How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
l3wi/homekit-cli Local-first HomeKit CLI, MCP server, and signed macOS bridge 0 Codex, OpenCode 1 123 tok
PigeonAI-Yang/pyaireader Local AI Evidence Reader MCP for AI agents 0 Codex, OpenCode 1 579 tok
ThatDayneGuy/autotask-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 22,920 tok
geoffbelknap/limacharlie-mcp Geoff's LimaCharlie MCP server with Vault-first auth, focused profiles, review tools, and 0 Codex, OpenCode 1 624 tok
Sayalab/agy_in_claude_mcp 0 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 7 1,420 tok
okrealai/kb-gateway HTTP MCP gateway: Pinecone + Neo4j + agentic router for Keyflo learning KB 0 Claude Code, Codex, OpenCode 2 437 tok
mlger/nakama-mcp MCP server for Heroic Labs Nakama — drive the client (:7350) and console (:7351) APIs via 0 Claude Code, Codex, OpenCode 2 3,859 tok
Perseus-Computing-LLC/slack-perseus-agent slackhack.devpost.com Perseus-powered Slack agent via MCP — live project context for developer teams. Built for 0 Codex, OpenCode 1 474 tok
James-Server-Admin/kb-gateway Learning KB MCP gateway 0 Claude Code, Codex, OpenCode 2 472 tok
rafaself/aws-mcp-gateway Self-hosted AWS MCP Gateway, for safe AWS visibility, diagnostics, and controlled operatio 0 Codex, OpenCode 1 1,400 tok
tatemz/habitica-mcp Habitica Model Context Protocol server 0 Codex, OpenCode 1 1,612 tok
myaier/agxp-claude agxp.ai AGXP Claude Code channel plugin (MCP) 0 Claude Code, Codex, OpenCode 3 1,019 tok
feng111222-113/mcp-memory 0 Claude Code, Codex, OpenCode 2 2,781 tok
aniirude/xarticle-mcp MCP server that saves X Articles as Obsidian-friendly Markdown with local assets 0 Claude Code, Codex, Gemini CLI, OpenCode 3 83 tok
NightDevilPT/stock-mcp 0 Codex, OpenCode 1 6,284 tok
workfromrome/HotelAI Pipeline RAG modulare per estrarre, indicizzare e ricercare hotel da cataloghi PDF tramite 0 Codex, OpenCode 1 3,421 tok
yadenmustopa/mcp-environtment-browser 0 Codex, OpenCode 1 2,683 tok
Zonxpk/opengpt ChatGPT Developer Mode MCP bridge over OpenHarness tools 0 Codex, OpenCode 1 94 tok
1artik1/ComboPizzaSushiMCP 0 Codex, OpenCode 1 2,963 tok
tetracoralla/math-anchor Math Anchor — safe exact and scientific math, units, and dimensional analysis for humans a 0 Claude Code, Codex, OpenCode 2 476 tok
Association-of-stupid-people/cocos-mcp-server 0 Claude Code, Codex, OpenCode 11 2,510 tok
truongvanhaoem-0111/mcp-server-python-msx1l7h1 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
guangyusong/meta-business-mcp Open-source MCP skeleton for an auditable Meta Business operations gateway 0 Codex, OpenCode 1 132 tok
Muraty6242/notebooklm-claude-integration NotebookLM integration for Claude Code CLI and Claude Desktop MCP - /nlm commands, researc 0 Claude Code, Codex, OpenCode 3 3,194 tok
adrianba/edge-browser-mcp Stdio MCP server exposing Microsoft Edge browsing history per profile 0 Codex, OpenCode 1 3,580 tok
tbui17/manifold-market-api OpenClaw tool plugin + standalone MCP server wrapping the Manifold Markets public REST API 0 Claude Code, Codex, OpenCode 3 87 tok
tetracoralla/armorial tetracoralla.github.io Policy-bound IconPark selection for humans and AI agents. 0 Claude Code, Codex, OpenCode 2 479 tok
brkhrdt/pty-mcp 0 Codex, OpenCode 1 1,880 tok
ericklrm89-jpg/hyperion Hyperion Universal Web Agent & MCP Server - Real Chrome automation with 5 perception engin 0 Codex, OpenCode 1 2,197 tok
maxwellaguiarsilva/project-mcp-tools 0 Claude Code, Codex, OpenCode 2 163 tok
rdwj/nih-reporter-demo-mcp MCP server for querying the NIH RePORTER research grants database 0 Claude Code, Codex, OpenCode 9 6,422 tok
hwalde/imagen-tools-mcp MCP-Server für Bildgenerierung und -bearbeitung mit Google Gemini (Vertex AI oder AI Studi 0 Claude Code, Codex, OpenCode 2 1,614 tok
harryvaldez/mcp-sql-server SQL Server MCP server (default read-only DBA tools, optional Auth0) 0 Codex, OpenCode 1 631 tok
shiiman/multi-agent-mcp 0 Claude Code, Codex, OpenCode 3 5,183 tok
gregpriday/memory-mcp-legacy 0 Claude Code, Codex, OpenCode 2 2,334 tok
kamil-perczynski/nanobanana-mcp 0 Codex, OpenCode 1 9 tok
slawekradzyminski/mcp-api-tests 0 Codex, OpenCode 1 168 tok
dpaul20/qacito MCP server that gives Claude persistent QA tooling — test execution, stack detection, acce 0 Claude Code, Codex, OpenCode 2 2,494 tok
Designfever/mcp-ikaos-story 0 Codex, OpenCode 1 182 tok
cubicecho/graphql-mcp 0 Claude Code, Codex, OpenCode 2 10,582 tok
g0g5/jupyter-notebook-mcp A FastMCP server for loading, reading, editing, searching, and saving Jupyter notebooks (. 0 Codex, OpenCode 1 246 tok
midnghtsapphire/rvvel-affiliate-links-mcp 0 Codex, OpenCode 1 2,349 tok
xyz50270/Microsoft-Calendar-MCP 0 Codex, OpenCode 1 143 tok
mykolariabokon/project-mind-mcp 0 Claude Code, Codex, OpenCode 2 2,087 tok
physics91/android-ui-agent MCP server for Android UI automation with Playwright-style ref system 0 Codex, OpenCode 1 743 tok
Ma-fee/RAG_MCP 0 Codex, OpenCode 1 662 tok
pdurlej/jan-subagent Jan MCP: turn dry GitHub release bullets into polished Polish release notes, changelogs, a 0 Codex, OpenCode 1 932 tok
salus-ryan/virtualize Free, cross-platform VM orchestration for AI workflows. Formal tool algebra, MCP integrati 0 Codex, OpenCode 1 2,421 tok
pascalhubacher/jira jira mcp for atlassian cloud 0 OpenCode 1
agts86/database-remote-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 11 3,110 tok