How real projects configure their agents

3,501 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 agents7,374Claude Code6,573Data and AI3,706Backend and APIs3,486Languages3,398Planning3,181Git and workflow3,100Code review2,701Memory and context2,354Testing2,311Research2,292DevOps and cloud2,282Writing and docs2,269Frontend2,250Security1,980Productivity1,695

All Claude Code32,004 Codex23,112 OpenCode21,881 GitHub Copilot3,501 Gemini CLI1,902 Cursor1,724 Windsurf62 Kiro40

Project Stars Configures Files Always loaded
ttommyth/interactive-mcp Vibe coding should have human in the loop! interactive-mcp: Local, cross-platform MCP serv 352 GitHub Copilot 1 121 tok
fizzbee-io/fizzbee fizzbee.io Easiest-ever formal methods language! Designed for developers crafting distributed systems 348 Claude Code, GitHub Copilot 7 5,657 tok
richkuo/go-trader Crypto trading bot — backtesting, paper trading, live trading with risk management 345 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,942 tok
awizemann/harness awizemann.github.io AI-driven user testing for iOS Simulator, macOS apps, and web apps. Write a goal in plain 345 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 2,968 tok
Noi1r/beamer-skill A Claude Code skill for creating, compiling, reviewing, and polishing academic Beamer LaTe 343 GitHub Copilot 1 1,448 tok
andrea9293/mcp-documentation-server MCP Documentation Server - Bridge the AI Knowledge Gap. ✨ Features: Document management • 342 GitHub Copilot 1 1,147 tok
ucam-eo/geotessera Python library for the Tessera embeddings 342 GitHub Copilot 1 2,084 tok
shenjingnan/xiaozhi-client xiaozhi-client.shenjingnan.com Xiaozhi AI client, currently mainly used for MCP integration 338 Claude Code, Codex, GitHub Copilot, OpenCode 32 7,158 tok
timoncool/ACE-Step-Studio Portable AI music generator — full songs with vocals, covers, music videos. One-click inst 337 Codex, GitHub Copilot, OpenCode 2 3,837 tok
Azure-Samples/SQL-AI-samples aka.ms Samples using AI and Azure SQL DB 331 GitHub Copilot 1 3,630 tok
Shopify/rubydex shopify.github.io A high-performance static analysis toolkit for Ruby 328 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,351 tok
pixijs/pixijs-skills Official AI skills for PixiJS. These skills teach AI coding agents how to correctly use Pi 326 Claude Code, Codex, GitHub Copilot, OpenCode 5 1,527 tok
2anki/2anki.net 2anki.net Server to create Anki flashcards faster, easier and better today ⭐️ 325 Claude Code, GitHub Copilot 43 10,192 tok
ShareX/XerahS xerahs.com XerahS is a cross platform reimagining of the ShareX user interface built with Avalonia. I 323 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 29 698 tok
InterfaceX-co-jp/genshijin interfacex-co-jp.github.io genshijin Primitive Man 🗿| An ultra-compressed communication skill for AI agents such as 321 Codex, GitHub Copilot, OpenCode 2 455 tok
Ayanami1314/swe-pruner 317 GitHub Copilot 1 434 tok
Josverl/micropython-stubs micropython-stubs.readthedocs.io Stubs of most MicroPython ports, boards and versions to make writing code that much simple 317 Claude Code, GitHub Copilot 5 2,704 tok
EthanAlgoX/LLM-TradeBot A multi-agent AI trading system using LLMs to optimize strategies and adapt to market cond 316 Claude Code, Codex, GitHub Copilot, OpenCode 9 6,497 tok
Adityaraj0421/naksha-studio A virtual design team for Claude Code, Cursor, Windsurf, Gemini CLI, and Copilot — 26 role 316 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 4,643 tok
knockout/tko tko.io 🥊 Technical Knockout – The Monorepo for Knockout.js (4.0+) 315 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,522 tok
lbx154/Argus A self-evolving multi-agent system for autonomous research, operating 24/7 to explore, lea 314 Claude Code, Codex, GitHub Copilot 2 616 tok
PackmindHub/packmind packmindhub.github.io Packmind seamlessly captures your engineering playbook and turns it into AI context, guard 309 Claude Code, Codex, GitHub Copilot, OpenCode 37 8,634 tok
bikeindex/bike_index bikeindex.org All the code for Bike Index, because we love you 309 Claude Code, Codex, GitHub Copilot, OpenCode 21 3,380 tok
Fu-Jie/openwebui-extensions fu-jie.github.io A collection of enhancements, plugins, and prompts for Open WebUI, developed and curated f 305 Claude Code, GitHub Copilot, Cursor, Gemini CLI 9 18,915 tok
AvdLee/Core-Data-Agent-Skill avanderlee.com An Agent Skill focused on Apple’s Core Data framework, helping with data modeling, fetch r 304 GitHub Copilot 1 1,115 tok
n9e/fe Nightingale frontend 303 Claude Code, Codex, GitHub Copilot, OpenCode 9 3,384 tok
joeseesun/qiaomu-blog-opensource Open-source Cloudflare blog template based on OpenNext, Next.js 16, D1, and R2 298 GitHub Copilot 1 1,073 tok
ucsandman/DashClaw dashclaw.io Remote approvals, policy checks, and execution evidence for unattended AI agents. 297 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 30 10,148 tok
Cecilapp/Cecil cecil.app A simple and powerful content-driven static site generator. 295 Codex, GitHub Copilot, OpenCode 3 1,074 tok
SAP/fundamental-ngx sap.github.io Fundamental Library for Angular is SAP Design System Angular component library 294 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 18 5,983 tok
brunoborges/fx2048 brunoborges.github.io The game 2048, built using JavaFX 294 GitHub Copilot 1 1,046 tok
asdecided/core asdecided.com Native deterministic engine and read-only MCP server for engineering decisions. 293 Claude Code, Codex, GitHub Copilot, OpenCode 8 10,859 tok
lis186/ccxray ccxray.io X-ray vision for AI agent sessions — a transparent HTTP proxy and dashboard for Claude Cod 293 Claude Code, Codex, GitHub Copilot, OpenCode 22 7,494 tok
pskoett/pskoett-ai-skills Skills for AI agents 292 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,836 tok
phuhao00/greatestworks An enterprise-grade MMO game server project using a Domain-Driven Design architecture, pro 290 GitHub Copilot 1 2,438 tok
tarlepp/symfony-flex-backend Symfony Flex REST API template project 289 Claude Code, GitHub Copilot 2 5,973 tok
eqtylab/cupcake cupcake.eqtylab.io A native policy enforcement layer for AI coding agents. Built on OPA/Rego. 289 Claude Code, GitHub Copilot 3 12,811 tok
Alfanous-team/alfanous Alfanous is an Arabic search engine API provides the simple and advanced search in Quran , 288 Claude Code, GitHub Copilot 2 1,781 tok
theexperiencecompany/gaia heygaia.io Your proactive personal AI assistant & companion for daily productivity 🌎 288 Claude Code, Codex, GitHub Copilot, OpenCode 81 14,400 tok
oculus-samples/Unity-DepthAPI Examples of using Depth API for real-time, dynamic occlusions 287 Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,139 tok
shuyu-labs/WebCode wc.tree456.com WebCode is a browser-based AI coding platform that lets you remotely run CLI assistants li 285 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,707 tok
Markemp/Cryengine-Converter heffaypresents.com A c# program to convert Crytek files to Collada (XML) format 284 Claude Code, GitHub Copilot 5 4,348 tok
Green-PT/honey-for-devs Honey (I Shrunk the AI) by GreenPT: a cross-tool coding skill that cuts AI coding-agent to 283 Codex, GitHub Copilot, OpenCode 2 6,336 tok
tfutils/tfscaffold 281 Claude Code, Codex, GitHub Copilot, OpenCode 14 4,079 tok
public-ui/kolibri public-ui.github.io The accessible HTML-Standard 280 Claude Code, Codex, GitHub Copilot, OpenCode 8 9,758 tok
tninja/ai-code-interface.el Unified Emacs interface supporting OpenAI Codex, Antigravity CLI, Claude Code, GitHub Copi 275 Codex, GitHub Copilot, OpenCode 2 3,828 tok
shangyankeji/super-dev superdev.goder.ai Engineering workflow layer for AI coding tools with specs, review, quality gates, and trac 274 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 9 11,166 tok
meta-quest/Meta-Spatial-SDK-Samples The Meta Spatial SDK Samples is a collection of code samples and projects that demonstrate 274 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 349 tok
oculus-samples/Unity-Phanto Phanto is a showcase of the Meta Quest Mixed Reality APIs. This project demonstrate how to 273 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,044 tok
joshuadavidthomas/opencode-agent-skills An OpenCode plugin that provides tools for using agent skills 273 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,123 tok