How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
nikan/elorus-mcp An MCP for the Elorus billing and expense management app 4 Claude Code, Codex, OpenCode 4 1,719 tok
smaramwbc/statewave-connectors statewave.ai Connector ecosystem for Statewave — feed real-world events into agent memory 4 Codex, GitHub Copilot, OpenCode 2 1,061 tok
geleynse/gantry MCP proxy and live dashboard for Space Molt AI fleets. Compound tools, guardrails, multi-a 4 Claude Code, Codex, OpenCode 18 1,768 tok
ogprotege/amex-anaylsis-mcp Amex-Analysis-MCP is a sophisticated financial analysis tool that transforms your American 4 Codex, OpenCode 1 405 tok
internet-court/mcp internet-court-mcp-git-main-gen-layer-foundation.vercel.app Internet Court MCP — remote MCP server and install endpoint for the Internet Court skill ( 4 Claude Code, Codex, OpenCode 2 79 tok
cyanheads/un-comtrade-mcp-server npmjs.com Access UN Comtrade international merchandise and services trade statistics — country looku 4 Claude Code, Codex, OpenCode 2 16,014 tok
rcarmo/python-umcp-calibre A calibre plugin that adds an MCP server 4 Codex, OpenCode 1 918 tok
cyanheads/met-museum-mcp-server npmjs.com Search the Metropolitan Museum of Art collection, browse it by department or update date, 4 Claude Code, Codex, OpenCode 2 14,958 tok
cyanheads/openlibrary-mcp-server npmjs.com Search books and authors, fetch editions, browse subjects, and resolve cover images from O 4 Claude Code, Codex, OpenCode 2 16,414 tok
furkanisikay/ardupilot-mcp ArduPilot uçuş loglarını (.bin) teşhis eden deterministik MCP sunucusu — yapay zekâ açıkla 4 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,859 tok
aeoess/agent-passport-mcp aeoess.com MCP server for the Agent Passport System. Identity, delegation, enforcement, and signed re 4 Claude Code, Codex, OpenCode 2 946 tok
cookiechain/cookie-mcp npmjs.com An MCP server that gives AI agents full onchain access to Cookie Chain — trade, launch, LP 4 Codex, OpenCode 1 1,724 tok
yiminspace/quarry yiminspace.github.io The database workbench built for the AI era — one safety-railed query kernel, many faces: 4 Claude Code, Codex, OpenCode 2 1,214 tok
petrijr/openscad-mcp MCP Server for OpenSCAD 4 Codex, OpenCode 1 1,251 tok
qso-graph/solar-mcp qso-graph.io MCP server for space weather: solar flux, sunspot number, Kp, solar wind, alerts and band 4 Claude Code, Codex, OpenCode 2 591 tok
minds-ai-co/minds-mcp getminds.ai Docs for the Minds MCP server: run AI market research with synthetic customer panels from 4 Claude Code, Codex, Gemini CLI, OpenCode 3 312 tok
OrgMentem/zotio orgmentem.github.io The trust-and-automation layer for Zotero 4 Codex, OpenCode 1 2,869 tok
Quality-Max/qmax-mcp docs.qualitymax.io Standalone MCP tools for browser scanning, page inspection, and Playwright reproduction. L 4 Codex, OpenCode 1 696 tok
cyanheads/faa-aircraft-registry-mcp-server npmjs.com Decode N-numbers to aircraft, engine, status, and owner; search the US civil aircraft regi 4 Claude Code, Codex, OpenCode 2 16,464 tok
cyanheads/courtlistener-mcp-server npmjs.com Search and retrieve US court opinions, federal dockets, judge records, citation networks, 4 Claude Code, Codex, OpenCode 2 16,378 tok
dfch/biz.dfch.AsdSte100Mcp d-fens.ch An MCP Server for the ASD-STE100 Issue 9 standard. 4 Codex, OpenCode 1 2,412 tok
joinwell52-AI/FCoP joinwell52-ai.github.io FCoP — file-based behavior-governance protocol for multi-agent AI. Tasks, reports, review, 4 Codex, OpenCode 1 203 tok
sandraschi/grandorgue-mcp Control GrandOrgue pipe organ simulator via FastMCP 3.4. MIDI bridge, stop/piston/manual 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,213 tok
qso-graph/qrz-mcp qso-graph.io MCP server for QRZ.com: callsign lookup, DXCC resolution and your QRZ Logbook. 4 Claude Code, Codex, OpenCode 2 587 tok
sandraschi/email-mcp Multi-service email platform for MCP-compatible clients 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 4,100 tok
teunlao/vidin Turn a screen recording into annotated keyframes a coding agent can read. MCP server + CLI 4 Claude Code, Codex, OpenCode 2 1,080 tok
HarperZ9/telos harperz9.github.io Local MCP server and CLI for AI agents: read web pages and public APIs, triage GitHub Acti 4 Codex, OpenCode 1 231 tok
Montimage/sec-mcp montimage.github.io A Python toolkit providing security checks for domains, URLs, IPs, and more. Integrate eas 4 Claude Code, Codex, OpenCode 2 832 tok
Cailiang/AgentDock Beginner-friendly desktop hub for AI coding clients, providers, Skills, and MCP 4 Codex, OpenCode 1 287 tok
PhilRobinluo/ai-coevolution-skills Reusable capability packs for human-AI co-evolution in real work 4 Codex, OpenCode 1 754 tok
ssheleg/make-skill skills.sshlg.me Build, audit and publish portable agent skills and plugins with validation and release che 4 Codex, OpenCode 1 27 tok
xusnitdinov/uzbek-humanizer npmjs.com uzbek-humanizer - Agent Skill that makes AI sound like it actually speaks Uzbek (Latin) 4 Codex, OpenCode 1 939 tok
DivyeshJayswal/minimalist Makes AI agent produce less code, fewer unnecessary steps, fewer tokens spent for the same 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,590 tok
Banyango/scalpel Writing code might be dead. Understanding it is not. - An AI skill for surgical planning 4 Claude Code, Codex, Gemini CLI, OpenCode 3 306 tok
alifanov/darkflow AI workflow installer: 5-layer docs structure + GitHub Issues triage loop for Claude Code 4 Claude Code, Codex, OpenCode 3 1,573 tok
stickerdaniel/browserjack Use OpenAI's installed Codex browser runtime from Claude Code or any MCP client on macOS. 4 Codex, OpenCode 1 129 tok
kw1jjang/academic-homepage-cv-sync One YAML source of truth for an academic homepage (Jekyll/GitHub Pages) and a LaTeX CV, so 4 Claude Code, Codex, OpenCode 2 3,609 tok
dmmdea/offload-harness Delegate summarize/classify/extract/triage to a FREE local Gemma-4 cascade via llama.cpp. 4 Claude Code, Codex, OpenCode 2 6,116 tok
chahat1709/professional-game-developer.skill Universal Professional Game Developer skill for coding agents — Unreal, Unity, Godot, Robl 4 Claude Code, Codex, OpenCode 2 307 tok
sukoji/loadout npmjs.com 🎯 Loadout — profile your project and gear up Claude Code with the right skills, MCP serve 4 Claude Code, Codex, OpenCode 6 791 tok
burakdede/lorepack burakdede.com Give AI agents cited, versioned context from your docs and spreadsheets. Build, diff and r 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,148 tok
SourceAstra/astra-code-map Semantic code map and code graph MCP server for AI coding agents, powered by SCIP and Tree 4 Codex, OpenCode 1 679 tok
tarunag10/ai-switchboard ai-switchboard.vercel.app Local-first Mac AI work switchboard for Headroom, RTK, Codex, Claude Code, MarkItDown, Pon 4 Claude Code, Codex, OpenCode 3 668 tok
natuleadan/skills skills.sh One platform skill and sixteen industry AI tool skills for AI coding agents. Apache-2.0. 4 Claude Code, Codex, OpenCode 2 1,299 tok
divyanshu-iitian/agent-website-design-skills Verification-first AI agent skills for website design, landing pages, responsive UI QA, ac 4 Codex, OpenCode 1 514 tok
arcjet/skills Skills to make your AI coding agent an Arcjet security expert. 4 Codex, OpenCode 1 688 tok
almoretti/martech-ai-skills-and-tools Martech AI Skills and Tools — Claude skills & read-only CLIs for the marketing-technology 4 Claude Code, Codex, OpenCode 2 1,747 tok
gxgeek-n/wenqu-mem Zhejiang University MEM engineering management master's thesis writing toolkit|21 Claude C 4 Claude Code, Codex, OpenCode 2 481 tok
DynamoDS/skills dynamods.github.io Dynamo Shared Skills 4 Claude Code, Codex, OpenCode 2 427 tok
Supersynergy/agent-token-saver-skill-router Your agent reads the few skills a task needs, not forty. Picks none, one, or a small bound 4 Claude Code, Codex, OpenCode 2 250 tok