How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
toniher/youtube-personal-feed MCP tool for retrieving last feeds from your Youtube subscriptions 1 Codex, OpenCode 1 1,914 tok
bsahane/legal-open-mcp-server legal-open-mcp-server 1 Codex, OpenCode 1 773 tok
aikadimsoy/kasa-mcp KASA MCP — a permission-brokered MCP server for agent memory. Local-first, encrypted at th 1 Claude Code, Codex, OpenCode 3 1,870 tok
mikewolfd/voiceover-mcp MCP server for browser testing with real macOS VoiceOver or Guidepup's virtual screen read 1 Codex, OpenCode 1 542 tok
jr2804/vaultwarden-mcp MCP server for Vaultwarden vault access with multi-account support 1 Codex, OpenCode 1 1,815 tok
grizlizora/holy-bible-mcp Universal Multilingual Bible MCP Server (800+ languages, 11.9M verses, 100% offline, zero- 1 Codex, Cursor, OpenCode 2 590 tok
scenaristeur/ableton-holland-mcp 1 Codex, OpenCode 39 2,353 tok
fredericbarthelet/demo-skills-over-mcp Test server to demonstrate skills over MCP feature 1 Claude Code, Codex, OpenCode 2 32 tok
jugaad-py/nse-mcp 1 Codex, OpenCode 1 1,075 tok
NitrogenT7/jadx-mcp-multisession Improved JADX-MCP: multi-session management (AI autonomously starts, switches, and closes 1 Codex, OpenCode 1 2,209 tok
mgummich/mcp-mealie Curated, token-efficient MCP server for Mealie recipes, meal plans, and cookbooks 1 Codex, OpenCode 1 1,963 tok
note1-ai/note1-mcp note1.ai note1 MCP server — query your meeting notes, transcripts, and action items from Claude, Ch 1 Codex, OpenCode 1 331 tok
jdsalasca/mcp-opencode MCP bridge for coordinating OpenCode agents from Codex/ChatGPT 1 Codex, OpenCode 1 351 tok
egemeny13/euroleague-analytics website-prototype-liard.vercel.app A validated data warehouse for EuroLeague and EuroCup basketball, built from the public pl 1 Claude Code, Codex, OpenCode 5 6,578 tok
paulomanrique/mesen-for-ai MCP server for driving Mesen headlessly in AI-assisted SNES, NES, PC Engine, and GBA rever 1 Codex, OpenCode 1 1,650 tok
gmen1057/yandex-direct-mcp Open-source MCP server for Yandex Direct (Yandex Direct) — 80 tools for AI agents 1 Codex, OpenCode 1 1,173 tok
joonhyungkimweb/pokemon-champions-mcp 1 Codex, OpenCode 1 325 tok
mmadfox/swag2mcp swag2mcp.io MCP server that gives LLM agents superpowers to explore and call any OpenAPI/Swagger/Postm 1 Claude Code, Codex, OpenCode 6 1,431 tok
hachiflow/buzz-mcp-bridge 1 Claude Code, Codex, OpenCode 2 3,039 tok
real-limitless/mcp-flow real-limitless.github.io MCP registry gallery + controlled session plane. Dual-tracked with OpenFlow MCP node galle 1 Codex, OpenCode 1 2,526 tok
zero-times/wechat-official-studio-mcp A local MCP Server and accompanying Skill for operating WeChat Official Accounts. It uses 1 Codex, OpenCode 1 213 tok
IH8E/express-cli CLI client for the corporate messenger eXpress. Supports E2E encryption, sending messages, 1 Codex, OpenCode 1 7,905 tok
dsaewkfiush03-debug/game-dev-resource-mcp License-aware game development resource discovery for AI coding agents via MCP. 1 Codex, OpenCode 1 1,404 tok
arr-mcps/seerr-mcp Model Context Protocol for seerr-team/seerr 1 Codex, OpenCode 1 1,714 tok
arr-mcps/lidarr-mcp Model Context Protocol for Lidarr/Lidarr 1 Codex, OpenCode 1 1,633 tok
icemage001/local_sharepoint_mcp 1 Codex, OpenCode 1 471 tok
samarpassey/maple-procure maple-procure.onrender.com An MCP server over Canada's public tender and award data (CanadaBuys). Scoped auth, proven 1 Claude Code, Codex, OpenCode 2 1,350 tok
PipperL/nycu-library-mcp-wrapper Cloudflare Workers wrapper for NYCU Library's official MCP server. Normalizes catalog sear 1 Codex, OpenCode 1 360 tok
AgentNex/zerocrawl-mcp 100% Free & Open-Source Web Crawling MCP Server. Zero-budget, no-API-key web scraping and 1 Claude Code, Codex, OpenCode 2 79 tok
lutfi-zain/reedrich-mcp 1 Claude Code, Codex, OpenCode 11 2,876 tok
yuyou-dev/GrillMeJewel A standalone Codex Apps UI interview that turns vague jewelry ideas into confirmed briefs 1 Codex, OpenCode 1 288 tok
kirakiray/web-bridge-mcp MCP tools for AI to debug pages 1 Claude Code, Codex, OpenCode 2 179 tok
FireCulex/int Self-hosted, Dockerized AI memory system with MCP server for AI coding assistants to recal 1 Codex, OpenCode 1 1,529 tok
Renzo-Tognella/DecisionsSearch Persistent memory for AI agents — MCP server with hybrid graph+vector search, agent skills 1 Codex, OpenCode 1 595 tok
YokihitoOkiBiz/jetkvm-mcp Model Context Protocol (MCP) server for controlling JetKVM through Playwright and WebRTC H 1 Codex, OpenCode 1 744 tok
patrikmichi/crawlee-mcp 1 Claude Code, Codex, OpenCode 2 693 tok
LiuShiYi1027/ThumbAgent Local-first platform that gives AI agents a real thumb on mobile devices. Local-first mobi 1 Codex, OpenCode 1 1,472 tok
QuarkOS/Cairn Typed facts that outlive the session. Agents assert, recall, and retract through JSON or M 1 Claude Code, Codex, Cursor, OpenCode 11 557 tok
haisamar/agentguard agentguard-eight.vercel.app Identity security for AI agents using Auth0, OAuth, MCP, contextual policy 1 Claude Code, Codex, OpenCode 2 159 tok
KrivchenkoEgor/mcp-recipe-shopping-list Model Context Protocol (MCP) server that parses recipes from food.ru, finds products on ma 1 Codex, OpenCode 1 7,026 tok
IrisRainbowNeko/codex-mission-ledger Deterministic MCP control plane for native hierarchical Codex agents. 1 Codex, OpenCode 1 106 tok
Mzzj114/nt-mcp-server MCP server exposing FRC NetworkTables (NT4) to AI agents. Reads/writes/monitors a robot's 1 Codex, OpenCode 1 1,750 tok
EvexU2/evex-agent-messaging Provider-neutral MCP messaging gateway for EVEX coding agents 1 Codex, OpenCode 1 431 tok
Tim0320/IsaacSim-MCP 1 Codex, OpenCode 2 94 tok
paulocesaaars/nix Servidor MCP que expõe um vault do Obsidian 1 Claude Code, Codex, OpenCode 5 1,428 tok
tukimtk-design/openworker-ecommerce-mcp MCP Server for Openworker to control Chrome/Edge for Shopee, TikTok Shop, and Lazada produ 1 Claude Code, Codex, OpenCode 2 488 tok
dominick253/roku-debug-mcp 1 Codex, OpenCode 1 989 tok
limars874/chatgpt-file-mcp Local read-only, policy-constrained filesystem MCP server 1 Codex, OpenCode 1 84 tok
uzairayed/lc-editor Local MCP video editor. ffmpeg renders 9:16 reels. 1 Codex, OpenCode 1 191 tok
hansakoch/cf-memory-plugin CF Memory Plugin — Cloudflare Agent Memory for AI coding agents and LLM frameworks. Persis 1 Codex, OpenCode 1 691 tok