How real projects configure their agents

32,053 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 agents7,450Claude Code6,586Data and AI3,698Backend and APIs3,488Languages3,402Planning3,191Git and workflow3,129Code review2,728Memory and context2,353Testing2,330DevOps and cloud2,293Research2,288Writing and docs2,283Frontend2,242Security1,990Productivity1,704

All Claude Code32,053 Codex23,184 OpenCode21,956 GitHub Copilot3,523 Gemini CLI1,906 Cursor1,729 Windsurf98 Kiro64

Project Stars Configures Files Always loaded
EvanBacon/serve-sim The `npx serve` of Apple Simulators. 2,768 Claude Code, Codex, OpenCode 3 922 tok
control-theory/gonzo controltheory.com Gonzo! The Go based TUI log analysis tool 2,766 Claude Code, Codex, OpenCode 2 422 tok
Vexa-ai/vexa vexa.ai Open-source meeting transcription API for Google Meet, Microsoft Teams & Zoom. Auto-join b 2,766 Claude Code, Codex, OpenCode 2 3,242 tok
aaron-he-zhu/aaron-marketing-skills aaronmarketing.ai 120 marketing skills as an AI marketing staff — plugin, portable skills, or an 8-bot team 2,753 Claude Code, Codex, OpenCode 2 6,360 tok
visa/visa-vulnerability-agentic-harness Visa Vulnerability Agentic Harness 2,751 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,632 tok
supermemoryai/claude-supermemory supermemory.ai Enable Claude Code to learn in real-time, update it's knowledge, and grow with you, using 2,750 Claude Code 1
baojie/shiji-kb 2,750 Claude Code 7 4,555 tok
openlit/openlit docs.openlit.io Open-source observability & evaluation platform for AI agents and coding agents. Trace LLM 2,749 Claude Code, Codex, OpenCode 4 829 tok
ColeMurray/background-agents backgroundagents.dev An open-source background agents coding system 2,749 Claude Code, Codex, OpenCode 3 2,066 tok
FluidInference/FluidAudio docs.fluidinference.com Frontier CoreML audio models in your apps — text-to-speech, speech-to-text, voice activity 2,745 Claude Code, Codex, GitHub Copilot, OpenCode 7 3,646 tok
microsoft/clarity clarity.microsoft.com A behavioral analytics library that uses dom mutations and user interactions to generate a 2,741 Claude Code, GitHub Copilot 2 3,256 tok
compozy/compozy compozy.com An operating system for AI agents. Plug in the agent CLIs you already use (Claude Code, Co 2,732 Claude Code, Codex, OpenCode 4 1,695 tok
doronz88/pymobiledevice3 doronz88.github.io Pure python3 implementation for working with iDevices (iPhone, etc...). 2,727 Claude Code, Codex, OpenCode 5 1,794 tok
software-mansion/argent argent.swmansion.com An agentic toolkit to control, debug, and profile iOS and Android apps. Made by Software M 2,715 Claude Code 1 184 tok
huangwb8/ChineseResearchLaTeX A collection of commonly used LaTeX templates for Chinese research 2,713 Claude Code, Codex, OpenCode 2 2,577 tok
jeremylongshore/tons-of-skills-marketplace jeremylongshore.github.io Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapter 2,711 Claude Code, Codex, OpenCode 5 11,594 tok
puaclaw/PUAClaw puaclaw.org Claws will eventually take over the world, PUAClaw is All You Need 2,707 Claude Code 1 2,732 tok
sheeki03/tirith tirith.sh Terminal security for developers and AI agents. Intercepts homograph URLs, pipe-to-shell, 2,706 Claude Code 2
nteract/semiotic semiotic.nteract.io React data visualization library for streaming, networks, and AI-assisted development 2,705 Claude Code, Codex, GitHub Copilot, OpenCode 5 1,807 tok
spider-rs/spider spider.cloud Get web data for AI agents and LLMs - fast, efficient, and reliable with Rust 2,704 Claude Code 1 4,720 tok
cocoindex-io/cocoindex-code cocoindex.io A super light-weight embedded code search engine CLI (AST based) that just works - improv 2,699 Claude Code 1 1,766 tok
refraction-ray/xalpha xalpha.readthedocs.io A backtesting engine for fund investment management 2,694 Claude Code, Codex, OpenCode 2 917 tok
dgunning/edgartools edgartools.readthedocs.io Read and analyze SEC EDGAR filings in Python. 10-K, 8-K, XBRL financials, Form 3/4/5, 13F, 2,686 Claude Code 24 1,291 tok
lopopolo/harness-engineering openai.com 🐎 Ryan Lopopolo’s anthology, field guide, and agent context bundle for harness engineerin 2,683 Claude Code, Codex, OpenCode 2 1,339 tok
jgravelle/jcodemunch-mcp jcodemunch.com Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-le 2,676 Claude Code, Codex, OpenCode 24 37,899 tok
mongodb/mongo-java-driver mongodb.com The official MongoDB drivers for Java, Kotlin, and Scala 2,661 Claude Code, Codex, OpenCode 4 1,002 tok
Windy3f3f3f3f/claude-code-from-scratch windy3f3f3f3f.github.io Build your own Claude Code from scratch. 🔍 Claude Code is open-sourced with 500,000 lines 2,659 Claude Code 4 31 tok
medplum/medplum medplum.com Medplum is a healthcare platform that helps you quickly develop high-quality compliant app 2,659 Claude Code 1
CyberStrikeus/CyberStrike cyberstrike.io Open-source AI-powered offensive security harness for automated penetration testing. 2,654 Claude Code 1
wassim249/fastapi-langgraph-agent-production-ready-template A production-ready FastAPI template for building AI agent applications with LangGraph inte 2,650 Claude Code, Codex, OpenCode 2 1,960 tok
gridaco/grida grida.co Grida — Open Canvas 2,636 Claude Code, Codex, OpenCode 30 2,504 tok
module-federation/core module-federation.io Module Federation is a concept that allows developers to share code and resources across m 2,634 Claude Code, Codex, Cursor, OpenCode 9 6,288 tok
SummerSec/ShiroAttack2 Comprehensive exploitation of Shiro deserialization vulnerabilities (for authorized testin 2,627 Claude Code, Codex, OpenCode 3 2,182 tok
centminmod/my-claude-code-setup threads.com Shared starter template configuration and CLAUDE.md memory bank system for Claude Code 2,625 Claude Code, Codex, Gemini CLI, OpenCode 5 2,545 tok
marketcalls/openalgo docs.openalgo.in Open Source Algo Trading Platform for Everyone 2,625 Claude Code 8 7,879 tok
LearnPrompt/LearnPrompt learnprompt.pro A completely free and open-source AIGC course, currently supporting Claude Code, Codex, He 2,623 Claude Code 1
nunit/nunit nunit.org NUnit Framework 2,623 Claude Code, Codex, GitHub Copilot, OpenCode 9 719 tok
plexe-ai/plexe plexe.ai ✨ Build a machine learning model from a prompt 2,618 Claude Code, Codex, OpenCode 2 1,434 tok
ForceInjection/AI-fundamentals forceinjection.github.io AI fundamentals—GPU architecture, CUDA programming, large language model basics, and AI Ag 2,600 Claude Code, Codex, OpenCode 2 3,658 tok
lncrawl/lightnovel-crawler lncrawl.bitanon.dev Generate and download e-books from online sources. 2,591 Claude Code, Codex, OpenCode 10 3,111 tok
alexbelgium/hassio-addons My homeassistant addons 2,589 Claude Code, GitHub Copilot 6 3,120 tok
supabase/agent-skills supabase.com Agent Skills to help developers using AI agents with Supabase 2,589 Claude Code, Codex, OpenCode 2 1,633 tok
heyitsnoah/claudesidian 2,584 Claude Code, Codex 23
oxsecurity/megalinter megalinter.io 🦙 MegaLinter analyzes 50 languages, 22 formats, 21 tooling formats, excessive copy-pastes 2,581 Claude Code 34 2,792 tok
zilliztech/memsearch zilliztech.github.io A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), 2,579 Claude Code 1 2,348 tok
HarleyCoops/Math-To-Manim Create Epic Math and Physics Animations & Study Notes From Text and Images. 2,578 Claude Code, Codex, GitHub Copilot, OpenCode 6 12,381 tok
harbor-framework/terminal-bench-1 tbench.ai A benchmark for LLMs on complicated tasks in the terminal 2,572 Claude Code, GitHub Copilot 2 1,389 tok
samuelgursky/davinci-resolve-mcp MCP server integration for DaVinci Resolve Studio 2,568 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 30 7,033 tok
kayba-ai/agentic-context-engine kayba.ai 🧠 Make your agents learn from experience. Now available as a hosted solution at kayba.ai 2,566 Claude Code, Codex, OpenCode 19 2,759 tok
chrisryugj/korean-law-mcp npmjs.com An MCP server for directly querying Korea's National Law Information Center through an LLM 2,566 Claude Code 2 5,891 tok