How real projects configure their agents

43,533 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 agents7,510Claude Code6,601Data and AI3,691Backend and APIs3,489Languages3,402Planning3,208Git and workflow3,142Code review2,734Memory and context2,361Testing2,349DevOps and cloud2,296Research2,292Writing and docs2,291Frontend2,248Security2,004Productivity1,708

All Claude Code32,107 Codex23,261 OpenCode22,036 GitHub Copilot3,542 Gemini CLI1,912 Cursor1,737 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
LeoKemp223/embed-ai-tool An embedded development skill set for AI programming assistants, providing LLMs with end-t 915 Claude Code 1
phpdocker-io/phpdocker.io phpdocker.io PHPDocker.io website and environment (php and docker based) generator 912 Claude Code, Codex, OpenCode 2 721 tok
ivaaaan/smug Session manager and task runner for tmux. Start your development environment within one co 911 Claude Code 1
agentic-community/mcp-gateway-registry agentic-community.github.io Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure 910 Claude Code 1 15,556 tok
mulesoft/api-console An interactive REST console based on RAML/OAS files 909 Claude Code, Codex, OpenCode 2 1,444 tok
modelcontextprotocol/ruby-sdk ruby.sdk.modelcontextprotocol.io The official Ruby SDK for the Model Context Protocol servers and clients. 908 Claude Code, Codex, OpenCode 2 1,382 tok
snowdreamtech/frp Docker Images for Frp. 908 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 7 2,764 tok
NVIDIA-NeMo/Megatron-Bridge docs.nvidia.com Training library for Megatron-based models with bidirectional Hugging Face conversion capa 907 Claude Code, Codex, OpenCode 4 1,331 tok
vostride/agent-qa vostride.com Open-source self-improving QA agent for software teams. A test harness with memory. Write 907 Codex, OpenCode 1 1,569 tok
JohnRiceML/clawport-ui clawport.dev Open-source AI agent command center for Claude Code agent teams. Built on OpenClaw. 906 Claude Code 1 5,632 tok
block/berd a desktop app for getting work done with any model 905 Claude Code, Codex, OpenCode 7 1,543 tok
stencila/stencila stencila.io Documents with Scientific Intelligence 903 Codex, OpenCode 1 1,388 tok
ferdinandobons/startup-skill startupskill.me AI agent skills for startup validation, competitive intelligence, and planning 903 Claude Code, Codex, OpenCode 2 4,686 tok
CelestoAI/SmolVM docs.celesto.ai Secure and persistent computer for AI agents -- built for long-running agents, build your 903 Claude Code, Codex, OpenCode 4 1,263 tok
thedaviddias/llms-txt-hub llmstxthub.com 🤖 The largest directory for AI-ready documentation and tools implementing the proposed ll 902 Claude Code, Codex, Cursor, OpenCode 3 1,307 tok
OSU-NLP-Group/GUI-Agents-Paper-List osu-nlp-group.github.io Awesome GUI Agent Paper List 902 Claude Code, Codex, OpenCode 2 4,862 tok
Rishurajgautam24/free-claude-code Use Claude Code for free in the terminal, VSCode extension, or via Discord 902 Claude Code, Codex, OpenCode 2 1,612 tok
janreges/siteone-crawler crawler.siteone.io SiteOne Crawler is a cross-platform website crawler and analyzer for SEO, security, access 902 Claude Code 1 3,610 tok
csyqlz/VOZEB-PRO VOZEB PRO: An AI creative workspace covering creative briefs, visual direction, asset plan 902 Codex, OpenCode 1 13,640 tok
IceCreamYou/THREE.Terrain icecreamyou.github.io A procedural terrain generation engine for use with the Three.js 3D graphics library for t 900 Codex, OpenCode 1 551 tok
lij768423-svg/grok-register-panel lij768423-svg.github.io Batch Grok registration (Camoufox) + real-time Web monitoring panel | Batch Grok registrat 900 Codex, OpenCode 1 2,420 tok
beita6969/ScienceClaw scienceclaw.science 🔬🦞 A self-evolving AI research colleague for scientists. 285 skills, zero hallucination, 898 GitHub Copilot 1 574 tok
GewoonJaap/gemini-cli-openai Expose Gemini CLI endpoints as OpenAI API with Cloudflare Workers 896 GitHub Copilot 1 1,506 tok
ReactUnity/core reactunity.github.io React and HTML framework for Unity UI & UIToolkit 896 Claude Code, Codex, OpenCode 4 7,156 tok
microsoft/OpenAIWorkshop workshop materials to build intelligent solutions on Open AI 896 GitHub Copilot 1 550 tok
ComposioHQ/trustclaw A self-hostable personal AI agent with vector memory, Composio tools, and Telegram. 895 Claude Code 1 6,071 tok
Comfy-Org/workflow_templates pypi.org ComfyUI template workflows 895 Claude Code, Codex, OpenCode 2 7,094 tok
raphaelsalaja/userinterface-wiki userinterface.wiki A Living Manual for Better Interfaces 895 Codex, OpenCode 1 3,650 tok
awslabs/agent-plugins Agent Plugins for AWS equip AI coding agents with the skills to help you architect, deploy 893 Claude Code, Codex, GitHub Copilot, OpenCode 5 3,014 tok
saffron-health/libretto libretto.sh The AI toolkit for building reliable browser automations 891 Claude Code, Codex, OpenCode 2 1,884 tok
wedow/ticket Fast, powerful, git-native ticket tracking in a single bash script. Dependency graphs, pri 891 Claude Code 1 1,204 tok
alibaba/skill-up alibaba.github.io An evaluation and evolution tool for Agent Skills. 891 Claude Code, Codex, OpenCode 2 2,416 tok
freshtechbro/claudedesignskills A comprehensive collection of Claude Code skills for modern web development, specializing 890 Claude Code 1 7,820 tok
zhnnky329/MathModeling-skills Claude Code / Codex Skills for mathematical modeling competitions, supporting staged model 888 Claude Code, Codex, OpenCode 32 3,168 tok
Dong90/oh-my-taiyiforge AI workflow automation plugin for intelligent code generation with Claude/Codex 888 Codex, OpenCode 1 800 tok
rush86999/atom Atom Agent, Open-Source Governed AI Agent Platform for Self-Hosted Automation 888 Claude Code, Codex, OpenCode 2 21,697 tok
Deodat-Lawson/LaunchStack AI-powered StartUp Accelerator Engine built with Next.js, LangChain, PostgreSQL + pgvector 886 Claude Code 1 699 tok
nuwax-ai/nuwax nuwax.com Nuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providi 886 Claude Code, Codex, Cursor, OpenCode 3 12,521 tok
Skyvern-AI/rustwright Playwright's API on a Rust CDP engine — Chromium browser automation for Python & Node, no 886 Claude Code, Codex, GitHub Copilot, OpenCode 3 996 tok
pydantic/pydantic-ai-harness Your agent's favorite harness, built on Pydantic AI 885 Claude Code, Codex, OpenCode 6 2,871 tok
ddcat-ai/open-ai-canvas ddcat.pronhubcn.com 【Yingce】An open-source infinite canvas workspace for AI film and television creation, inte 885 Claude Code, Codex, OpenCode 2 4,175 tok
steipete/macos-automator-mcp An MCP server to run AppleScript and JXA (JavaScript for Automation) to macOS. 884 Claude Code, Windsurf 2 10 tok
jal-co/shieldcn shieldcn.dev Beautiful README badges, inspired by shields.io and styled like shadcn/ui. 884 Codex, OpenCode 1 3,709 tok
ix-infrastructure/Ix ix-infra.com Understand any codebase instantly. System intelligence for codebases, built for humans and 884 Claude Code 1 3,960 tok
Azure/azure-sdk-for-rust This repository is for the active development of the Azure SDK for Rust. For consumers of 883 Claude Code, Codex, GitHub Copilot, OpenCode 20 6,368 tok
tanem/react-svg npm.im :art: A React component that injects SVG into the DOM. 883 Claude Code, Codex, OpenCode 2 1,335 tok
SoftInstigate/restheart restheart.org The Open Source Backend for MongoDB 883 GitHub Copilot 1 2,124 tok
hAcKlyc/MyAgents myagents.io MyAgents - An elegant, easy-to-use desktop Agent, an all-in-one Agent workspace and task c 882 Claude Code, Codex, OpenCode 2 3,180 tok
robonuggets/gauntlet-loop Turn any goal into a short prompt that makes your agent set a real quality bar, run builde 881 Claude Code 1
hyper-mcp-rs/hyper-mcp 📦️ A fast, secure MCP server that extends its capabilities through WebAssembly plugins. 880 Codex, OpenCode 1 410 tok