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
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
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
iannuttall/png2svg Agent-guided PNG to SVG reconstruction for logos and icons. Clean geometry and gradients, 4 Claude Code, Codex, OpenCode 2 983 tok
metagit-ai/metagit-cli metagit-ai.github.io Situational awareness across Git repositories. 4 Codex, GitHub Copilot, Cursor, OpenCode 3 3,116 tok
trugurpala/pinescriptv6 Source-traceable Pine Script v6 guidance and structured examples for AI coding agents, wit 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 8 19,732 tok
netresearch/netresearch-branding-skill netresearch.github.io Agent Skill for implementing Netresearch brand guidelines - colors, typography, components 4 Codex, OpenCode 1 1,343 tok
shennawardana23/skillme :page_facing_up: Skillme — Agent Skills Production-grade engineering skills for AI coding 4 Claude Code, Codex, OpenCode 2 544 tok
nimajafari/lighthouse-skill Agent Skill for running Google Lighthouse — measure & verify web quality (performance, a11 4 Codex, OpenCode 1 532 tok
spearchucker667/Skill-HQE HQE (/HQE) is a portable, production-grade agent skill that equips AI coding agents with t 4 Codex, OpenCode 1 2,503 tok
step-into-ai/kie-media kie.ai Portable KIE.ai media agent — live model discovery, safe image/video generation, campaigns 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 933 tok
Mark393295827/graph-engineering-architectures Bounded static DAG contracts, validators, experiments, and adjacent agent architecture bou 4 Codex, OpenCode 1 459 tok
chemaoxfz/idea-to-essay Turn a research idea into a literature-grounded, tutorial-like standalone HTML essay. An A 4 Codex, OpenCode 1 479 tok