How real projects configure their agents

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