How real projects configure their agents

32,436 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
enuno/unifi-mcp-server An MCP server that leverages official UniFi API 340 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 49 15,461 tok
niki914/zafiro Open-source BYOK AI agent for Android. Full phone control, native Shell & Python 3, with S 340 Claude Code, Codex, OpenCode 2 2,956 tok
notedit/happy-skills happy skills 340 Claude Code 1 541 tok
vibe-log/vibe-log-cli vibe-log.dev A CLI tool for logging and analyzing Claude Code and Cursor ai-driven coding session. 339 Claude Code 1 3,738 tok
elastic/integrations elastic.co 339 Claude Code, Codex 4 77 tok
Encod3d-Sec/TORCH Karpathy LLM based claude harness for PenetrationTesting / Bugbounty using obsidian 339 Claude Code 1 7,786 tok
michaelwilhelmsen/humla humla.team Open-source AI meeting notes for Mac. Records mic + system audio with no bot, transcribes 339 Claude Code, Codex, OpenCode 2 38,817 tok
vfarcic/dot-ai Intelligent dual-mode agent for deploying applications to ANY Kubernetes cluster through d 339 Claude Code 3 1,483 tok
m4xx101/cryptex-oss Open-source LLM red-teaming technique toolkit (162 transforms, 36 mutators, 25 tool surfac 338 Claude Code 1 3,329 tok
alireza787b/mavsdk_drone_show Open-source MAVLink fleet operations for PX4: SITL, drone shows, search and rescue, cooper 338 Claude Code, Codex, Gemini CLI, OpenCode 3 2,153 tok
ScottRBK/forgetful Opensource Memory for Agents 338 Claude Code, Codex, OpenCode 2 875 tok
microprediction/precise microprediction.github.io Online Covariance and Correlation Estimation 338 Claude Code 5 —
zippoxer/subtask Claude Skill to do your tasks with subagents in Git worktrees 337 Claude Code, Codex, OpenCode 3 2,213 tok
jayminwest/mulch Growing Expertise for Coding Agents — structured expertise files that accumulate over time 337 Claude Code, Codex, OpenCode 9 6,322 tok
OpenRaiser/PaperFit openraiser.github.io 📄 [Skill] Vision-in-the-loop LaTeX typesetting agent — auto-compile, render, diagnose, an 337 Claude Code 10 5,137 tok
rhett-lee/nim_duilib An improved version of the duilib UI library supporting Windows/Linux/MacOS platforms (bas 337 Claude Code, Codex 2 1,475 tok
JayantDevkar/claude-code-karma Dashboard for monitoring claude code sessions. 337 Claude Code 1 2,284 tok
langwatch/kanban-code 337 Claude Code 2 1,190 tok
PageAI-Pro/ralph-loop ralphloop.sh A long-running AI agent loop. Ralph automates software development tasks by iteratively wo 337 Claude Code, Codex, OpenCode 13 374 tok
testdouble/han Han: AI skills and agents for "Solo" product engineers and small teams 337 Claude Code 1 7,884 tok
sveltejs/ai-tools mcp.svelte.dev The official svelte MCP for all your agentic needs. 337 Claude Code, Codex 3 922 tok
loulanyue/spec-kit-zh Chinese-localized spec-driven development toolkit for Codex, Claude Code, Cursor, and othe 336 Claude Code, Codex, OpenCode 1 3,968 tok
harperreed/dotfiles Dotfiles. Managed by YADM 336 Claude Code, Codex 40 —
ivorpad/mercadona-cli npmjs.com Unofficial, agent-friendly Mercadona shopping CLI (Go) — search products, read prices, bui 336 Claude Code 1 —
fullstack-development/front-end-best-practices Set of best practices that you can use as checklist for your project. 335 Claude Code, Codex, OpenCode 2 516 tok
scrypster/muninndb The cognitive database. A new class of data storage. Not a vector store, not a graph DB, n 335 Claude Code 15 3,881 tok
aayoawoyemi/Ori-Mnemos orimnemos.com. Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open sour 335 Claude Code 4 —
AlmogBaku/debug-skill 335 Claude Code 1 710 tok
JNTMTMTM/eIsland dev.electronisland.com eIsland - A sleek, Apple Dynamic Island inspired floating widget for Windows, built with E 335 Claude Code, Codex, Gemini CLI, Kiro, OpenCode 22 3,201 tok
buildswithpaul/Frappe_Assistant_Core docs.assistantcore.cloud Infrastructure that connects LLMs to ERPNext. Frappe Assistant Core works with the Model C 335 Claude Code, Codex, OpenCode 2 2,570 tok
InBrowserApp/InBrowserApp inbrowser.app 📦 InBrowser.App is a project to build and collect web apps that fully run in the browser 335 Claude Code, Codex, OpenCode 9 5,548 tok
kansoku-trade/kansoku kansoku.trade AI Stock Partner on Your Mac – Local Market Information, Multi-timeframe K-line, AI Intrad 335 Claude Code, Codex, OpenCode 2 3,207 tok
sazardev/shiki sazardev.github.io TUI note-taking app in Rust — Yazi-style navigation, notebooks as independent git repos, r 335 Claude Code, Codex, OpenCode 6 46,242 tok
bmentges/django-cart A lightweight, session-backed shopping cart for Django e-commerce applications. Built for 334 Claude Code 1 6,118 tok
bedriyan/medkit-app medkit-app.vercel.app A voice-first AI patient simulator bringing the future of medical education to your browse 334 Claude Code 6 1,838 tok
claude-did-this/MCPControl MCP server for Windows OS automation 334 Claude Code 1 566 tok
robotocore/robotocore 334 Claude Code, Codex, OpenCode 3 8,510 tok
MotleyAI/slayer motley.ai An embeddable, expressive semantic layer for AI agents and humans 334 Claude Code 1 1,405 tok
yee-yore/DorkAgent 🤖 LLM-powered agent for automated Google Dorking in bug hunting & pentesting. 333 Claude Code 1 1,888 tok
AojdevStudio/Finance-Guru aojdevstudio.github.io Self-hosted family office engine: typed Python calculators, a private SQLite ledger, and s 333 Claude Code, Codex, OpenCode 7 2,163 tok
Fu-Jie/openwebui-extensions fu-jie.github.io A collection of enhancements, plugins, and prompts for Open WebUI, developed and curated f 333 Claude Code, GitHub Copilot, Cursor, Gemini CLI, Kiro 24 26,615 tok
langfuse/skills langfuse.com Agent Skills for Langfuse, the open source LLM engineering platform for tracing, prompt ma 333 Claude Code, Codex, OpenCode 2 1,464 tok
JDArmy/Evasion-SubAgents Claude Code evasion SubAgents 332 Claude Code 10 —
jens-duttke/usage-monitor-for-claude Lightweight Windows tray app that monitors your Claude rate limits in real time - portable 332 Claude Code 6 —
corespeed-io/zypher-agent zypher.corespeed.io A minimal yet powerful framework for creating AI agents with full control over tools, prov 331 Claude Code 1 856 tok
SchroederNathan/clarity clarityspeech.app A speech companion app built with Expo 331 Claude Code, Codex, OpenCode 5 1,768 tok
revfactory/webtoon-harness A Claude Code harness in which a team of 27 AI agents creates a webtoon episode, from tren 331 Claude Code 33 —
safety-research/automated-w2s-research 331 Claude Code 5 —
nirholas/cryptocurrency.cv cryptocurrency.cv Free crypto news API - real-time aggregator for Bitcoin, Ethereum, DeFi, Solana & altcoins 331 Claude Code, Codex, OpenCode 3 3,311 tok
lbx154/Argus A self-evolving multi-agent system for autonomous research, operating 24/7 to explore, lea 331 Claude Code, Codex, GitHub Copilot 2 616 tok