How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
MacromNex/rosetta_mcp Rosetta MCP server for molecular modeling and protein design 0 Claude Code 1 942 tok
akramlam/cairnos akram-laamache.me Local-first AI productivity desktop app: brain-dump capture into tasks/notes/ideas/reminde 0 Claude Code 1 1,804 tok
hizokabenitez/twitch_mcp 0 GitHub Copilot 1 2,281 tok
ri7116/Baekjoon-mcp 0 Gemini CLI 1 679 tok
g-hyeong/Logging-Advisor-MCP 0 Claude Code 1 1,794 tok
evgenygurin/fastmcp-r2r-openapi-integration MCP server for R2R API using FastMCP - automatically generated from OpenAPI specification 0 Claude Code 1 8,210 tok
radiosilence/mainlymcpfolk MCP server for Mainly Norfolk - British folk music encyclopedia 0 Claude Code 1 723 tok
exe-blue/revaid-mcp-server 0 Claude Code 1 1,983 tok
tianmuji/figma-restoration-tools Professional Figma Component Restoration Kit - MCP tools with snapDOM-powered high-quality 0 Cursor 1 252 tok
Omm2005/Canvas-LMS-MCP 0 Claude Code, Codex 1 —
filipecalegario/strateegia-mcp MCP de strateegia 0 Claude Code 1 1,212 tok
Moishe/bear-mcp 0 Claude Code 1 744 tok
lucas-1000/location-history-mcp-server MCP server for personal location tracking with PostgreSQL/PostGIS, place recognition, and 0 Claude Code 1 2,620 tok
yt0912iii/Video-generation-MCP 0 Codex, OpenCode 1 191 tok
satyasai-collab/qwen-studio-browser-gateway Unofficial localhost-only Qwen 3.8 Max advisory gateway for Claude Code; not the official 0 Codex, OpenCode 1 714 tok
J-o-n-a-t-h-a-n-M-u-e-l-l-e-r/lattice Infers the dependency graph hidden in a GitHub backlog, writes it into GitHub's native iss 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 1,948 tok
dkharlanau/agent-ready-web-profile dkharlanau.github.io Interoperability profile and MCP gateway for agent-ready websites — llms.txt, Agent Skills 0 Codex, OpenCode 1 2,749 tok
ariobarin/compass-mcp Read-only revision-pinned MCP bridge for Compass 0 Codex, OpenCode 1 169 tok
BlockchainHB/linkedin-scraper-mcp An open source mcp agent platform. Cloudflare agent with access to apify scraping tools 0 Claude Code 4 —
paeyoungpark-web/lupa-mcp lupa.kr MCP server for Lupa — let your AI agent search your Mac's documents by content (PDF, DOCX, 0 Claude Code 1 828 tok
ComputerSaysNull/claude-delegate-local-mcp MCP server that lets Claude Code delegate work to a local model you host yourself. 0 Claude Code 8 2,791 tok
EricYuan2007/GPUPlane Agent-native training control plane for personal GPUs — personal GPU training control plan 0 Claude Code, Codex, OpenCode 5 3,555 tok
bindreams/space-mcp 0 Claude Code 2 1,409 tok
cmiretf/algorate-mcp 0 Codex, OpenCode 1 757 tok
Vince-Yi/-vncy-persona @vncy/persona-mcp — MCP server that maintains a shared persona world-state across agents a 0 Claude Code 1 106 tok
kthy/felt-mcp MCP server for agents working with Felt.com 0 Claude Code, Codex, OpenCode 2 999 tok
flop-labs-dev/technocore-chat HTTP-native chat and notes for agents whose sandbox only allows webfetch — every write is 0 Codex, OpenCode 1 317 tok
AstroBlocksMod/ScratchMCP The MCP Server for Scratch 0 Claude Code, Codex, OpenCode 2 551 tok
CaseyRo/mcp-mockuuups 0 Claude Code 21 861 tok
Studio-Moser/Shelby-MCP The knowledge-graph memory server for AI tools. Mem0-grade intelligence. Engram-grade simp 0 Claude Code, Codex, OpenCode 4 773 tok
HelloiOS2014/chrome-pilot-mcp 0 Codex, OpenCode 1 557 tok
bigonil/azure-cost-management-mcp MCP Server for Azure Cost Management - WAF Cost Optimization and CAF aligned. Compatible w 0 GitHub Copilot 1 1,134 tok
WalterP/kimai-mcp 0 Claude Code 1 1,509 tok
eloquentix/metals-mcp 0 Claude Code 1 550 tok
wellingtonlee/esquie An MCP server with utils for helping reverse engineer binaries. 0 Claude Code 1 1,103 tok
colinhauch/scryfall-mcp-server 0 Claude Code 3 2,842 tok
nakanoasaservice/freee-remote-mcp Freee remote MCP server running on Cloudflare Workers 0 Claude Code, Codex, OpenCode 2 325 tok
paul-92/data-engineering-mcp 0 Codex, OpenCode 1 1,805 tok
zinntikumugai/rigol-oscilloscope-mcp 0 Claude Code, Codex, OpenCode 3 1,738 tok
xuj1nfan/knowledge_base A local knowledge base for terminal and agent cli 0 Codex, OpenCode 1 136 tok
tonytanglab/cursor-relay-mcp 0 Codex, OpenCode 1 214 tok
Suryakanta26/mcp-server-python-mt9e4j8z Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
goods9999-ai/personal-file-analysis-mcp_test_20260826 A FastMCP-based test suite for locally reading and analyzing specific files 0 Claude Code, Codex, OpenCode 2 9,797 tok
parmarnaresh86/AgentSphere-MCP 0 Claude Code 2 2,204 tok
Kautiontape/mystic-forge Unified MCP server for Magic: The Gathering — Scryfall, EDHRec, Archidekt, and deck valida 0 Claude Code 1 2,979 tok
seeincodes/skyfi-mcp npmjs.com Remote MCP server for SkyFi satellite imagery platform — search, price, order, and monitor 0 Claude Code, Codex 1 —
fx/mcp-arr 0 Claude Code, Codex, OpenCode 2 87 tok
omalleyandy/kenpom-client Python MCP server and API client for KenPom basketball analytics with automated odds fetch 0 Claude Code, Cursor 10 917 tok
hmcc0/bragdoc-mcp An MCP server that helps you capture professional achievements using the STAR method. 0 Claude Code 1 646 tok
adinschmidt/fastmail-mcp 0 Codex, OpenCode 1 1,333 tok