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
tomtom-international/tomtom-maps-mcp docs.tomtom.com A Model Context Protocol (MCP) server providing TomTom's location services, search, routin 59 Claude Code, Codex, GitHub Copilot 11 43 tok
schmitthub/clawker docs.clawker.dev AI coding agent sandbox platform 59 Claude Code, Codex, GitHub Copilot, OpenCode 19 3,043 tok
vinhnx/vtchat VT Chat - A modern, privacy-first AI chat application with security 59 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 12 15,979 tok
Michael-Obele/shadcn-svelte-mcp tmcp MCP server for live shadcn-svelte docs, Bits UI API, and Lucide icons. 58 GitHub Copilot 1 2,147 tok
yubing744/trading-gpt Trading-GPT is a trading bot based on bbgo and langchaingo. 58 GitHub Copilot 1 790 tok
jango-blockchained/advanced-homeassistant-mcp jango-blockchained.github.io MCP server that gives AI assistants control over your Home Assistant. Including 50+ tools 58 Codex, GitHub Copilot, OpenCode 2 2,523 tok
HazelnutParadise/insyra insyra.hazelnut-paradise.com Go's answer to pandas + scikit-learn: a batteries-included data analysis library with data 58 Claude Code, Codex, GitHub Copilot, OpenCode 35 10,840 tok
Advance-Technologies-Foundation/clio creatio.com Command Line Interface for Сreatio platform 58 Claude Code, Codex, GitHub Copilot, OpenCode 42 12,880 tok
foxy1402/qoder-proxy Drop-in OpenAI API wrapper for Qoder CLI. Supports chat completions, streaming, automatic 58 GitHub Copilot 1 1,899 tok
quantmind/quantflow quantflow.quantmind.com Quantitative finance and derivative pricing 58 Claude Code, GitHub Copilot 8 3,654 tok
solana-foundation/solana-developer-platform platform.solana.com Solana Developer Platform API and Dashboard 58 Claude Code, Codex, GitHub Copilot, OpenCode 16 3,575 tok
swarmclawai/andrej-karpathy-skills Karpathy-inspired coding-agent guidelines packaged for Claude Code, Codex, Cursor, Gemini, 58 GitHub Copilot 1 541 tok
kubeflow/mcp-server MCP Server for AI-Assisted Development with Kubeflow Tools 58 Codex, GitHub Copilot, OpenCode 2 2,807 tok
bob-fornal/work-notes General Work Notes. These are often paper-notes, converted ... I have a lot of paper. 58 GitHub Copilot 1 278 tok
ekino/docker-buildbox hub.docker.com Container images for GitLab CI's jobs 57 Claude Code, GitHub Copilot 2 4,835 tok
levifig/rails-instructions Set of instructions for your favorite AI agent (e.g. Cursor, Copilot, Claude, etc) for a " 57 GitHub Copilot 17 19,227 tok
SquidSec/SquidC5 squidoffense.com Security-first AI-native C5 teamserver (Command · Control · Cognitive · Collaborative · Co 57 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,922 tok
delphicleancode/delphi-spec-kit inovefast.com.br An opinionated ecosystem of rules, skills, and steerings to elevate Delphi development to 57 Claude Code, Codex, GitHub Copilot, OpenCode 3 9,608 tok
nubbymong/claude-command-center Mission control for Claude Code and Codex: run many agent sessions side by side, each isol 57 Claude Code, Codex, GitHub Copilot, OpenCode 9 5,376 tok
NatLabRockies/openstudio-mcp 57 Claude Code, Codex, GitHub Copilot, OpenCode 21 3,378 tok
YeSongYun/openclaw-cn Chinese-localized version of clawdbot-dmxapi 56 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,538 tok
kalamdb/KalamDB kalamdb.org A lightweight, Postgres compatable, real-time, storage-efficient SQL database. Designed fo 56 Claude Code, Codex, GitHub Copilot, OpenCode 32 3,032 tok
weather-mcp/weather-mcp npmjs.com Free, open-source MCP server giving AI assistants 17 weather tools — a one-call weather su 56 Claude Code, GitHub Copilot 2 15,105 tok
taptap/instant-games-open-mcp TapTap mini-game open capabilities MCP 56 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 7 6,616 tok
oak-invest/kiso oak-invest.github.io Publishing engine and MCP server for Open Knowledge Format (OKF) 56 Codex, GitHub Copilot, OpenCode 2 1,600 tok
solygambas/python-openai-projects 13 projects using ChatGPT API, Whisper, Embeddings, and DALL-E with Python. 55 GitHub Copilot 1 32 tok
sous-chefs/varnish supermarket.chef.io Development repository for the varnish cookbook 55 Codex, GitHub Copilot, OpenCode 2 1,904 tok
JKorf/CoinEx.Net cryptoexchange.jkorf.dev C#/.NET client library for the CoinEx.com cryptocurrency exchange REST and WebSocket APIs, 55 Codex, GitHub Copilot, OpenCode 2 3,059 tok
oculus-samples/Unity-LocalMultiplayerMR Mixed Reality samples that demonstrate how to enable multiplayer 55 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 7 1,116 tok
doITmagic/rag-code-mcp doitmagic.github.io Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-langu 55 GitHub Copilot, Cursor, Windsurf 3 919 tok
tikoci/mikropkl tikoci.github.io `pkl` packaged UTM virtual machines, including RouterOS CHR 55 Claude Code, Codex, GitHub Copilot, OpenCode 3 22,092 tok
lucamezzalira/mfe-skills Micro-frontend boundary governance skills for AI coding agents 55 Codex, GitHub Copilot, OpenCode 2 1,193 tok
ruvnet/dynamo-mcp A dyamic MCP Registry using Cookiecutter templates 55 Claude Code, GitHub Copilot 2 52 tok
ncosentino/google-keyword-planner-mcp devleader.ca An MCP server for working with Google Keyword Planner 55 GitHub Copilot 2 288 tok
sybrew/troy deploytroy.org Ride your own code. 55 GitHub Copilot, Cursor 10 7,507 tok
JanDeDobbeleer/copilot-ralph 54 Codex, GitHub Copilot, OpenCode 2 6,065 tok
alonf/specrew 54 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,764 tok
AterDev/Perigon.CLI dusi.dev This is a tool that helps you quickly build backend services based on Asp.Net Core and EF 54 GitHub Copilot 1 1,254 tok
openmodelingfoundation/openmodelingfoundation.github.io openmodelingfoundation.org Website for standards and governance of the Open Modeling Foundation 54 Claude Code, Codex, GitHub Copilot, OpenCode 3 885 tok
call518/MCP-Airflow-API deepwiki.com ⚡ Control Apache Airflow with natural language via MCP. Chat with your workflows using Cla 54 GitHub Copilot 1 769 tok
andreaswasita/copilot-agents-dojo A behavioral governance framework for GitHub Copilot agents — skills.md and instructions t 54 Codex, GitHub Copilot, OpenCode 41 5,305 tok
auratech-lab/r3arxiv-react3-archive 54 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,293 tok
0xmariowu/Autosearch autosearch.dev Open-source deep research for AI agents: 40 channels, 10+ Chinese sources. 54 Claude Code, GitHub Copilot 2 3,671 tok
sinanata/unity-mesh-fracture sinanata.github.io Drop-in Voronoi mesh fracturing for Unity URP. Pure-C# fragmentation, watertight fragments 54 Codex, GitHub Copilot, OpenCode 2 2,993 tok
tikoci/rosetta tikoci.github.io MCP Server with RouterOS docs + commands + products + changelogs, using SQLite-as-RAG, sou 54 Claude Code, Codex, GitHub Copilot, OpenCode 42 12,228 tok
pavanbadempet/AI-Healthcare-System pavanbadempet.github.io AI Healthcare System & Clinical Data Platform. Combines a Databricks Medallion Lakehouse ( 54 Codex, GitHub Copilot, OpenCode 5 2,442 tok
Algorithmiq/monoprop docs.monoprop.algorithmiq.tech Because your operators deserve to propagate at escape velocity 54 Claude Code, Codex, GitHub Copilot, OpenCode 3 946 tok
dvdxfv/skill-writing-dna Writing DNA + AI rewriting skill workflow: a paper/document rewriting pipeline based on an 54 Claude Code, Codex, GitHub Copilot 4 10,844 tok
Daliagents-com/agentsge-1 agents.ge Open-source CLI for AGENTS.md, .agents project memory, MCP sync, and automatic knowledge 53 Claude Code, Codex, GitHub Copilot, OpenCode 9 5,958 tok
ariffazil/arifOS arifos.arif-fazil.com Independent policy kernel for AI agents: judge before execute. F1–F13 floors, VAULT999 rec 53 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 10 7,715 tok