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
drsullivan13/weather-server MCP Demo - Weather Server 0 Claude Code 1 1,203 tok
matchs/tf-cloud-mcp-server 0 GitHub Copilot 1 114 tok
MinhazTopaz/figma-mcp 0 GitHub Copilot 1 247 tok
yeneryigitcelik-debug/dolores Self-hosted, Postgres-backed memory for AI agents — free local embeddings, hybrid (vector 0 Claude Code 1 1,026 tok
berntpopp/metadome-link genefoundry.org MCP server for MetaDome: per-position missense tolerance (dN/dS) landscapes for human tran 0 Claude Code, Codex, OpenCode 10 4,086 tok
everyai-com/distillory Local-first memory engine that synthesizes at ingestion — one schema-graded profile per en 0 Codex, OpenCode 1 443 tok
bramleyjl/notion-mcp Personal Notion MCP server with domain-specific tools for task management and workspace in 0 Claude Code 1 867 tok
kibarayhan/slikk Minimal MCP server that resolves Claude Code skill names to paths without bloating context 0 Claude Code 1 101 tok
diegokoes/tachy 0 Claude Code, GitHub Copilot 2 4,183 tok
Bov27/MCPkicad 0 Claude Code 1 9,320 tok
Ira-Ivaa/mcp-coffee 0 Claude Code 1 1,143 tok
shxiaj/everything-mcp MCP (Model Context Protocol) server for Everything — the lightning-fast Windows file searc 0 Codex, OpenCode 1 847 tok
kkawailab/kklab-mlit-dpf-mcp An unofficial MCP server for the Ministry of Land, Infrastructure, Transport and Tourism D 0 Claude Code 1 1,811 tok
NakanoSanku/msc-mcp 0 Codex, OpenCode 1 462 tok
F4bse-94/lai-n8n-mcp-smithery n8n-mcp.com A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you 0 Claude Code 9 2,343 tok
hamchowderr/vercel-mcp-template model-context-protocol-mcp-with-ver-rosy-ten.vercel.app 0 Claude Code 1 2,396 tok
BACH-AI-Tools/deepwiki-mcp deepwiki-mcp — automatically created by MCP Factory 0 Cursor 2 70 tok
pidanmeng/mcp-template 0 Claude Code 1 700 tok
intersystems-community/medical-graphrag-assistant Agentic clinical chat interface powered by InterSystems IRIS, NVIDIA NIM, and Model Contex 0 Claude Code, Codex, OpenCode 10 3,998 tok
pidanmeng/resend-mcp 0 Claude Code 1 700 tok
Geralt1983/mcp-todoist MCP server for Todoist 0 Claude Code 3 1,431 tok
sritajkumarpatel/learn_mcp_2025 Repository for learning Model Context Protocol 0 GitHub Copilot 1 1,360 tok
SongJiangzhou/cpp_guidelines_mcp 0 Claude Code 1 523 tok
saifeezibrahim/aws-mcp-server-devops-ai 0 Claude Code 1 1,151 tok
evgenygurin/r2r-rag-search-agent MCP server for integrating R2R (RAG) with Claude Desktop 0 Claude Code 1 8,551 tok
JenHsuan/alayman-mcp 0 Claude Code 1 343 tok
dudu1111685/telegram-mcp 0 Claude Code, Cursor 2 1,182 tok
becksclair/oracle-mcp Oracle MCP to allow agents to consult smarter models for advice 0 Claude Code, Codex, OpenCode 2 1,006 tok
jeromewoody/freshrss-mcp 0 Codex, OpenCode 1 123 tok
Aceek/MCPWorkflowCli Help to monitor argentic wortflow actions 0 Claude Code 1 —
ehukaimedia/google-webmaster-mcp 0 Codex, OpenCode 1 316 tok
lion9/RAG_Obsidian Semantic search over your Obsidian vault via an MCP server 0 Claude Code 1 92 tok
sandeepreddygantla/custom_mcp 0 Claude Code 1 1,277 tok
Daxiongmao87/alignment-correction-mcp 0 Gemini CLI 1 20 tok
Skopaq-AI/argus-mcp-server Argus MCP Server - Model Context Protocol for AI IDEs (Claude Code, Cursor, Windsurf, VS C 0 Claude Code 1 611 tok
synergyai-os/product-brain-mcp Product OS MCP server — single source of truth for product knowledge in Cursor 0 Cursor 1 —
jasondk/errol-mail 🦉 An MCP server that provides AI assistants with safe and fast comprehensive access to al 0 Claude Code 1 1,036 tok
Vanszs/Bybit_AutoTrade Tele Bot + LLM + MCP Bybit API for price chekcing, auto trade ECT 0 GitHub Copilot 2 1,263 tok
jgentes/motion-mcp-cloudflare MCP for useMotion.com hosted via Cloudflare 0 Claude Code 1 —
troopdegen/se2-minikit-mcp-server MCP server for rapid Scaffold-ETH 2 development on Base with Farcaster integration 0 Claude Code 1 2,653 tok
CDiT-dev/mcp-watermelon 🍉 MCP server for the Watermelon.ai customer support platform — 13 tools for contacts, con 0 Claude Code 20 —
fufufukakaka/pokemon_sv_damage_calc_mcp 0 Claude Code 1 1,137 tok
fjacquet/vault-rag-mcp fjacquet.github.io 0 Claude Code 1 505 tok
nickweedon/mcp_server_template Simple template that a MCP server can be based on 0 Claude Code 1 1,757 tok
wuyuwenj/api-doc-mcp 0 Codex, OpenCode 1 3,788 tok
JasonBates/mcp-mode-switcher MCP server for switching between Claude Desktop configuration profiles 0 Claude Code 1 385 tok
Ripnrip/Quake-Coding-Arena-MCP 0 Claude Code, Codex, OpenCode 2 7,365 tok
koizumikento/e-stats-mcp profile.straydogman.com MCP server for searching and retrieving Japan’s official e-Stat government statistics. 0 Claude Code, Codex, OpenCode 2 393 tok
tuanpham197/mcp 0 Claude Code 1 548 tok
ciJaein/ci-openapi-mcp 0 Codex, OpenCode 1 3,841 tok