How real projects configure their agents

43,750 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
ivantichy/loxone-mcp-proxy Headless, self-healing local MCP proxy for the Loxone Miniserver native MCP Server - stabl 2 Claude Code 1 818 tok
OpenChatGit/Destiny---Codex Destiny Codex turns the Destiny 2 Manifest (gibberish hash-reference JSON) into clean, AI- 2 Codex, OpenCode 1 1,931 tok
naplesblue/grokbridge Local MCP bridge for Codex and Claude Code: delegate code, reviews, web/X research, Grok 4 2 Codex, OpenCode 1 532 tok
ukwhatn/kairan Local MCP server that circulates agent-generated markdown/HTML documents to your browser 2 Claude Code 1 504 tok
elct9620/noon-sight MCP Server to aggregate Google Analytics / Search Console / Cloudflare Analytics and more 2 Claude Code 4 5,278 tok
shekarsiri/moo-tasks Local-first MCP task manager & real-time Web UI for AI coding agents (Claude Code, Cursor, 2 Claude Code, Codex, Cursor, OpenCode 3 2,629 tok
hieutachi/rosbridge-mcp MCP server bridging AI agents to ROS 2 robots via rosbridge (WebSocket). Read-only guardra 2 Claude Code 1 588 tok
amanasmuei/amem npmjs.com The memory layer for AI coding tools. Local-first, semantic, works with Claude Code, Curso 2 Claude Code, GitHub Copilot 2 2,416 tok
nvk/llm-wiki-chrome Bounded Chrome collaboration extension and local connector for LLM Wiki. 2 Codex, OpenCode 1 250 tok
Tom-R-Main/OBS-MCP Control OBS Studio with AI agents via MCP server with full OBS WebSocket v5 coverage. 2 Claude Code 1 301 tok
duncanmcclean/freeagent-mcp Local, read-only MCP server for FreeAgent. Built on Laravel. 2 Claude Code, Codex, OpenCode 7 4,092 tok
reiarseni/mockpost Local emulator for E2E testing: fake SMTP, Telegram, WhatsApp, SMS, push, Slack, Discord, 2 Claude Code 1 963 tok
KonghaYao/mcp-skills-registry 2 Claude Code 1 1,885 tok
norton77930/corpus-ingest-core Deterministic, provenance-tracked pipeline that turns spoken content into verified, search 2 Claude Code, Codex, OpenCode 18 729 tok
brajendrak00068/agentic-ai-video-production 2 Codex, OpenCode 1 1,826 tok
Lolaplex/agents-docs pypi.org Ultra-fast, zero-bloat local markdown documentation RAG for AI coding agents (MCP + BM25). 2 Claude Code, Codex, OpenCode 2 208 tok
Koniverse/Senti-MCP 2 Claude Code, Codex, OpenCode 3 9,001 tok
tmchao7/local-vision-mcp Give text-only coding agents (Claude Code, DeepSeek, Codex) local vision via Ollama — one 2 Claude Code 1 2,137 tok
tiefeiyu/qt-commander MCP server for native Qt application automation. Inject into any running QWidget or QML ap 2 Claude Code 1
fish827-08/rag-kb Local-first, offline-capable Agent memory & knowledge service. REST + MCP dual-protocol, h 2 Codex, OpenCode 1 4,013 tok
DigitalArsenal/OrbPro2-MCP 2 Claude Code 1 141 tok
statuser-cloud/mcp statuser.cloud Official Statuser MCP server 2 Claude Code 1 913 tok
GoogleCloudPlatform/mcp-grpc-transport-py 2 Codex, OpenCode 1 369 tok
olgasafonova/mcp-workshop 2 Claude Code 1 82 tok
universal-mcp/applications 2 Claude Code, Codex, Gemini CLI, OpenCode 3 9,414 tok
fedec65/BetterCallClaudeMCP_Italy 2 Codex, OpenCode 1 1,244 tok
axel-sirota/workshop-a2a-mcp 2 Claude Code 1 1,623 tok
clavia-labs/mcp-multilspy 2 Claude Code 1 297 tok
antonpinchuk/mobile-mcp-opengl MCP for OpenGL Android Development and Automation (Unity, Unreal Engine, Cocos2d-x, libGDX 2 Codex, OpenCode 1 456 tok
zenworksza/devMCP 2 Codex, OpenCode 1 2,352 tok
bigwolfeman/Document-MCP 2 Claude Code, Gemini CLI 11 3,852 tok
openclawby/tradingview-mcp 2 Claude Code 1 1,873 tok
DimitrK/mcp-search 2 GitHub Copilot 1 3,592 tok
CaptainCrouton89/search-mcp 2 Claude Code 1 510 tok
jmceleney/gnucash-mcp 2 Claude Code 1 564 tok
andreahaku/gateway_mcp 2 Claude Code 1 2,967 tok
sushilti80/datadog-mcp Model Context Protocol (MCP) server that provides AI agents with seamless access to Datado 2 Codex, GitHub Copilot, OpenCode 2 8,835 tok
Supermancho-git/godot_mcp 2 Codex, OpenCode 1 1,829 tok
progre55/tradingview-mcp MCP bridge for TradingView Desktop via Chrome DevTools Protocol. Forked from LewisWJackson 2 Claude Code 1 3,869 tok
dvgamerr-app/gokub-mcp dvgamerr.app 🚀 Model Context Protocol (MCP) server for Bitkub Cryptocurrency Exchange API - Connect Cl 2 Claude Code, Codex, OpenCode 2 1,403 tok
dajiaohuang/shuiyuan-mcp Shuiyuan Discourse MCP with cookie login launchers 2 Codex, OpenCode 1 1,471 tok
ZenlixAI/hitl-mcp A production-ready, state-persistent MCP server for Human-in-the-Loop (HITL) interaction. 2 Claude Code, Codex 13
maybe-finance/synth-mcp 2 Claude Code 1 416 tok
SecKatie/FalkorDB-MCPServer 🚀 Connect AI models to FalkorDB graph databases through the Model Context Protocol - Quer 2 Claude Code 1 1,020 tok
aerocristobal/MCP-MacOSControl A native macOS MCP (Model Context Protocol) server built in Swift that provides comprehens 2 Claude Code 1 114 tok
ranbo12138/mcp-image-gen 2 Codex, OpenCode 1 2,111 tok
Zettagrid/zettagrid-vmware-mcp 2 Claude Code 1 1,368 tok
Huleinpylo/kali-agents-mcp 2 Claude Code, Codex, OpenCode 9 3,290 tok
ilharp/webview-devtools-mcp DevTools for any WebView — no remote-debugging port required. Works in Safari/iOS WebView/ 2 Codex, OpenCode 1 761 tok
krishnagutta/extend-mcp MCP server for Workday Extend app development — read, write, validate, and deploy Extend a 2 Claude Code 1 1,195 tok