Run the DMAD 4-step LoRA on MiniMax-H3 to turn one text prompt into a 5.2 s video with stereo audio.",
   "category": "Content",
   "tags": [
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
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   "id": "yzmblog-dmad--run-dmad-video-on-8-gb-gpu",
   "repo": "Yzmblog/DMAD",
   "title": "Make 5 s audio-video clips on an 8 GB consumer GPU",
   "summary": "Use the --low-vram path to run the DMAD students on an 8 GB GPU by streaming weights from the checkpoint files.",
   "category": "Content",
   "tags": [
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   "lang": "python",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "id": "yzmblog-dmad--generate-dmad-clips-in-comfyui",
   "repo": "Yzmblog/DMAD",
   "title": "Render DMAD clips in ComfyUI with ready-made workflows",
   "summary": "Load the ComfyUI-layout DMAD LoRA and a ready-to-run workflow to make 4-step or 8-step clips with audio.",
   "category": "Content",
   "tags": [
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "repo": "Yzmblog/DMAD",
   "title": "Retrain a DMAD student from the released training code",
   "summary": "Use the train folder and the published Wan2.1 training data to start a DMAD training run.",
   "category": "Content",
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   "best": false,
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "id": "zai-org-zcode--run-terminal-agent-from-source",
   "repo": "zai-org/ZCode",
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   "date": "2026-10-20",
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   "title": "Audit agent tools for poisoning and excess privilege",
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   "repo": "zero-lab-ai/skills",
   "title": "Review AD certificate template exposure from exports",
   "summary": "Audit certificate templates, CA policy, and enrollment controls from supplied directory exports.",
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   "tags": [
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   ],
   "lang": "python",
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   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/zero-lab-ai-skills/adcs-template-exposure-review/",
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   "md": "https://dedupedai.com/use-cases/zero-lab-ai-skills/adcs-template-exposure-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zero-lab-ai-skills--adcs-template-exposure-review.json"
  },
  {
   "id": "zerodayevil-ai-security-tool--scan-project-dependencies-for-cves-and-sbom",
   "repo": "ZeroDayEvil/ai-security-tool",
   "title": "Scan a project's dependencies for CVEs and SBOM gaps",
   "summary": "Generate an SBOM for a project and correlate its components with CVE data to get exportable findings.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/zerodayevil-ai-security-tool/scan-project-dependencies-for-cves-and-sbom/",
   "json": "https://dedupedai.com/use-cases/u/zerodayevil-ai-security-tool/scan-project-dependencies-for-cves-and-sbom.json",
   "md": "https://dedupedai.com/use-cases/zerodayevil-ai-security-tool/scan-project-dependencies-for-cves-and-sbom/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zerodayevil-ai-security-tool--scan-project-dependencies-for-cves-and-sbom.json"
  },
  {
   "id": "zerodayevil-ai-security-tool--manage-multiple-remote-servers-with-broadcast-commands",
   "repo": "ZeroDayEvil/ai-security-tool",
   "title": "Run one command across several SSH sessions at once",
   "summary": "Open SSH, SFTP, and other remote sessions in one terminal and send commands to all of them together.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/zerodayevil-ai-security-tool/manage-multiple-remote-servers-with-broadcast-commands/",
   "json": "https://dedupedai.com/use-cases/u/zerodayevil-ai-security-tool/manage-multiple-remote-servers-with-broadcast-commands.json",
   "md": "https://dedupedai.com/use-cases/zerodayevil-ai-security-tool/manage-multiple-remote-servers-with-broadcast-commands/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zerodayevil-ai-security-tool--manage-multiple-remote-servers-with-broadcast-commands.json"
  },
  {
   "id": "zerodayevil-ai-security-tool--host-web-interface-securely-for-a-team",
   "repo": "ZeroDayEvil/ai-security-tool",
   "title": "Host the Web UI for a team with login enabled",
   "summary": "Deploy the web interface on a shared server with password authentication and local terminal access turned off.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/zerodayevil-ai-security-tool/host-web-interface-securely-for-a-team/",
   "json": "https://dedupedai.com/use-cases/u/zerodayevil-ai-security-tool/host-web-interface-securely-for-a-team.json",
   "md": "https://dedupedai.com/use-cases/zerodayevil-ai-security-tool/host-web-interface-securely-for-a-team/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zerodayevil-ai-security-tool--host-web-interface-securely-for-a-team.json"
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  {
   "id": "zerodayevil-ai-security-tool--automate-ctf-challenge-steps-with-ai-agents",
   "repo": "ZeroDayEvil/ai-security-tool",
   "title": "Automate CTF challenge steps with AI agents",
   "summary": "Use the CTF and recon agents with the LLM assistant to suggest commands and analyze terminal output during a challenge.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "html",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/zerodayevil-ai-security-tool/automate-ctf-challenge-steps-with-ai-agents/",
   "json": "https://dedupedai.com/use-cases/u/zerodayevil-ai-security-tool/automate-ctf-challenge-steps-with-ai-agents.json",
   "md": "https://dedupedai.com/use-cases/zerodayevil-ai-security-tool/automate-ctf-challenge-steps-with-ai-agents/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zerodayevil-ai-security-tool--automate-ctf-challenge-steps-with-ai-agents.json"
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  {
   "id": "zfinix-eleven--triage-unknown-binary-with-agent",
   "repo": "Zfinix/eleven",
   "title": "Triage an unknown binary with an agent in one window",
   "summary": "Open a Mach-O, ELF or PE file and have an agent map its functions, strings and purpose.",
   "category": "Security and science",
   "tags": [
    "Security and science"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/zfinix-eleven/triage-unknown-binary-with-agent/",
   "json": "https://dedupedai.com/use-cases/u/zfinix-eleven/triage-unknown-binary-with-agent.json",
   "md": "https://dedupedai.com/use-cases/zfinix-eleven/triage-unknown-binary-with-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zfinix-eleven--triage-unknown-binary-with-agent.json"
  },
  {
   "id": "zfinix-eleven--explain-android-apk-with-agent",
   "repo": "Zfinix/eleven",
   "title": "Explain an Android APK's code and resources with an agent",
   "summary": "Open an APK with jadx Java output and let an agent trace its manifest, resources and native libraries.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/zfinix-eleven/explain-android-apk-with-agent/",
   "json": "https://dedupedai.com/use-cases/u/zfinix-eleven/explain-android-apk-with-agent.json",
   "md": "https://dedupedai.com/use-cases/zfinix-eleven/explain-android-apk-with-agent/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zfinix-eleven--explain-android-apk-with-agent.json"
  },
  {
   "id": "zfinix-eleven--rename-and-annotate-functions-with-review",
   "repo": "Zfinix/eleven",
   "title": "Rename functions and add notes with agent changes you approve",
   "summary": "Let an agent rename functions and leave notes while you accept each change and keep an undo trail.",
   "category": "Security and science",
   "tags": [
    "Security and science"
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   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/zfinix-eleven/rename-and-annotate-functions-with-review/",
   "json": "https://dedupedai.com/use-cases/u/zfinix-eleven/rename-and-annotate-functions-with-review.json",
   "md": "https://dedupedai.com/use-cases/zfinix-eleven/rename-and-annotate-functions-with-review/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zfinix-eleven--rename-and-annotate-functions-with-review.json"
  },
  {
   "id": "zfinix-eleven--compare-two-builds-by-function",
   "repo": "Zfinix/eleven",
   "title": "Compare two builds of a binary by function changes",
   "summary": "Diff two versions of a program function by function and read the changes like a code review.",
   "category": "Security and science",
   "tags": [
    "Security and science"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/zfinix-eleven/compare-two-builds-by-function/",
   "json": "https://dedupedai.com/use-cases/u/zfinix-eleven/compare-two-builds-by-function.json",
   "md": "https://dedupedai.com/use-cases/zfinix-eleven/compare-two-builds-by-function/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zfinix-eleven--compare-two-builds-by-function.json"
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   "id": "zgcagi-harness-rsi--pick-first-harness-part-to-self-update",
   "repo": "zgcagi/Harness-RSI",
   "title": "Choose which harness part to self-update first",
   "summary": "Map your agent's weak spot to an update target and a short list of reference methods.",
   "category": "Research",
   "tags": [
    "Research"
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   "lang": "tex",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "json": "https://dedupedai.com/use-cases/u/zgcagi-harness-rsi/pick-first-harness-part-to-self-update.json",
   "md": "https://dedupedai.com/use-cases/zgcagi-harness-rsi/pick-first-harness-part-to-self-update/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zgcagi-harness-rsi--pick-first-harness-part-to-self-update.json"
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  {
   "id": "zgcagi-harness-rsi--build-cited-harness-literature-table",
   "repo": "zgcagi/Harness-RSI",
   "title": "Build a cited literature table for a harness project",
   "summary": "Turn the reading list into a sourced table of methods, venues, and one-line contributions.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "tex",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/zgcagi-harness-rsi/build-cited-harness-literature-table/",
   "json": "https://dedupedai.com/use-cases/u/zgcagi-harness-rsi/build-cited-harness-literature-table.json",
   "md": "https://dedupedai.com/use-cases/zgcagi-harness-rsi/build-cited-harness-literature-table/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zgcagi-harness-rsi--build-cited-harness-literature-table.json"
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  {
   "id": "zgcagi-harness-rsi--classify-new-paper-with-taxonomy-data",
   "repo": "zgcagi/Harness-RSI",
   "title": "Classify a new agent paper against the taxonomy",
   "summary": "Place a new paper in the existing update-target taxonomy using the taxonomy data file.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "tex",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/zgcagi-harness-rsi/classify-new-paper-with-taxonomy-data/",
   "json": "https://dedupedai.com/use-cases/u/zgcagi-harness-rsi/classify-new-paper-with-taxonomy-data.json",
   "md": "https://dedupedai.com/use-cases/zgcagi-harness-rsi/classify-new-paper-with-taxonomy-data/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zgcagi-harness-rsi--classify-new-paper-with-taxonomy-data.json"
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  {
   "id": "zgcagi-harness-rsi--draft-acceptance-rule-for-harness-updates",
   "repo": "zgcagi/Harness-RSI",
   "title": "Draft an accept-or-reject rule for harness updates",
   "summary": "Write a checklist that accepts a harness change only when it beats the current state on held-out evidence.",
   "category": "Research",
   "tags": [
    "Research"
   ],
   "lang": "tex",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.7,
   "url": "https://dedupedai.com/use-cases/zgcagi-harness-rsi/draft-acceptance-rule-for-harness-updates/",
   "json": "https://dedupedai.com/use-cases/u/zgcagi-harness-rsi/draft-acceptance-rule-for-harness-updates.json",
   "md": "https://dedupedai.com/use-cases/zgcagi-harness-rsi/draft-acceptance-rule-for-harness-updates/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zgcagi-harness-rsi--draft-acceptance-rule-for-harness-updates.json"
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  {
   "id": "zhiyuan-fan-awesome-deepseek-harness-plugins--local-ollama-model-with-cloud-fallback",
   "repo": "Zhiyuan-Fan/Awesome-DeepSeek-Harness-Plugins",
   "title": "Run DSH on a local Ollama model with cloud fallback",
   "summary": "Add an Ollama provider to DSH so local models handle work, with cloud models as a backup.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
   "url": "https://dedupedai.com/use-cases/zhiyuan-fan-awesome-deepseek-harness-plugins/local-ollama-model-with-cloud-fallback/",
   "json": "https://dedupedai.com/use-cases/u/zhiyuan-fan-awesome-deepseek-harness-plugins/local-ollama-model-with-cloud-fallback.json",
   "md": "https://dedupedai.com/use-cases/zhiyuan-fan-awesome-deepseek-harness-plugins/local-ollama-model-with-cloud-fallback/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zhiyuan-fan-awesome-deepseek-harness-plugins--local-ollama-model-with-cloud-fallback.json"
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   "id": "zhiyuan-fan-awesome-deepseek-harness-plugins--second-model-advisory-notes-on-dsh-turns",
   "repo": "Zhiyuan-Fan/Awesome-DeepSeek-Harness-Plugins",
   "title": "Review DSH turns with a second model's advisory notes",
   "summary": "Have a separate model flag issues in each DSH turn without blocking the main agent.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
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   "json": "https://dedupedai.com/use-cases/u/zhiyuan-fan-awesome-deepseek-harness-plugins/second-model-advisory-notes-on-dsh-turns.json",
   "md": "https://dedupedai.com/use-cases/zhiyuan-fan-awesome-deepseek-harness-plugins/second-model-advisory-notes-on-dsh-turns/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zhiyuan-fan-awesome-deepseek-harness-plugins--second-model-advisory-notes-on-dsh-turns.json"
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   "id": "zhiyuan-fan-awesome-deepseek-harness-plugins--separate-models-for-planner-and-subagent-roles",
   "repo": "Zhiyuan-Fan/Awesome-DeepSeek-Harness-Plugins",
   "title": "Assign different models to DSH planner and subagent roles",
   "summary": "Send planner and subagent roles to different configured models inside DSH.",
   "category": "Software and DevOps",
   "tags": [
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   "lang": "",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
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   "json": "https://dedupedai.com/use-cases/u/zhiyuan-fan-awesome-deepseek-harness-plugins/separate-models-for-planner-and-subagent-roles.json",
   "md": "https://dedupedai.com/use-cases/zhiyuan-fan-awesome-deepseek-harness-plugins/separate-models-for-planner-and-subagent-roles/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zhiyuan-fan-awesome-deepseek-harness-plugins--separate-models-for-planner-and-subagent-roles.json"
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   "id": "zhiyuan-fan-awesome-deepseek-harness-plugins--fill-missing-metadata-for-custom-model-endpoints",
   "repo": "Zhiyuan-Fan/Awesome-DeepSeek-Harness-Plugins",
   "title": "Fill missing metadata for custom DSH model endpoints",
   "summary": "Auto-complete context, output, and modality fields for custom models from a models.dev index.",
   "category": "Software and DevOps",
   "tags": [
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   "date": "2026-10-20",
   "seen_in_the_wild": false,
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   "api": "https://dedupedai.com/api/v1/usecases/zhiyuan-fan-awesome-deepseek-harness-plugins--fill-missing-metadata-for-custom-model-endpoints.json"
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   "repo": "Zhou-Yujing114514/deepseek-harness-linux",
   "title": "Install DeepSeek Harness desktop on Ubuntu from .deb",
   "summary": "Install the Linux desktop client with dpkg and launch it from the app menu or terminal.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": true,
   "score": 1.0,
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   "md": "https://dedupedai.com/use-cases/zhou-yujing114514-deepseek-harness-linux/install-deepseek-desktop-deb-on-ubuntu/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zhou-yujing114514-deepseek-harness-linux--install-deepseek-desktop-deb-on-ubuntu.json"
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   "id": "zhou-yujing114514-deepseek-harness-linux--run-deepseek-appimage-with-auto-updates",
   "repo": "Zhou-Yujing114514/deepseek-harness-linux",
   "title": "Run DeepSeek Harness from an AppImage that updates itself",
   "summary": "Run the single-file AppImage without installing it and let it check for updates.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.9,
   "url": "https://dedupedai.com/use-cases/zhou-yujing114514-deepseek-harness-linux/run-deepseek-appimage-with-auto-updates/",
   "json": "https://dedupedai.com/use-cases/u/zhou-yujing114514-deepseek-harness-linux/run-deepseek-appimage-with-auto-updates.json",
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   "api": "https://dedupedai.com/api/v1/usecases/zhou-yujing114514-deepseek-harness-linux--run-deepseek-appimage-with-auto-updates.json"
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   "repo": "Zhou-Yujing114514/deepseek-harness-linux",
   "title": "Unpack DeepSeek Harness as a portable build on Raspberry Pi 5",
   "summary": "Extract the arm64 .tar.gz on a Raspberry Pi 5 and launch it from the unpacked folder.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
   "score": 0.8,
   "url": "https://dedupedai.com/use-cases/zhou-yujing114514-deepseek-harness-linux/portable-deepseek-harness-on-raspberry-pi-5/",
   "json": "https://dedupedai.com/use-cases/u/zhou-yujing114514-deepseek-harness-linux/portable-deepseek-harness-on-raspberry-pi-5.json",
   "md": "https://dedupedai.com/use-cases/zhou-yujing114514-deepseek-harness-linux/portable-deepseek-harness-on-raspberry-pi-5/index.md",
   "api": "https://dedupedai.com/api/v1/usecases/zhou-yujing114514-deepseek-harness-linux--portable-deepseek-harness-on-raspberry-pi-5.json"
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   "repo": "Zhou-Yujing114514/deepseek-harness-linux",
   "title": "Build the Linux desktop packages yourself from source",
   "summary": "Clone the fork, install dependencies, and produce x64 or arm64 packages locally.",
   "category": "Software and DevOps",
   "tags": [
    "Software and DevOps"
   ],
   "lang": "typescript",
   "date": "2026-10-20",
   "seen_in_the_wild": false,
   "best": false,
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   "url": "https://dedupedai.com/use-cases/zzzz7788990213-ops-evovlm/verify-recorded-evovlm-results/",
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   "repo": "zzzz7788990213-ops/EvoVLM",
   "title": "Smoke-test exported Evo VLM programs without weights",
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   "repo": "zzzz7788990213-ops/EvoVLM",
   "title": "Run the evolved Qwen3-VL-2B programs on your charts",
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   "repo": "zzzz7788990213-ops/EvoVLM",
   "title": "Adapt the Evo VLM evolution loop to a new VLM task",
   "summary": "Reuse the typed mutation catalog, evaluation protocols, and Pareto selection for a different vision-language task.",
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