How real projects configure their agents

3,700 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
Luligu/matterbridge-zigbee2mqtt Matterbridge zigbee2mqtt plugin 179 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 1,321 tok
taskless/cli taskless.io Taskless CLI and Agent Skills 179 Claude Code, Codex, GitHub Copilot, OpenCode 31 10,308 tok
MohamedAbdallah-14/unslop mohamedabdallah-14.github.io Make AI output sound human. Strips AI-isms (sycophancy, stock vocab, hedging stacks, em-da 178 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 4,832 tok
jrcruciani/obsidian-memory-for-ai A guide to building persistent AI memory using Obsidian, so your AI assistant knows you wi 177 GitHub Copilot 1 837 tok
RedWoodOG/Hermes-Desktop Hermes_Desktop 176 Codex, GitHub Copilot, OpenCode 10 12,836 tok
shashankswe2020-ux/whoop-mcp whoopconnector.com Read-only WHOOP MCP server for recovery, sleep, HRV, strain, workouts, and personal health 176 Claude Code, Codex, GitHub Copilot 34 2,866 tok
swimmwatch/cloakbrowser-mcp swimmwatch.github.io ⚡ CloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwardin 176 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,327 tok
microsoft/msagljs microsoft.github.io A JavaScript graph layout engine: port of MSAGL 175 GitHub Copilot 1 924 tok
pi22by7/In-Memoria Persistent Intelligence Infrastructure for AI Agents 175 GitHub Copilot 1 3,037 tok
damiansire/web-worker-patterns damiansire.github.io An interactive platform demonstrating advanced Web Worker patterns and architectural strat 173 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,863 tok
olivomarco/github-copilot-token-optimization olivomarco.github.io Techniques to optimize token usage on GitHub Copilot 173 Claude Code, Codex, GitHub Copilot 12 94 tok
xpack-ai/XPack-MCP-Marketplace xpack.ai The world’s first open-source MCP monetization platform, to quickly create and sell your o 172 GitHub Copilot 1 264 tok
stacklok/toolhive-studio stacklok.com ToolHive is an application that allows you to install, manage and run MCP servers and conn 172 Claude Code, Codex, GitHub Copilot, OpenCode 12 2,784 tok
animeshkundu/youtube-audio addons.mozilla.org Disable videos on youtube and save battery and bandwidth / data 171 Claude Code, Codex, GitHub Copilot, OpenCode 7 6,403 tok
webgptorg/promptbook ptbk.io Turn your company's scattered knowledge into AI ready Books ✨ 170 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,840 tok
openaustralia/theyvoteforyou theyvoteforyou.org.au Making parliamentary voting information accessible, understandable, and easy to use so tha 169 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,583 tok
Azure-Samples/eShopLite aka.ms eShopLite is a set of reference .NET applications implementing an eCommerce site with feat 169 Codex, GitHub Copilot, OpenCode 2 4,644 tok
SukramJ/aiohomematic sukramj.github.io Async Python library for Homematic(IP) devices via OpenCCU, CCU3, CUxD and CCU-Jack 169 Claude Code, Codex, GitHub Copilot, OpenCode 6 9,848 tok
confluentinc/mcp-confluent 169 Claude Code, GitHub Copilot 7 7,021 tok
dynamics365ninja/d365fo-mcp-server Exposes MCP tools that prove every method, field, label and form pattern against your real 168 Claude Code, GitHub Copilot 8 3,156 tok
jmstar85/oh-my-githubcopilot linkedin.com Ultimate Harness Automation for Github Copilot on VS Code. It provides 28+ specialized age 167 Claude Code, Codex, GitHub Copilot 59 3,594 tok
RollingGo-AI/rollinggo-hotel-skill-cn rollinggo.store Global hotel booking and low-price monitoring alert skill, featuring 2M+ selected hotels a 167 GitHub Copilot 1 115 tok
nazarli-shabnam/clevis clevis.org Self-hosted GitHub security dashboard — tracks org security checks (MFA, branch protection 167 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 17 9,327 tok
msei99/pbgui 167 Claude Code, Codex, GitHub Copilot, OpenCode 3 7,572 tok
richlander/dotnet-inspect Tool to inspect .NET assets, like docker inspect and kubectl describe. 166 Claude Code, Codex, GitHub Copilot, OpenCode 10 2,168 tok
devantler-tech/ksail ksail.devantler.tech All-in-one Kubernetes SDK: create, manage, and operate clusters across distributions (Kind 164 Claude Code, Codex, GitHub Copilot, OpenCode 22 7,912 tok
call518/MCP-PostgreSQL-Ops deepwiki.com 🐘 Give AI assistants full PostgreSQL DBA superpowers — 30+ tools for performance analysis 164 GitHub Copilot 1 1,932 tok
Khan/wonder-blocks khan.github.io React components for Wonder Blocks design system. 163 Claude Code, Codex, GitHub Copilot, OpenCode 11 14,901 tok
equinor/neqsim equinor.github.io NeqSim is a library for calculation of fluid behavior, phase equilibrium and process simul 163 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 7 6,433 tok
sammcj/mcp-devtools smcleod.net A modular MCP server that provides commonly used developer tools for AI coding agents 162 Claude Code, GitHub Copilot 3 7,346 tok
Duragraph/duragraph duragraph.ai Self-hosted, enterprise-ready AI workflow orchestration with event sourcing, CQRS, fault t 161 GitHub Copilot 2 2,488 tok
PavanMudigonda/zero-to-ai zero-to-ai.dev Free AI/ML course with 950+ Jupyter notebooks — Python, deep learning, LLMs, RAG, agents, 160 GitHub Copilot 1 129 tok
tctinh/agent-hive 159 Claude Code, Codex, GitHub Copilot, OpenCode 20 3,387 tok
johnpapa/heroes-angular papa-heroes-angular.azurewebsites.net Tour of Heroes app written with Angular 158 Codex, GitHub Copilot, OpenCode 2 2,253 tok
qiniu/go-sdk golang sdk 158 Claude Code, Codex, GitHub Copilot, OpenCode 9 3,919 tok
getArbor-dev/arbor getarbor.dev Graph-native code intelligence that replaces embedding-based RAG with deterministic progra 158 Claude Code, GitHub Copilot 2 4,303 tok
FredAntB/Spec-Driven-Development A Claude skill that keeps your AI coding tools from contradicting each other. Generates r 158 Claude Code, GitHub Copilot 2 896 tok
AgentEvalHQ/AgentEval agenteval.dev AgentEval is the comprehensive .NET toolkit for AI agent evaluation—tool usage validation, 158 Claude Code, Codex, GitHub Copilot, OpenCode 15 24,461 tok
DogInfantry/claude-skill-management-consultant-B1 Claude skill & plugin: turn Claude (or any LLM) into an MBB-grade management consultant. C 158 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 665 tok
wvlet/wvlet wvlet.org Wvlet: a flow-style query language that compiles to SQL for DuckDB, Trino, Snowflake, and 158 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 9,031 tok
tarampampam/microcheck 🧪 Lightweight health check utilities for Docker containers 157 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,378 tok
shunk031/dotfiles 💻 My dotfiles powered by chezmoi; built around Rust-based tools (sheldon/starship/mise, e 157 Claude Code, Codex, GitHub Copilot, OpenCode 3 902 tok
adobe/spectrum-design-data opensource.adobe.com Design data, including design tokens, component schemas, and tooling for Spectrum, Adobe's 157 Claude Code, Codex, GitHub Copilot, OpenCode 15 3,004 tok
paulpreibisch/AgentVibes 🎭 TTS for Claude Code 156 Claude Code, Codex, GitHub Copilot, OpenCode 6 4,431 tok
UHolli/ai-website-cloner AI website cloner for rebuilding live websites with AI coding agents 155 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 6 2,623 tok
getmockd/mockd mockd.io High-performance, multi-protocol mock server. HTTP, WebSocket, gRPC, MQTT, SSE, GraphQL, S 155 Claude Code, GitHub Copilot, Cursor 3 4,525 tok
FangYuan33/easy-code-reader pypi.org A powerful MCP server for intelligently reading Jar source code. 154 Codex, GitHub Copilot, OpenCode 3 1,447 tok
Azure-Samples/azure-openai-rag-workshop aka.ms Create your own ChatGPT with Retrieval-Augmented-Generation workshop 154 Codex, GitHub Copilot, OpenCode 2 2,103 tok
cloudnative-co/claude-code-starter-kit One-command setup of a complete Claude Code development environment with interactive wizar 153 Claude Code, Codex, GitHub Copilot, OpenCode 3 7,453 tok
forefy/.context forefy.com AI Agent Skills, Goals and Dynamic Workflows for Security Auditing, Pentesting and Researc 153 Claude Code, GitHub Copilot 2 249 tok