How real projects configure their agents

43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756

All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87

Project Stars Configures Files Always loaded
Nicolasvegam/boma-mcp MCP server para gestionar reservas de salas en Boma 0 Claude Code 2 576 tok
tistaharahap/bhinneka-mcp 0 Claude Code, Codex, OpenCode 2 1,699 tok
ssasuoirafen/teams-mcp-server MCP server for Microsoft Teams via Graph API 0 Claude Code, Codex, OpenCode 2 1,802 tok
obe711/google-workspace-mcp Domain wide read only MCP server for email and file queries in Google Workspaces 0 Claude Code 1 —
dlhck/task-fabric File-based, git-versioned task manager for AI agents — plain markdown tasks, hybrid search 0 Claude Code 1 33 tok
0xtlt/coolify-mcp MCP server for managing Coolify instances - control apps, deployments, and logs 0 Codex, OpenCode 1 779 tok
berryj85/mcp-server 0 Codex, OpenCode 1 710 tok
zzgael/nanobanana-mcp-server 0 Claude Code 1 3,030 tok
adamhajari/zulip-mcp MCP server for Zulip channel digests and summaries 0 Claude Code 1 102 tok
jonnadul/newsapi-mcp MCP Server wrapping NewsAPI calls 0 GitHub Copilot 1 352 tok
hailangx/codex-mcp-server Model Context Protocol (MCP) server for local repository indexing and code analysis with V 0 GitHub Copilot 1 1,678 tok
TeamDay-AI/se-ranking-mcp SE Ranking MCP server (fork with per-request credential support) 0 Claude Code 1 1,898 tok
jrmatherly/mcp-context-forge 0 Claude Code, Codex, GitHub Copilot, OpenCode 6 4,859 tok
sergiolopez94/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
Samcil/excel-mcp-server Excel MCP Server 0 Claude Code 1 827 tok
eKsiSLe/MCP4Ghidra This version actually works. 0 Codex, OpenCode 1 434 tok
matracey/mcp-server-template A starter template for building MCP (Model Context Protocol) servers in TypeScript 0 Codex, GitHub Copilot, OpenCode 2 1,026 tok
mvs5465-test/loki-mcp-server 0 Codex, OpenCode 1 507 tok
fredriksknese/mcp-infoblox MCP server for infoblox 0 Claude Code 1 517 tok
sirrlock/mcp Sirr MCP server — lets Claude Code read and write ephemeral secrets 0 Claude Code 1 833 tok
Tako3832/n8n-mcp-main n8n MCP integration 0 Claude Code 9 2,911 tok
glebis/sketch-mcp-server 0 Claude Code, Codex, OpenCode 2 827 tok
hqu/datawrapper-mcp create Datawrapper charts and maps using prompts 0 Codex, OpenCode 1 1,534 tok
mythographica/strategy mnemonica MCP 0 Codex, OpenCode 1 4,038 tok
ddnet-repo/cardcatalog The certification authority for AI agents. Adversarial exams, Ed25519-signed credentials, 0 Codex, OpenCode 1 2,034 tok
minuchoi/firefox-network-mcp-extension 0 Claude Code 1 3,373 tok
aniketbiswas/mcp-server-starter 0 GitHub Copilot 1 263 tok
ltmorro/yes_chef_mcp Meal planning optimization MCP 0 Claude Code 1 348 tok
bald-newcomer/yfinance-mcp 0 Claude Code 1 540 tok
aicoder2048/img_gen_replicate_mcp MCP Server for Image Generation using Replicate AI models 0 Claude Code 3 —
syamai/documentation-mcp 0 Claude Code 1 793 tok
lawheitung/todoist-mcp MCP for my todoist-tg bot 0 Claude Code 1 —
GleisonOliveira/php-container-test-mcp A MCP server to run tests inside a container 0 Claude Code 1 147 tok
developerlabsai/debug-mcp-server MCP server bridging web browsers and Claude Code for seamless debugging workflows 0 Claude Code 13 1,975 tok
innago-property-management/ratatoskr No-code MCP server generator from API specs (OpenAPI, GraphQL, protobuf). TOON compression 0 Claude Code 1 2,728 tok
zhongjun2/om-mcp 0 Claude Code 2 3,208 tok
Heiko888/Connection-Key-MCP-Server 0 Claude Code 4 34,714 tok
henrysouchien/sheets-finance-mcp pypi.org MCP server for SheetsFinance formula catalog — search, build, and describe spreadsheet for 0 Claude Code 1 99 tok
ivkond/memoria The missing self-hosted memory backend for MCP clients. 0 Claude Code, Codex, OpenCode 1 1,400 tok
sELIBIKS/bubble-mcp MCP server for Bubble.io — 27 tools across 3 layers for full developer control 0 Claude Code 3 2,138 tok
ATEMMETA/Jupyter-MCP-Server-New 0 GitHub Copilot 1 2,268 tok
codefzer/sru-mcp MCP server for searching library catalogs via the SRU protocol 0 Claude Code 1 520 tok
alex2neo/discord-mcp Discord 0 Claude Code 1 2,542 tok
bobmatnyc/notion-mpm MCP server and Python API library for Notion workspace integration 0 Claude Code 1 1,390 tok
theamazingwolf/cursor-bridge-mcp MCP server that bridges Cursor's context ecosystem (rules, agents, skills) to Claude Code 0 Claude Code 1 237 tok
NETWORK101/remote-mcp-server-with-auth 0 Claude Code 3 5,279 tok
l4b4r4b4b4/news-mcp 0 GitHub Copilot 1 708 tok
Belolipetsky/YooKassa-MCP 0 Codex, OpenCode 1 5,313 tok
JrJuni/recruit-ai-mcp 0 Claude Code, Codex, OpenCode 2 4,522 tok
tuoc1226-maker/EmailMCP 0 Claude Code 1 —