43,636 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.
Building agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715
All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| pandysp/openclaw-infra Secure self-hosted OpenClaw deployment on Hetzner Cloud with Tailscale | 22 | Claude Code | 1 | 7,404 tok |
| westphae/goflying Go tools for flying | 22 | Claude Code | 1 | 3,236 tok |
| posit-dev/py-shiny-site shiny.posit.co The documentation website for Shiny for Python | 22 | Claude Code | 3 | 6,135 tok |
| ChristopherA/Claude-Code-CLI-Toolkit | 22 | Claude Code | 1 | 10,662 tok |
| ed-donner/tradewars A battle between LLMs for day trading | 22 | Claude Code | 1 | 3,779 tok |
| daniel-carreon/sflow Open-source voice-to-text for macOS. Wispr Flow alternative at 99% lower cost. Groq Whispe | 22 | Claude Code | 1 | 4,518 tok |
| fuziontech/lazyaws Terminal UI for managing AWS resources, inspired by lazygit, k9s, and lazydocker | 22 | Claude Code | 1 | 785 tok |
| vorushin/pallas_puzzles vorushin.github.io Puzzles/etudes for JAX/TPU kernel language | 22 | Claude Code | 2 | 884 tok |
| adam-s/testing-claude-agent Probabilistic benchmarking of .claude/ instruction sets for Claude Code token efficiency | 22 | Claude Code | 1 | 260 tok |
| codingthefuturewithai/mcp-cookie-cutter A cookiecutter template for creating MCP (Model Control Protocol) servers | 22 | Claude Code | 1 | 907 tok |
| HyunjunJeon/vibecoding-lg-mcp-a2a ttimes vibe coding conference live coding - research/report writing Multi-Agent project | 22 | Claude Code | 1 | 4,508 tok |
| parnexcodes/synthetic-web-search-mcp A Model Context Protocol (MCP) server that exposes the Synthetic web search API as a tool | 22 | Claude Code, Codex, OpenCode | 2 | 1,499 tok |
| runwayml/avatars-sdk-react avatars-playground-sooty.vercel.app React SDK for real-time AI avatar interactions with GWM-1 | 22 | Codex, OpenCode | 1 | 1,385 tok |
| freeformz/paperless-ngx-mcp MCP server for Paperless-ngx document management | 22 | Claude Code | 3 | 875 tok |
| shibayu36/mysql-schema-explorer-mcp | 22 | Claude Code | 1 | 573 tok |
| crimson-knight/llamero A wrapper shard for llama.cpp that acts as a client to work directly with AI models throug | 22 | Claude Code, Codex, OpenCode | 5 | 2,994 tok |
| stan-rym/liam-linkedin-ads-MCP liam-mcp.vercel.app Create LinkedIn ad campaigns by talking to Claude (MCP) or a CLI. | 22 | Codex, OpenCode | 1 | 3,292 tok |
| Swap-API/swap-api | 22 | Claude Code | 2 | 3,273 tok |
| vikramgorla/mcp-swiss Swiss open data MCP server — transport, weather, geodata, companies, etc,. Zero API keys. | 22 | Claude Code | 3 | — |
| fireostendere/mcp_diptrace MCP server and live XML bridge for DipTrace | 22 | Claude Code, Codex, OpenCode | 12 | 2,513 tok |
| MiddlePoint-Solutions/mcp-on-android-tv A Model Context Protocol (MCP) community server running on Android TV with on-device ADB i | 22 | Gemini CLI | 1 | 399 tok |
| es6kr/claude-code-sessions Monorepo for Claude Code session management tools | 22 | Claude Code | 1 | 981 tok |
| promobase/google-ads-mcp | 22 | Claude Code, Codex, OpenCode | 2 | 644 tok |
| Azure/gpt-rag-mcp gpt-rag-mcp | 22 | Claude Code, Codex, GitHub Copilot, OpenCode | 16 | 3,909 tok |
| itechmeat/llm-code Cross-tool AI assets: documentation-based skills for Copilot, Claude, Cursor, and other co | 22 | Claude Code | 1 | 1,589 tok |
| T-Lab/OpenRFM | 22 | Claude Code, Codex, OpenCode | 2 | 5,427 tok |
| spaquet/gemtracker gemtracker-website.spaquet74.workers.dev Quickly track and analyze your ruby gem dependencies | 22 | Claude Code | 2 | 2,613 tok |
| benedict-armstrong/presio presio.xyz Present PDFs from your browser. Including speaker notes, mp4/YouTube/Vimeo support and mor | 22 | Codex, OpenCode | 1 | 399 tok |
| Jermolene/twillm A TiddlyWiki-based LLM knowledge base | 22 | Claude Code | 1 | 1,206 tok |
| magendooro/n98-magerun2-performance-review Magento 2 - Performance review module | 22 | Claude Code | 8 | 5,343 tok |
| rikardroitto/svensk_transkribering | 22 | Claude Code, Codex, OpenCode | 2 | 1,868 tok |
| IskanderAl/Auto-Review-ClaudeMCP A Python MCP (Model Context Protocol) server that connects Claude Desktop to GitHub Pull R | 22 | Claude Code | 1 | 164 tok |
| ykq007/mcp-nexus | 22 | Claude Code, Codex, OpenCode | 2 | 187 tok |
| architehc/nanochat-rs-ternary Production-ready ternary quantized (1.58-bit) Rust code generation model with mHC-lite, Ma | 22 | Claude Code | 1 | 9,883 tok |
| danielfree19/alloy-fleet-manager gitlab.thepcport.com Self-hosted, vendor-neutral replacement for Grafana Cloud Fleet Management. Built around G | 22 | Claude Code | 1 | 5,333 tok |
| heffrey78/dnd-mcp DND MCP Server | 22 | Claude Code | 1 | 354 tok |
| atomic14/ESP32-LSM6DS3-Demo | 22 | Claude Code | 1 | 806 tok |
| PSYOP-Z/UIUXProMax | 22 | Claude Code | 8 | 1,007 tok |
| microcmsio/microcms-mcp-server | 22 | Claude Code | 1 | 2,174 tok |
| Keyoku-ai/keyoku-engine keyoku.ai AI memory engine — semantic search, knowledge graph, 12-signal heartbeat, memory decay | 22 | GitHub Copilot | 1 | 1,239 tok |
| leonprou/openstation-legacy Task management system for coding AI agents. Pure convention — markdown specs + skills, ze | 22 | Claude Code, Codex, OpenCode | 6 | 4,286 tok |
| Tarek-Bohdima/ConsultMe Kotlin-only Jetpack Compose Android template with a one-click bootstrap workflow. | 22 | Claude Code | 1 | 3,141 tok |
| quotentiroler/mcp-generator-3.x Generate FastMCP 3.x Servers from OpenAPI Specs | 22 | GitHub Copilot | 1 | 98 tok |
| emerzon/mtdata-mcp A MetaTrader 5 research toolkit with 90+ AI tools for forecasting, regime detection, patte | 22 | Codex, OpenCode | 1 | 713 tok |
| rjwalters/claude-monitor macOS menu bar widget to monitor Claude AI usage | 22 | Claude Code | 53 | 4,824 tok |
| rios0rios0/pipelines Production‑ready SDLC pipelines for every language, every stage, and every DevOps ecosyste | 22 | Claude Code, Codex, GitHub Copilot | 3 | 33,828 tok |
| izzoa/polyrouter polyrouter.app A self-hostable LLM router / gateway: OpenAI- and Anthropic-compatible, explicit-first rou | 22 | Claude Code, Codex, OpenCode | 22 | 3,500 tok |
| MorpheusAIs/Morpheus-Lumerin-Node mor.org Enable interaction with distributed, decentralized LLMs on the Morpheus network through a | 22 | Codex, OpenCode | 1 | 3,151 tok |
| Kabi10/cursor-rules npmjs.com Detect your stack and auto-generate AI editor rules - AGENTS.md (Cursor, Copilot, Codex, C | 22 | Cursor | 1 | 396 tok |
| tleyden/arty iOS realtime voice assistant w/ translation + connectors | 22 | Codex, OpenCode | 1 | 336 tok |