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
yuanboP/frugal 113 Codex, GitHub Copilot, OpenCode 2 986 tok
Prism-Shadow/agenthub One interface for 1,000+ LLMs, with zero-code switching and built-in observability. (GPT-6 113 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,349 tok
sportsdataverse/cfbfastR cfbfastr.sportsdataverse.org An R package to quickly obtain clean and tidy college football play by play data 113 Claude Code, GitHub Copilot 4 9,772 tok
ProjectSidewalk/SidewalkWebpage projectsidewalk.org Project Sidewalk web page 113 Claude Code, GitHub Copilot 16 5,187 tok
microsoft/PromptKit Agentic prompts are the most important code you're not engineering. PromptKit fixes that — 113 GitHub Copilot 1 1,144 tok
mcbodge/MudMCP MCP server that provides AI assistants with comprehensive access to MudBlazor component do 113 Claude Code, GitHub Copilot 2 2,252 tok
microsoft/Agent365-Samples 113 Claude Code, GitHub Copilot 11 5,726 tok
kantorge/yaffa Yaffa is a personal finance web application, focusing on the support of long term financia 113 Claude Code, Codex, GitHub Copilot, OpenCode 3 8,349 tok
mac8005/xiaozhi-mcp-ha A Home Assistant Custom Integration (HACS) that connects Xiaozhi ESP32 AI chatbot to Home 112 GitHub Copilot 1 —
boussadjra/vuestrata vuestrata.vercel.app An opinionated Vue application foundation with enforced architecture, generators, and 12 d 111 Claude Code, Codex, GitHub Copilot, OpenCode 51 6,275 tok
faramesh/faramesh-core docs.faramesh.dev Governance-as-Code for AI agents. Declarative constraints with deterministic enforcement. 111 GitHub Copilot 1 210 tok
shuotao/REVIT_MCP_study LEARN HOW TO BUILD UP YOUR REVIT MCP 110 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 79 13,111 tok
sillsdev/FieldWorks software.sil.org FieldWorks is a suite of software tools for language and cultural data, with support for c 110 Claude Code, Codex, GitHub Copilot, OpenCode 96 21,156 tok
santhoshravindran7/Fabric-Analytics-MCP A Model Context Protocol (MCP) server that enables AI assistants to securely access and an 110 GitHub Copilot 1 —
shanselman/FlaUI-MCP MCP server for Windows desktop automation using FlaUI and UI Automation APIs 110 GitHub Copilot 1 2,495 tok
tswistak/Battery-Monitor Battery Monitor for Android 110 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 219 tok
csmar432/finai-research csmar432.github.io Evidence-first AI workflow for economic and financial research: literature → identificatio 109 Claude Code, Codex, GitHub Copilot, OpenCode 3 11,636 tok
raphaelmansuy/adk_training raphaelmansuy.github.io Google ADK Training Hub: Build Production-Ready Google AI Agents in Days, Not Months 🚀 T 109 GitHub Copilot 1 5,643 tok
UmairBaig8/okf-generator OKF v0.1 knowledge bundle generator — Claude skill + OpenCode integration 109 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 2,399 tok
Nayjest/ai-microcore A handy lib for smooth interaction with large language models (LLMs) and crafting AI apps. 108 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,486 tok
idoforgod/Dissertation-Simulator-AgenticWorkflow A doctoral dissertation research simulation system in which 58 AI agents collaborate acros 108 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 12 39,470 tok
olibartfast/neuriplo-infer C++ app for computer vision inference, supporting multiple tasks and backends. 107 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,211 tok
jyjeanne/okf-rs A fast, open-source Rust toolkit for generating, validating and serving Open Knowledge For 107 Claude Code, Codex, GitHub Copilot, OpenCode 3 434 tok
uscensusbureau/us-census-bureau-data-api-mcp census.gov The U.S. Census Bureau Data API MCP connects AI Assistants with official Census Bureau sta 106 GitHub Copilot 1 2,107 tok
Ocean-Industries-Concept-Lab/openbridge-webcomponents openbridge.no OpenBridge design system implemented as Lit-based web components with support for all majo 106 Claude Code, Codex, GitHub Copilot, OpenCode 29 99,569 tok
HoangYell/markdy-com markdy.com 🎬 Open-source animated architecture diagrams as code. Diagram-native DSL, 17 layout engin 106 Claude Code, GitHub Copilot, Cursor 4 426 tok
celeritas-project/celeritas celeritas-project.github.io Celeritas is a new Monte Carlo transport code designed to accelerate scientific discovery 105 Claude Code, Codex, GitHub Copilot, OpenCode 6 3,010 tok
mcpc-tech/mcpc Build agentic-MCP servers by composing existing MCP tools. 105 Claude Code, Codex, GitHub Copilot 5 1,191 tok
debs-obrien/playwright-movies-app debs-obrien.github.io Playwright tests for a Movie App 105 Claude Code, Codex, GitHub Copilot, OpenCode 16 891 tok
guigui42/mcp-vosdroits Serveur MCP pour Service Public Vos Droits 105 GitHub Copilot 7 4,954 tok
nebrass/hve-video-director AI-powered video production pipeline for Claude Code, Github Copilot, Codex, Cursor, OpenC 104 Claude Code, Codex, GitHub Copilot, OpenCode 3 17,384 tok
dvcrn/mcp-server-devonthink 104 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 7,482 tok
gviiisen/repo-context-ledger Agent Skill for AI context management: provides cross-window continuity for Codex context 104 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,430 tok
muchengracedriver/awesome-requirements-writer Turn engineering intent into requirements that can be designed, reviewed, implemented, ver 104 GitHub Copilot 2 791 tok
MRCalderon3D/everything-game-dev-code A universal scaffold for AI-assisted game development. 42 agents, 51 commands, 86 skills. 104 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode 12 3,371 tok
alfredoperez/speckit-companion speckit-companion.dev VS Code extension for spec-driven development — manage specs, workflows, and steering docs 103 Claude Code, Codex, GitHub Copilot, OpenCode 63 3,763 tok
microsoft/Microsoft-AI-Decision-Framework Evidence-based decision framework for selecting the right Microsoft AI technology (M365 Co 103 Claude Code, GitHub Copilot 3 5,340 tok
sous-chefs/postfix supermarket.chef.io Development repository for the postfix cookbook 102 Codex, GitHub Copilot, OpenCode 2 1,311 tok
edbizarro/dotfiles :skull: dotfiles! managed by GNU stow 102 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,926 tok
aspenkit/aspens npmjs.com Your CLAUDE.md stopped working at 200 lines. Generate scoped skill files from your import 101 Claude Code, Codex, GitHub Copilot, OpenCode 34 3,436 tok
spica-engine/spica spicaengine.com Spica is a development engine to build fast & efficient applications. 101 Claude Code, GitHub Copilot 20 10,975 tok
JKorf/Bitfinex.Net cryptoexchange.jkorf.dev C#/.NET client library for the Bitfinex.com cryptocurrency exchange REST and WebSocket API 100 Codex, GitHub Copilot, OpenCode 2 2,411 tok
excalimate/excalimate excalimate.com Create keyframe animations from hand-drawn Excalidraw diagrams — timeline editor, camera a 100 Claude Code, GitHub Copilot 2 794 tok
major7apps/pensyve Universal memory runtime for AI agents 99 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode 11 11,767 tok
mykpono/ultimate-seo-geo lab.mykpono.com The definitive SEO + GEO skill for Claude. Full site audits with scored findings, AI searc 99 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 8,683 tok
microsoft/cat-agent-skills Skills for modern agents in Copilot Studio 99 GitHub Copilot 1 2,940 tok
microsoft/agentic-agile-template Agentic-Agile Development bridges Agile process values with the capabilities of AI coding 98 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,345 tok
attilaszasz/sdd-pilot sdd-pilot.szaszattila.com Replace chaotic AI code generation with a disciplined, spec-driven workflow. SDD Pilot enf 97 Claude Code, Codex, GitHub Copilot, OpenCode 8 1,174 tok
spences10/mcpick Vendor-neutral MCP configuration manager — one CLI to add, toggle, and audit MCP servers a 97 GitHub Copilot 1 224 tok
nirholas/crypto-vision cryptocurrency.cv The most comprehensive cryptocurrency API. Real-time prices, OHLCV, order books & market c 97 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,269 tok