How real projects configure their agents

22,170 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
hrubymar10/aimebu IRC for you and your AI agents — shared rooms across Docker, harnesses, and machines. Sing 5 Claude Code, Codex, OpenCode 2 7,685 tok
HanZephyr/AI-Data-Access-Gateway An open-source secure data access gateway for AI agents. It provides database safety acces 5 Codex, OpenCode 1 372 tok
davo20019/aidaemon Personal AI daemon — Telegram interface, agentic tool use, MCP integration, email triggers 5 Claude Code, Codex, OpenCode 2 3,764 tok
VMAFx/vmafx vmafx.github.io VMAFX — perceptual video quality assessment. Modernized fork-evolved with SYCL/CUDA/HIP/Me 5 Claude Code, Codex, OpenCode 45 13,606 tok
nvdigitalsolutions/mcp-ai-wpoos nvdigitalsolutions.com NV Digital Open Operator System (NV oOS) is an Object-Oriented AI Framework/Harness for Wo 5 Claude Code, Codex, GitHub Copilot, OpenCode 73 36,914 tok
pdugan20/rewind docs.rewind.rest Personal data aggregation service. Syncs data from Strava, Last.fm, Discogs, Plex, Trakt, 5 Claude Code, Codex, OpenCode 5 2,285 tok
alvcarmona/library-mcp MCP server that automates library music-room booking — Clean Architecture, Selenium scrapi 5 Codex, OpenCode 1 412 tok
raunakkathuria/operance operance.dev Local-first AI desktop action layer for controlling your computer with natural language. 5 Codex, OpenCode 1 2,353 tok
ApexIQ/skillsmith pypi.org One command to make any repo agent-ready. Scaffolds .agent/ workspace, platform instructio 5 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,432 tok
spyrosze/mcp-openfoodtox phoebeai.com MCP server providing tools to access EFSA's comprehensive OpenFoodTox Chemical Hazards in 5 Codex, OpenCode 1 6,574 tok
24373054/TLAH-Studio download.matrixlabs.cn Native Windows AI agent workspace with observable runs, controlled tools, MCP, and provide 5 Claude Code, Codex, OpenCode 2 2,252 tok
zessu/samson-ai Your personal fitness trainer. Get fitness recommendations daily through email/SMS 5 Codex, OpenCode 1 1,449 tok
epicsagas/Episteme crates.io A production-ready knowledge graph system for software engineering that connects design pa 5 Claude Code, Codex, Gemini CLI, OpenCode 2 3,022 tok
bobaba76/Engram Local-first code intelligence and MCP-native review engine for Python and TypeScript repos 5 Codex, OpenCode 1 736 tok
opencue/cuecards cuecards.cc Agent profile manager for Claude Code & Codex. Per-directory profiles select which skills, 5 Claude Code, Codex, OpenCode 3 1,445 tok
piklen/manmankan piklen.github.io Local A-share data screener: watchlist/industry/theme/full market → CLI + AI-readable JSON 5 Codex, OpenCode 1 1,506 tok
honeycomb-Technologies/Mitsuro Mitsuro is a self-hosted AI workspace for coding, research, and durable agent work. 5 Claude Code, Codex, Cursor, OpenCode 9 6,399 tok
cmudco/dare-backend dare.cmu.edu Open-source Django REST backend for the DARE Platform, with multi-LLM chat, RAG, MCP tools 5 Claude Code, Codex, OpenCode 5 2,028 tok
alexmx/peek See and drive any Mac app from your terminal or your AI agent. 5 Claude Code, Codex, OpenCode 2 2,193 tok
shuchitajain/awesome-ai-setup npmjs.com Practical agents for AI-native repository workflows 5 Codex, OpenCode 1 2,265 tok
alxgmpr/serial-mcp Let agents talk to serial devices like UART adapters 5 Claude Code, Codex, OpenCode 2 1,399 tok
tylerjrbuell/reactive-agents A custom reactive AI Agent framework that allows for creating flexible reactive agents to 5 Codex, OpenCode 1 6,277 tok
quangdang46/livekit_agent_simulator Black-box LiveKit voice agent testing: real WebRTC/SIP calls with an AI caller. Catch barg 5 Codex, OpenCode 1 2,396 tok
dinpd/AgentAction agentaction.dev Trust infrastructure for autonomous AI agents: decision assurance, action authorization, r 5 Codex, OpenCode 1 310 tok
stoa-platform/stoa gostoa.dev 🏛️ The European Agent Gateway — Open-source MCP Gateway for Enterprise AI | gostoa.dev 5 Claude Code, Codex, OpenCode 40 4,126 tok
Nikita3005/taintgate Provenance-aware runtime security for AI agents with deterministic ALLOW / REVIEW / BLOCK 5 Codex, OpenCode 1 259 tok
mmornati/leanproxy-mcp mmornati.github.io A "Token Firewall" for MCP - reduce AI token costs by 50-80% while securing your code from 5 Codex, OpenCode 1 245 tok
wenn-id/comicsol comic-sol-studio.vercel.app Create Comic with Plan anywhere. Render anywhere. Resume everywhere. 5 Codex, OpenCode 1 2,499 tok
vb-nattamai/agent-ready AgentReady — Transform any legacy repo into an AI-agent-ready codebase. Generates agent-co 5 Claude Code, Codex, OpenCode 2 5,630 tok
slhaf/AgenticGPT Linux local execution agent and Rust Hub for controlled ChatGPT Actions and Apps MCP acces 5 Codex, OpenCode 1 689 tok
comisai/comis comis.ai Open-source security-first runtime for AI agents that learn and act across sessions. 5 Claude Code, Codex, OpenCode 2 20,957 tok
dubh3124/Director Director: AI-first local system for producing live-app presentation videos and decks. 5 Codex, OpenCode 1 651 tok
PO-VINCENT/ai-shopping-audit Lighthouse for AI shopping: audit any product page for AI-agent readiness. 0-100 score, ev 5 Claude Code, Codex, Gemini CLI, OpenCode 3 409 tok
velhud/PatchBay Route ChatGPT context into local Codex workers. 5 Codex, OpenCode 1 3,873 tok
provasign/prism provasign.dev Semantic change intelligence for coding agents — complete impact sets, edit-ready context, 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 12 2,148 tok
pacnpal/mcpelevator The missing MCP gateway you always wanted. Elevate MCP servers into authenticated HTTP end 5 Claude Code, Codex, OpenCode 2 4,646 tok
Afnanksalal/co-op co-op.software Co-Op is local-first business management software for company planning, research, files, c 5 Codex, OpenCode 1 1,095 tok
llmpolska/llm-design-engine Creative director and design compiler for coding agents 5 Codex, OpenCode 1 720 tok
q1ngn1ng-web/kb-rag Personal knowledge base engine: PDF/Word/EPUB → LLM entity relationship graph + hybrid ret 5 Claude Code, Codex, OpenCode 11 1,225 tok
MARUCIE/authbox Your keys. Your identity. Unstoppable. -- Seed-phrase password manager with AI agent gatew 5 Claude Code, Codex, Gemini CLI, OpenCode 3 45,287 tok
velias/mcp-auth-adapter An authentication adapter for Model Context Protocol (MCP) world. It sits in front of any 5 Codex, OpenCode 1 5,980 tok
prototypdigital/bluetemberg prototypdigital.github.io AI coding standards shipped like a dependency. Version-locked, integrity-verified, signed, 5 Claude Code, Codex, OpenCode 6 740 tok
MichaelCereda/stampo Turn any API or config into a real CLI. Single static binary, zero dependencies, tab compl 5 Codex, OpenCode 1 813 tok
binary16labs/prime-silo binary16labs.github.io The canonical Sovereign AI Agent OS & runtime harness. Built for Model Context Protocol (M 5 Claude Code, Codex, OpenCode 13 11,239 tok
HosungYou/LongTable Research control plane for AI-assisted scholarship: durable human checkpoints, lawful evid 5 Codex, OpenCode 1 750 tok
symphos-ai/orcho-core docs.orcho.dev Production harness and control plane for accountable AI-assisted software delivery 5 Claude Code, Codex, OpenCode 16 2,148 tok
lachlanchen/AgInTi-LabCanvas lazying.art AgInTi LabCanvas: agentic studio for editable scientific figures, CAD devices, and experim 5 Codex, OpenCode 1 9,085 tok
brodewa369/roowet-semantic-vault-search Local RAG semantic search for Obsidian vaults — Ollama + LanceDB + MCP. Search your markdo 5 Codex, OpenCode 1 1,221 tok
HERRY423/CellTypePilot Agent-native, local-first plugin for auditable single-cell annotation with governed eviden 5 Codex, OpenCode 1 4,451 tok
swayamg20/AgentRelay swayamg20.github.io Self-hosted MCP mailbox for secure agent-to-agent collaboration across repositories and ma 5 Claude Code, Codex, OpenCode 2 1,685 tok