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
Lapis0x0/obsidian-yolo Agent-native AI assistant — chat, write, whiteboard, learning, all in one. 1,386 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,531 tok
IoTSharp/IoTSharp iotsharp.net IoTSharp is an open-source IoT platform for data collection, processing, visualization, an 1,383 Codex, GitHub Copilot, OpenCode 2 2,703 tok
specstoryai/getspecstory specstory.com Install our local first extensions for your favorite AI IDE or Terminal Agent. Process you 1,368 GitHub Copilot 1 295 tok
piratuks/invoice-builder Invoice and quotation builder desktop app with PDF export, designed for small businesses a 1,365 Claude Code, Codex, GitHub Copilot, OpenCode 12 3,467 tok
study8677/repobrain deepwiki.com 🧠 RepoBrain (formerly Antigravity) — Give your repo a brain. ChatGPT for your codebase: w 1,359 Claude Code, Codex, GitHub Copilot, OpenCode 5 385 tok
infinispan/infinispan infinispan.org Infinispan is an open source data grid platform and highly scalable NoSQL cloud data store 1,359 Codex, GitHub Copilot, OpenCode 2 509 tok
sceneview/sceneview sceneview.github.io 3D & AR SDK for Android (Jetpack Compose + Filament), Apple (SwiftUI + RealityKit), Web, F 1,358 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 6,073 tok
spiculedata/saiku saiku.bi Open-source semantic layer: one cube for Excel (MDX/XMLA), dashboards, and AI agents (MCP) 1,339 Claude Code, Codex, GitHub Copilot, OpenCode 10 13,407 tok
wprig/wprig wprig.io A modern performance-focused theme development toolkit for WordPress. 1,334 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,212 tok
datalayer/jupyter-mcp-server jupyter-mcp-server.datalayer.tech 🪐 🔧 Model Context Protocol (MCP) Server for Jupyter. 1,320 Claude Code, Codex, GitHub Copilot 2 2,265 tok
steipete/claude-code-mcp Claude Code as one-shot MCP server to have an agent in your agent. 1,315 Claude Code, GitHub Copilot 2 7 tok
microsoft/prompty prompty.ai Prompty makes it easy to create, manage, debug, and evaluate LLM prompts for your AI appli 1,286 GitHub Copilot 1 14,642 tok
AvdLee/Xcode-Build-Optimization-Agent-Skill rocketsim.app An Agent Skill helping you to optimize Xcode incremental and clean builds by running bench 1,270 Codex, GitHub Copilot, OpenCode 2 1,265 tok
soniqo/speech-swift soniqo.audio AI speech toolkit for Apple Silicon — ASR, TTS, speech-to-speech, VAD, and diarization pow 1,265 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,191 tok
ysr666/dsh-vision-router Eyes for text-only DeepSeek Harness agents: built-in free vision chain (no key) + pixel-le 1,225 Claude Code, Codex, GitHub Copilot 3 371 tok
Azure/azure-mcp aka.ms The Azure MCP Server, bringing the power of Azure to your agents. 1,223 GitHub Copilot 1 246 tok
hijohnnylin/neuronpedia neuronpedia.org open source interpretability platform 🧠 1,206 Claude Code, Codex, GitHub Copilot, OpenCode 6 7,332 tok
johnpapa/vscode-peacock Subtly change the color of your Visual Studio Code workspace. Ideal when you have multiple 1,192 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,358 tok
sipyourdrink-ltd/bernstein bernstein.run The open-source governance layer for AI agents: write the rules declaratively, Bernstein e 1,190 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,236 tok
Azure-Samples/chat-with-your-data-solution-accelerator azure.microsoft.com A Solution Accelerator for the RAG pattern running in Azure, using Azure AI Search for ret 1,188 GitHub Copilot 1 8,430 tok
Dpro-at/Tel-Agent tel-agent.com AI phone assistant | open-source 1,183 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,932 tok
Azure/GPT-RAG aka.ms Enterprise-grade accelerator for agentic RAG on Azure. Built on Microsoft Foundry with Fou 1,179 Codex, GitHub Copilot, OpenCode 6 4,111 tok
JKorf/Binance.Net cryptoexchange.jkorf.dev C#/.NET client library for the Binance.com cryptocurrency exchange REST and WebSocket APIs 1,174 Codex, GitHub Copilot, OpenCode 2 3,029 tok
fetchai/innovation-lab-examples innovationlab.fetch.ai 80+ production-ready AI agent examples in Python — build autonomous agents, multi-agent sy 1,170 GitHub Copilot 4 434 tok
llgcode/draw2d 2D rendering for different output (raster, pdf, svg) 1,167 GitHub Copilot 1 1,068 tok
mongodb-js/mongodb-mcp-server A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters 1,157 GitHub Copilot 1 1,576 tok
z88dk/z88dk z88dk.org The development kit for over a hundred z80 family machines - c compiler, assembler, linker 1,154 Codex, GitHub Copilot, OpenCode 2 3,284 tok
EliasOenal/multimon-ng 1,147 GitHub Copilot 5 3,936 tok
vndee/llm-sandbox vndee.github.io Lightweight and portable LLM sandbox runtime (code interpreter) Python library. 1,144 Claude Code, GitHub Copilot 2 4,844 tok
community-shaders/skyrim-community-shaders discord.com Community-driven advanced graphics modifications for AE, SE and VR. 1,140 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,705 tok
openmc-dev/openmc docs.openmc.org OpenMC Monte Carlo Code 1,134 Claude Code, Codex, GitHub Copilot, OpenCode 5 4,451 tok
microsoft/agentrc Get your repo ready for AI. 1,121 Claude Code, Codex, GitHub Copilot, OpenCode 8 1,310 tok
frappe/frappe-ui ui.frappe.io The all-in-one toolkit for modern frontends. High-quality components, app recipes and AI-r 1,104 Codex, GitHub Copilot, OpenCode 2 938 tok
microsoft/Agents aka.ms The Microsoft 365 Agent SDK simplifies building full stack, multichannel, trusted agents f 1,101 GitHub Copilot 1 288 tok
NVIDIA/cuopt docs.nvidia.com GPU accelerated decision optimization 1,099 Codex, GitHub Copilot, OpenCode, Windsurf 3 920 tok
FalkorDB/QueryWeaver app.queryweaver.ai An open-source Text2SQL tool that transforms natural language into SQL using graph-powered 1,090 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,912 tok
openops-cloud/openops openops.com The batteries-included, No-Code FinOps automation platform, with the AI you trust. 1,082 Claude Code, Codex, GitHub Copilot, OpenCode 6 3,937 tok
ChatbotXIO/ChatbotX chatbotx.io Open-source ManyChat alternative, built for AI. Omnichannel marketing across WhatsApp, Tik 1,080 Claude Code, Codex, GitHub Copilot, OpenCode 33 7,448 tok
MicrosoftDocs/windows-driver-docs learn.microsoft.com The official Windows Driver Kit documentation sources 1,072 GitHub Copilot 1 2,058 tok
MGdaasLab/WHartTest wharttest.mgdaas.com WHartTest is an AI-driven test automation platform that automates the generation and manag 1,070 GitHub Copilot 1 1,629 tok
microsoft/lets-learn-mcp-python aka.ms MCP Python Tutorial 1,066 GitHub Copilot 1 1,116 tok
doccker/cc-use-exp ⛔ No longer maintained → dev-agent-kit/recipes Layered configuration templates that make 1,060 Claude Code, GitHub Copilot, Gemini CLI 26 9,683 tok
H-mmer/pentest-agents Bug bounty agent framework for Claude Code, Codex, Gemini, Cursor, Windsurf, Copilot, and 1,059 Claude Code, Codex, GitHub Copilot, OpenCode 17 63,845 tok
borghei/Claude-Skills borghei.github.io 385 AI skills, 76 expert agents, and 906 stdlib Python tools for every team: engineering, 1,051 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 9 10,643 tok
galkahana/PDF-Writer pdfhummus.com High performance library for creating, modiyfing and parsing PDF files in C++ 1,029 Claude Code, GitHub Copilot 3 2,896 tok
beita6969/ScienceClaw scienceclaw.science Verifiable program-level self-evolution for AI-for-Science agents: Skills and typed Operat 1,025 GitHub Copilot 1 574 tok
SafeAI-Lab-X/ClawKeeper ClawKeeper: Comprehensive Safety Protection for OpenClaw Agents Through Skills, Plugins, a 1,019 GitHub Copilot 1 574 tok
ChiR24/Unreal_mcp enginewire.dev A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control 1,014 Codex, GitHub Copilot, OpenCode 2 5,879 tok
MadAppGang/claudish claudish.com Claude Code. Any Model. The most powerful AI coding agent now speaks every language. 1,013 Claude Code, Codex, GitHub Copilot, OpenCode 7 8,797 tok
sirkirby/unifi-mcp unifimcp.com MCP servers & Graph API for the UniFi suite of applications, Network, Protect, and Access 1,008 Claude Code, Codex, GitHub Copilot, OpenCode 16 6,773 tok