How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
SnowLightPath/extended-mind Personal Context Protocol — shared context across AI platforms via MCP 1 Codex, OpenCode 1 1,258 tok
pascalhubacher/confluence confluence mcp for atlassian cloud 1 OpenCode 1
dcierra/DarwinRelay Turn ChatGPT and other MCP clients into local agents on macOS — shell, files, PTY, browser 1 Codex, OpenCode 1 3,046 tok
hi-jin/obsidian-pdf-evidence Expose PDF evidence and vault context for MCP clients 1 Codex, OpenCode 1 1,314 tok
limehawk/google-maps-reviews-mcp MCP server for scraping Google Maps reviews using Playwright 1 Claude Code, Codex, OpenCode 2 283 tok
vincentspereira/RNR-Enhanced-Cognee vincentspereira.github.io Enterprise-grade AI memory infrastructure - Enhanced fork of Cognee with PostgreSQL, Qdran 1 Claude Code, Codex, OpenCode 2 13,385 tok
ex-nihilo-labs/agent-auth Zero-knowledge credential injection for AI agents. MCP server — agents authenticate withou 1 Codex, OpenCode 1 784 tok
jegriffi91/mobile-automator-mcp 1 Claude Code, Codex, GitHub Copilot, OpenCode 6 3,356 tok
onigetoc/mcp-context-master Automatically add Context and Docs to your project 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 14,527 tok
yamayued/j-platpat-mcp MCP server scaffold for the official JPO patent information acquisition API 1 Codex, OpenCode 1 619 tok
jpvarbed/focus-timer-tools CLI + MCP server + Claude skill for the focus.jasonv.dev timer 1 Claude Code, Codex, OpenCode 2 484 tok
NuerSir/mcp-server-worker 1 Codex, OpenCode 1 927 tok
kctw-dev/talk-to-figma-mcp Fork of cursor-talk-to-figma-mcp with extended Figma Plugin API support (prototype links, 1 Claude Code, Codex, OpenCode 2 1,699 tok
jamesjfoong/github-pr-review-mcp Github PR review MCP Server 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 12 985 tok
hasindu-madushan/slim-atlas-ai A Model Context Protocol (MCP) server that provides extremely lightweight browser automati 1 Codex, OpenCode 1 3,320 tok
baiehclaca/service npmjs.com > The only MCP server your AI agent needs — unified MCP hub & real-time notification gatew 1 Codex, OpenCode 1 1,065 tok
valderan/vvk-charts-mcp Modern Python MCP server for rendering charts and diagrams (line, bar, pie, scatter, area) 1 Codex, OpenCode 1 1,384 tok
SandboxServers/Memory-Alpha-MCP 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,474 tok
mikulovesuki/mimo-vision-mcp opencode.ai MCP server that gives text-only LLMs vision capability via vision models (e.g. Xiaomi MiMo 1 Codex, OpenCode 1 345 tok
adibirzu/mcp-oci-logan-server 1 Codex, OpenCode 1 814 tok
hotic/protools An extensible everyday development MCP toolkit. 1 Codex, OpenCode 1 671 tok
ucodia/plotter-studio-mcp Plotter Studio MCP server that gives AI agents eyes and a robotic arm. 1 Claude Code, Codex, OpenCode 2 1,648 tok
sontanon/docx-mcp Legal document redlining engine with MCP server for AI-powered .docx tracked changes 1 Codex, OpenCode 1 1,570 tok
yuraist/appstoreconnect-mcp MCP server for App Store Connect API — manage apps, IAPs, subscriptions, TestFlight, and A 1 Claude Code, Codex, OpenCode 2 724 tok
h-mergel/bru-mcp MCP server that exposes Bruno CLI (bru) as tools for AI agents 1 Codex, OpenCode 1 1,452 tok
NetzSicht/amazon_ads_mcp 1 Claude Code, Codex, OpenCode 2 4,739 tok
dna-seq/just-prs-mcp Just-PRS MCP server 1 Claude Code, Codex, OpenCode 4 3,963 tok
yangzhaoji-dot/AgentBridge Bridge local coding agents with user-authorized web AI through browser extensions and MCP. 1 Codex, OpenCode 1 558 tok
Nitjsefnie-Harness-Commons/daedalus Browser bridge for agents: drive a real Chrome instance over HTTP, MCP or CLI 1 Claude Code, Codex, OpenCode 3 6,510 tok
m2ux/workflow-server A Model Context Protocol (MCP) server for AI agent workflow orchestration. Create high-fid 1 Claude Code, Codex, OpenCode 2 2,695 tok
bubroz/zget Agentic local media capture: yt-dlp library, CLI, and MCP path handoff for agents and pipe 1 Codex, OpenCode 1 521 tok
Killian-Filippov/CodeGB MCP server that provides structured repository context for AI coding agents. 1 Codex, OpenCode 1 1,841 tok
ArtiPyHeart/mcp-jumpserver-gui-sucks 1 Codex, OpenCode 1 1,475 tok
JonusNattapong/MCPSearch Hybrid crawling + Stealth browser + Social media scraping + Anti-bot bypass - all free, no 1 Codex, OpenCode 1 1,584 tok
drohi-r/mikrotik-routeros-mcp ecube-entertainment.com MCP server for MikroTik RouterOS with 24 tools for multi-device management, transport fall 1 Codex, OpenCode 1 238 tok
kingsword09/ptywright npmjs.com Terminal/TUI automation driver over PTY + xterm, exposed as MCP tools 1 Codex, OpenCode 1 1,254 tok
DrewCyber/astro-mcp 1 Codex, OpenCode 1 1,104 tok
0xAndoroid/poker-bankroll-tracker-mcp Poker Bankroll Tracker (PBT) MCP server 1 Codex, OpenCode 1 62 tok
browserkit-dev/browserkit Framework for building site-specific MCP servers over authenticated browser sessions 1 Claude Code, Codex, OpenCode 10 5,853 tok
chrisjohntapp/suse-mcp MCP server to interact with SUSE Linux ecosystem 1 Claude Code, Codex, OpenCode 2 103 tok
zombat/scrub-mcp raymondrizzo.com A 22-tool MCP server and CI-ready CLI that cuts cloud LLM token usage on code quality task 1 Codex, OpenCode 1 1,716 tok
upamune/chrono-mcp 1 Codex, OpenCode 1 531 tok
ergunsh/ask-user-mcp-app ask-user-mcp-app.vercel.app An MCP App that enables AI agents to ask users multiple questions with tab-based navigatio 1 Claude Code, Codex, OpenCode 2 4,575 tok
dr-code/tessera Persistent codebase memory for Claude Code — open source MCP server 1 Claude Code, Codex, OpenCode 14 3,241 tok
florianbuetow/arxiv-smart-mcp MCP server for searching and reading arXiv papers from AI assistants — self-rate-limited t 1 Codex, OpenCode 1 653 tok
genai-tools/anygpt AnyGPT Tooling (CLI, MCP, SDK) 1 Codex, OpenCode 1 354 tok
lbruton/claude-context Code search MCP for Claude Code. Make entire codebase the context for any coding agent. 1 Claude Code, Codex, OpenCode 2 1,777 tok
nerdalytics/mcp-git-sandbox-fix 1 Claude Code, Codex, OpenCode 2 417 tok
SinoEdwards/mail-agent-mcp Local-first email MCP server for Gmail and QQ Mail with secure OAuth, IMAP search/read, at 1 Claude Code, Codex, OpenCode 2 967 tok
JasonBates/whoop-mcp-server MCP server for WHOOP fitness tracker - access recovery, sleep, and strain data in Claude D 1 Claude Code, Codex, OpenCode 2 474 tok