How real projects configure their agents

23,307 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
cyanheads/pubmed-mcp-server npmjs.com Search PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, Me 148 Claude Code, Codex, OpenCode 2 14,246 tok
alpacahq/alpaca-skills app.alpaca.markets Agent skills for Alpaca's Trading API and Broker API: drop-in SKILL.md files for AI coding 148 Codex, OpenCode 1 420 tok
farukkamcici/mectrics mectrics.app A lightweight, private system monitor that lives in your macOS menu bar. CPU, memory, batt 148 Claude Code, Codex, OpenCode 2 5,006 tok
maplibre/maplibre-agent-skills Community-maintained agent skills for MapLibre GL JS — helping AI coding assistants write 148 Codex, OpenCode 1 1,218 tok
redis/agent-skills redis.io Redis' official collection of agent skills 148 Claude Code, Codex, OpenCode 2 1,701 tok
Curiosity-Ai-BV/localOCR Using Gemma-4 Vision, Gemma-3 Vision, Llama 3.2 and more 148 Codex, Gemini CLI, OpenCode 2 1,333 tok
AnkitClassicVision/Claude-Code-Deep-Research claude-code-deep-research.vercel.app I created a claude code deep researcher that seems to work better than the current deep re 147 Claude Code, Codex, Gemini CLI, OpenCode 3 4,879 tok
tacticlaunch/mcp-linear MCP server that enables AI assistants to interact with Linear project management system th 147 Claude Code, Codex, GitHub Copilot, OpenCode 14 1,420 tok
mwangli/stock-trading 124.220.36.95 Backend project for an AI small-model automated stock trading system, using the DL4J frame 147 Claude Code, Codex, OpenCode 17 6,247 tok
c4pt0r/pie Rust port of the pi agent harness — coding agent + LLM runtime stack 147 Claude Code, Codex, OpenCode 2 2,768 tok
Hermsi1337/docker-ark-server hub.docker.com Dockerize your ARK server - configurable via env 147 Claude Code, Codex, OpenCode 2 3,256 tok
GGPrompts/TabzChrome Chrome extension for managing tmux sessions in a persistent sidebar 147 Claude Code, Codex, OpenCode 11 2,551 tok
leisurehuang/Leplayer A polished media player for Apple TV that brings IPTV live TV, cloud drives, and WebDAV/FT 147 Claude Code, Codex, OpenCode 2 4,171 tok
alex-on-ai/WebReaper webreaper.ai AI-native web scraper. Single binary with a bundled Claude Code skill. MIT-licensed altern 147 Claude Code, Codex 15 8,301 tok
cmb211087/azure-diagrams-skill linkedin.com Generate professional technical diagrams with AI - Azure architecture (800+ icons), ERDs, 147 Codex, OpenCode 1 699 tok
Verified-zkEVM/VCVio A Lean library for machine-checked cryptographic proofs. 147 Claude Code, Codex, OpenCode 2 6,550 tok
chyinan/Kokoro-Engine Cross-platform virtual character immersive interaction engine 147 Claude Code, Codex, OpenCode 2 5,882 tok
arcboxlabs/linkcode linkcode.ai Open-source alternative to Codex App / Workbuddy, supporting Codex, Claude Code, OpenCode, 147 Claude Code, Codex, OpenCode 19 5,167 tok
agentfront/frontmcp docs.agentfront.dev TypeScript-first framework for the Model Context Protocol (MCP). You write clean, typed co 146 Claude Code, Codex, OpenCode 2 6,238 tok
KryptosAI/mcp-observatory CI-native security testing for MCP servers. Attack simulation, schema drift detection, and 146 Codex, OpenCode 1 524 tok
calf-ai/calfkit-sdk 🐮 Build distributed, event-driven agents 146 Claude Code, Codex 7
alfredolopez80/multi-agent-ralph-loop Autonomous orchestration framework for Claude Code with MemPalace-inspired memory (4-layer 146 Claude Code, Codex, OpenCode 2 2,018 tok
GabrielMartinMoran/mind Mind is an automated memory layer for AI workflows. Say goodbye to your agents amnesia! 146 Claude Code, Codex, OpenCode 6 12,783 tok
rockorager/zigdoc A command-line tool to view documentation for Zig standard library symbols 146 Codex, OpenCode 1 1,501 tok
gdarko/laravel-vue-starter AI-native Laravel/Vue boilerplate. Tailwind + DaisyUI, Sanctum, Fortify, Pinia. Built-in a 146 Claude Code, Codex, Gemini CLI, OpenCode 3 5,810 tok
vaibhavarora14/job-application-agent jobappagent.com Privacy-first job Agent Skill for Claude/Cursor/Codex: verified facts only, OS secrets, co 146 Codex, OpenCode 1 137 tok
TechDufus/openkanban TUI kanban board for orchestrating AI coding agents 146 Claude Code, Codex, OpenCode 2 2,094 tok
imbenrabi/Financial-Modeling-Prep-MCP-Server A Model Context Protocol (MCP) implementation for Financial Modeling Prep, enabling AI ass 146 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,823 tok
AgentEvalHQ/AgentEval agenteval.dev AgentEval is the comprehensive .NET toolkit for AI agent evaluation—tool usage validation, 146 Claude Code, Codex, GitHub Copilot, OpenCode 15 24,068 tok
KyaniteLabs/kinocut kinocut.dev Guardrailed video editing MCP server for AI agents. FFmpeg, Hyperframes, repurposing tools 146 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,690 tok
askie/grix grix.im Grix : Work with agents like talking to people. 146 Claude Code, Codex, OpenCode 4 525 tok
pqpo/pragma pqpo.me Build portable agent teams across models and harnesses, with shared memory, skills, tools, 146 Codex, OpenCode 2 12,945 tok
Ducksss/codex-profiles ducksss.github.io Named CODEX_HOME profiles and ChatGPT Desktop windows with separate local state, without c 146 Codex, OpenCode 5 1,661 tok
makenotion/lore Persistent, shared AI memory backed by Notion for MCP-compatible assistants. 146 Claude Code, Codex, OpenCode 2 3,016 tok
pixel-point/animate-text pixelpoint.io 146 Claude Code, Codex, OpenCode 5 273 tok
ruanrongman/IntelliConnect ruanrongman.github.io Backend service for xiaozhi-esp32 | A Powerful AI agent IoT platform core. 145 Claude Code, Codex, OpenCode 3 2,594 tok
dorkitude/linctl A Linear CLI tool built with agents in mind (but useful to humans too). Implemented in Go 145 Claude Code, Codex, Gemini CLI, OpenCode 3 659 tok
Eric-Song-Nop/mobvibe app.mobvibe.net Just a open Claude Code Remote Control 145 Claude Code, Codex, OpenCode 2 1,754 tok
antropos17/Aegis Local, monitor-first observability for AI agents: processes, file activity, TCP endpoints 145 Claude Code, Codex, OpenCode 2 1,078 tok
HHU3637kr/skills Some skills for personal use 145 Claude Code, Codex, OpenCode 2 942 tok
KyosukeIshizu1008/berryscode Native IDE for the Bevy game engine, built in Bevy + Rust. Scene editor, ECS inspector, AI 145 Codex, OpenCode 1 1,886 tok
nexus-research-lab/nexus nexusos.cn Multi-agent collaboration platform for persistent, proactive AI agents across rooms, works 145 Claude Code, Codex, OpenCode 3 9,893 tok
NiuTrans/ToFu Self-hosted AI assistant with tool use, multi-agent orchestration, coding copilot and a li 145 Codex, OpenCode 1 1,604 tok
romarayt/raytsystem-public-os romarayt.github.io Local-first agent workspace for knowledge, tasks, documents and verifiable workflows · Loc 145 Claude Code, Codex, OpenCode 12 1,295 tok
antonbabenko/deliberation Ask Codex, Gemini, Grok, and 400+ OpenRouter models (Qwen, Kimi, DeepSeek) for second opin 145 Claude Code, Codex, OpenCode 17 12,307 tok
clearcotelabs/clearcote-browser clearcotelabs.com Open-source stealth Chromium with engine-level fingerprint spoofing - de-Googled, drop-in 145 Codex, OpenCode 1 843 tok
Kayforkind/reimagine-it kayforkind.github.io Kayforkind Content-Derived Design CLI. HTML in, standalone HTML out from the source's own 145 Claude Code, Codex, OpenCode 1 1,130 tok
nixrajput/portfolio-nextjs nixrajput.com This repository contains the source code for a portfolio website built using Next.js, Type 144 Claude Code, Codex, OpenCode 3 3,105 tok
Aiko-IT-Systems/DisCatSharp docs.dcs.aitsys.dev Your library to write discord apps in C# with focus on always providing access to the late 144 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,110 tok
touwaeriol/claude-code-plus plugins.jetbrains.com 🖥️ GUI Plugin for Claude Code / Codex CLI / Gemini CLI in JetBrains IDEs - Run AI coding 144 Claude Code, Codex, OpenCode 2 11,591 tok