How real projects configure their agents

43,383 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 agents7,374Claude Code6,573Data and AI3,706Backend and APIs3,486Languages3,398Planning3,181Git and workflow3,100Code review2,701Memory and context2,354Testing2,311Research2,292DevOps and cloud2,282Writing and docs2,269Frontend2,250Security1,980Productivity1,695

All Claude Code32,004 Codex23,112 OpenCode21,881 GitHub Copilot3,501 Gemini CLI1,902 Cursor1,724 Windsurf62 Kiro40

Project Stars Configures Files Always loaded
comet-ml/opik comet.com Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows wit 21,843 Claude Code, Codex, GitHub Copilot, OpenCode 29 14,869 tok
snarktank/ralph x.com Ralph is an autonomous AI agent loop that runs repeatedly until all PRD items are complete 21,723 Claude Code, Codex, OpenCode 2 1,238 tok
gitbutlerapp/gitbutler gitbutler.com The GitButler version control client, backed by Git, powered by Tauri/Rust/Svelte 21,621 Claude Code, Codex, GitHub Copilot, OpenCode 6 2,928 tok
ColorlibHQ/gentelella gentelella.colorlib.com Free admin dashboard template — vanilla JS, SCSS, Vite 8. No Bootstrap, no jQuery. 21,506 Claude Code, Codex, GitHub Copilot, OpenCode 4 8,085 tok
screenpipe/screenpipe screenpipe.com YC (S26) | Open Computer History | Record your screen continuously locally and provide con 21,452 Claude Code, Codex, OpenCode 9 1,318 tok
google/adk-python google.github.io An open-source, code-first Python toolkit for building, evaluating, and deploying sophisti 21,434 Codex, OpenCode 1 322 tok
dyad-sh/dyad dyad.sh Local, open-source AI app builder for power users ✨ v0 / Lovable / Replit / Bolt alternati 21,387 Claude Code, Codex, GitHub Copilot, OpenCode 29 4,293 tok
steipete/CodexBar codex.bar Show usage stats for OpenAI Codex and Claude Code, without having to login. 21,024 Claude Code, Codex, OpenCode 5 1,512 tok
stefan-jansen/machine-learning-for-trading ml4trading.io Code for Machine Learning for Trading, 3rd edition — from data sourcing to live execution. 20,810 GitHub Copilot 1 592 tok
apache/shardingsphere Empowering Data Intelligence with Distributed SQL for Sharding, Scalability, and Security 20,796 Claude Code, Codex, OpenCode 7 4,969 tok
monkeytypegame/monkeytype monkeytype.com The most customizable typing website with a minimalistic design and a ton of features. Tes 20,656 Claude Code 2
mksglu/context-mode context-mode.com Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), p 20,503 Claude Code 3 1,184 tok
agarrharr/awesome-cli-apps 🖥 📊 🕹 🛠 A curated list of command line apps 20,342 Codex, OpenCode 1 45 tok
kortix-ai/suna kortix.com The open-source AI Management System 20,178 Claude Code, Codex, OpenCode 21 7,224 tok
debpalash/VoiceStudio voicestudio.sh VoiceStudio is the open-source, fully-local ElevenLabs alternative — voice cloning, voice 20,054 Claude Code, Codex, OpenCode 6 5,369 tok
Nagi-ovo/voyager voyager.nagi.fun Enhancement suite for Gemini, AI Studio, Claude & ChatGPT — plus a prompt manager for any 19,953 Claude Code 2
pydantic/pydantic-ai pydantic.dev How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, eve 19,757 Claude Code, Codex, OpenCode 12 3,621 tok
refactoringhq/tolaria tolaria.md Desktop app to manage markdown knowledge bases 19,716 Claude Code, Codex, Gemini CLI, OpenCode 6 5,624 tok
tanweai/pua openpua.ai You are a once-promising P8-level engineer. Anthropic had high expectations when assigning 19,595 Claude Code 3
datawhalechina/easy-vibe datawhalechina.github.io 💻 vibe coding 101|The first course for AI-native product builders. 19,294 Claude Code, Codex, OpenCode 2 3,438 tok
elizaOS/eliza elizaresearch.ai Open source agentic operating system 19,275 Claude Code, Codex, OpenCode 2 11,794 tok
1jehuang/jcode jcode.sh The most RAM efficient harness 19,249 Codex, OpenCode 1 633 tok
teng-lin/notebooklm-py Unofficial Python API and agentic skill for Google Gemini Notebook. Full programmatic acce 19,187 Claude Code, Codex, OpenCode 2 2,673 tok
agent0ai/agent-zero agent-zero.ai Agent Zero AI framework 19,110 Codex, OpenCode 1 1,325 tok
compiler-explorer/compiler-explorer godbolt.org Run compilers interactively from your web browser and interact with the assembly 19,047 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,482 tok
wasp-lang/wasp wasp.sh The batteries-included full-stack framework for the AI era. Develop JS/TS web apps (React, 18,725 Claude Code, Codex, OpenCode 4 1,185 tok
iii-hq/iii iii.dev Effortlessly compose, extend, and observe every service in real-time for the first time ev 18,677 Codex, OpenCode 1 1,777 tok
keploy/keploy keploy.io Open-source platform for creating safe, isolated production sandboxes for API, integration 18,439 Claude Code, Codex, OpenCode 4 4,945 tok
nukeop/nuclear nuclearplayer.com Streaming music player that finds free music for you 18,404 Claude Code, Codex, GitHub Copilot, OpenCode 6 4,563 tok
ccusage/ccusage ccusage.com npx ccusage 18,399 Claude Code, Codex, OpenCode 21 844 tok
emcie-co/parlant parlant.io Build reliable customer-facing AI agents with Parlant: an interaction control harness opti 18,281 Claude Code 1 611 tok
arc53/DocsGPT app.docsgpt.cloud Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, 18,243 Codex, OpenCode 1 2,202 tok
RightNow-AI/openfang openfang.sh Open-source Agent Operating System 18,167 Claude Code, Codex, OpenCode 2 1,448 tok
nesquena/hermes-webui get-hermes.ai Hermes WebUI: The best way to use Hermes Agent from the web or from your phone! 18,129 Codex, OpenCode 1 1,537 tok
zhanymkanov/fastapi-best-practices FastAPI Best Practices and Conventions we used at our startup 18,043 Codex, OpenCode 1 4,106 tok
microsoft/agent-lightning microsoft.github.io The absolute trainer to light up AI agents. 17,996 Codex 1
gastownhall/gastown Gas Town - multi-agent workspace manager 17,950 Claude Code, Codex, Cursor, OpenCode 8 1,529 tok
muratcankoylan/Agent-Skills-for-Context-Engineering A comprehensive collection of Agent Skills for context engineering, multi-agent architectu 17,932 Claude Code, Codex, OpenCode 2 3,822 tok
windmill-labs/windmill windmill.dev Open-source developer platform to power your entire infra and turn scripts into webhooks, 17,795 Claude Code, Codex, OpenCode 25 4,076 tok
langbot-app/LangBot langbot.app Production-grade platform for building agentic IM bots - Production-grade multi-platform i 17,665 Claude Code, Codex, OpenCode 2 1,193 tok
anthropics/claude-quickstarts A collection of projects designed to help developers quickly get started with building dep 17,620 Claude Code 1 698 tok
itwanger/toBeBetterJavaer javabetter.cn An easy-to-understand, witty, and humorous Java learning guide covering core topics includ 17,583 Claude Code, Codex, OpenCode 15 747 tok
every-app/open-seo openseo.so Open source alternative to Semrush and Ahrefs 17,561 Claude Code, Codex, OpenCode 22 1,300 tok
Canner/WrenAI getwren.ai GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open 17,517 Claude Code, Codex, OpenCode 2 123 tok
browser-use/browser-harness browser-harness.com Browser Harness | Self-healing harness that enables LLMs to complete any task. 17,405 Claude Code, Codex, OpenCode 2 545 tok
questdb/questdb questdb.com QuestDB is a high performance, open-source, time-series database 17,308 Claude Code 6 4,070 tok
genlayerlabs/genlayer-project-boilerplate 17,301 Claude Code 1 1,636 tok
tradingview/lightweight-charts tradingview.com Performant financial charts built with HTML5 canvas 17,193 Claude Code, Codex 1
microsoft/mcp-for-beginners This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) th 17,163 Codex, OpenCode 1 3,238 tok
ipfs/kubo docs.ipfs.tech IPFS implementation in Go: a daemon that stores and serves content-addressed data, with a 17,125 Codex, OpenCode 1 7,449 tok