How real projects configure their agents

32,116 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
tigerless-labs/auto-gtm tigerless-labs.github.io 385 Claude Code 1 1,766 tok
strowk/mcp-k8s-go npmjs.com MCP server connecting to Kubernetes 384 Claude Code 1 274 tok
disler/agent-sandbox-skill An agent skill for managing isolated execution environments 384 Claude Code, Codex, Gemini CLI, OpenCode 3 230 tok
U-C4N/U-Pool Desktop provider switcher for Claude Code and Codex. Keep every endpoint, API key, and mod 384 Claude Code 1 842 tok
canyonroad/agentsh agentsh.org Execution-Layer Security (ELS) for AI agents — policy-enforced shell with audit. 383 Claude Code, Codex, OpenCode 2 596 tok
tylergraydev/claude-code-tool-manager GUI app to manage MCP servers for Claude Code 383 Claude Code 1 445 tok
FlareStarter/flarestarter flarestarter.com A full-stack, edge-native SaaS starter built with TanStack Start + Cloudflare Workers 383 Claude Code, Codex, OpenCode 2 772 tok
kaandedeoglu/Shark Swift CLI for strong-typing images, colors, storyboards, fonts and localizations 382 Claude Code, Codex, OpenCode 2 5,122 tok
onvoyage-ai/voyage-geo-agent Agentic Generative Engine Optimizaiton 382 Claude Code, Codex, OpenCode 4 3,077 tok
ombulabs/claude-code_rails-upgrade-skill fastruby.io 🤖 The one and only Claude Code Skill to Upgrade Rails by FastRuby.io -- Based on 60,000 d 382 Claude Code 1 2,936 tok
therealarthur/myrlin-workbook therealarthur.github.io Open-source workspace manager for AI coding CLIs: Claude Code and ChatGPT Codex in one bro 382 Claude Code 1 1,757 tok
dcramer/dex dex.rip Task tracking for Agents 382 Claude Code, Codex, OpenCode 3 485 tok
parawanderer/OpenTagViewer Track your AirTags, iDevices and other FindMy devices on Android 382 Claude Code, Codex, OpenCode 6 12,186 tok
openwong2kim/wmux wmux.app Run Claude Code, Codex & Gemini in parallel on Windows & macOS — git worktree fan-out with 382 Claude Code 1 728 tok
ultracontext/ultracontext ultracontext.com Open Source Context infrastructure for AI agents. Auto-capture and share your agents' cont 382 Claude Code, Codex, OpenCode 2 1,951 tok
Weaverse/pilot pilot.weaverse.dev A fully-featured Shopify Hydrogen theme crafted to help you launch modern, high-performing 382 Claude Code, Codex, OpenCode 2 4,614 tok
MAA-AI/MaaMCP maa-ai.top An MCP server based on MaaFramework that provides AI assistants with Android device and Wi 382 Claude Code 1 2,887 tok
abap2UI5/abap2UI5 abap2ui5.org Build UI5 Apps Purely in ABAP 381 Claude Code, Codex, OpenCode 7 21,732 tok
atilladeniz/Kubeli kubeli.dev A modern Kubernetes GUI management desktop app for macOS & Windows. Multi-cluster support, 381 Claude Code, Codex, OpenCode 28 2,092 tok
superbasicstudio/claude-conductor npmjs.com Claude Conductor - a simple Claude Code framework 380 Claude Code 1 2,156 tok
ruvnet/ruv-FANN A blazing-fast, memory-safe neural network library for Rust that brings the power of FANN 380 Claude Code 11 1,629 tok
Castor6/tactus tactus.cc.cd The first browser AI Agent extension to support Agent Skills, enabling AI to perform compl 378 Claude Code 1
qqqqqf-q/Arkloop arkloop.io A clean, powerful AI Agent platform that belongs to you 378 Claude Code, Codex, OpenCode 2 4,004 tok
Simbastack-hq/framedex Framedex — a queryable knowledge base for your video archive 378 Claude Code 1 768 tok
lifemate-ai/embodied-claude An MCP suite that gives Claude a physical presence 377 Claude Code, Codex, OpenCode 20 8,315 tok
djfksjd/ir-search 🇰🇷 Korean government support program comprehensive research agent Skill [supports Claude 377 Claude Code, Codex, OpenCode 3 588 tok
marciopuga/cog A plain-text memory system for AI agents. Clone it, point your agent at it, start remember 376 Claude Code 11 2,009 tok
tae0y/real-estate-mcp 🏠 Ask Claude about Korean apartment prices — powered by the Ministry of Land, Infrastruct 376 Claude Code 1 1,480 tok
zexuanw958-svg/travel-plan-viz Migo · Travel Navigator — generates single-file, offline-capable, mobile-first HTML travel 376 Claude Code, Codex 1 2,159 tok
amirlehmam/wmux wmux.org The original Windows terminal multiplexer for AI agents. 375 Claude Code 1 20,098 tok
alibaba/UnifiedModel alibaba.github.io The semantic layer that makes enterprise data understandable to AI agents — model entities 375 Claude Code, Codex, OpenCode 2 2,376 tok
a5chin/python-uv a5chin.github.io A production-ready Python development environment template using modern tools: uv for blaz 374 Claude Code 1 2,165 tok
jlevy/repren Power rename/refactor tool for CLI and agent use 374 Claude Code, Codex, OpenCode 4 407 tok
prabogo/prabogo prabogo.com Prabogo is a Go framework designed to simplify project development by providing an interac 374 Claude Code, Codex, GitHub Copilot, OpenCode 21 709 tok
labsai/EDDI eddi.technology Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestr 374 Claude Code, Codex, OpenCode 2 16,620 tok
cvs-health/ios-swiftui-accessibility-techniques Demonstrates iOS SwiftUI Accessibility programming techniques using live good and bad exam 374 Claude Code 3 455 tok
Arenukvern/mcp_flutter docs.page MCP Toolkit for Flutter AI Agent Driven Development (MCP/CLI + custom client side tools) - 374 Claude Code, Codex, OpenCode 2 1,263 tok
fzy2012/rhzl-Agentic-Design-Patterns-cn adpc.ruhang365.cn Agent design patterns 374 Claude Code, Codex, Cursor, OpenCode 3 4,386 tok
AlexPEClub/ai-coding-starter-kit Production-ready Next.js template with AI-powered development workflow using 6 specialized 374 Claude Code 2 636 tok
tmchow/illo-skill illo-skill.com illo skill — an AI agent skill that turns ideas and articles into original print-style edi 374 Claude Code, Codex, OpenCode 2 4,936 tok
vulnersCom/api vulners.com Official Python SDK for the Vulners vulnerability-intelligence API — search CVEs, exploits 373 Claude Code, Codex, OpenCode 2 1,497 tok
hardwood-hq/hardwood hardwood.dev A fast minimal dependency implementation of Apache Parquet 373 Claude Code 6 3,004 tok
ljtn/epiq ljtn.github.io Distributed, code-native issue tracker - audit workflows via time-travel 373 Claude Code 2
tellahq/opensession opensession.com 373 Claude Code, Codex, OpenCode 60 2,400 tok
taovc/pr-cockpit Local AI PR workbench — Claude/Codex review in isolated git worktrees, human-gated GitHub 373 Claude Code, Codex, OpenCode 1 5,965 tok
PM-Shawn/Abu-Cowork myabu.cn Open-source alternative to Claude Cowork — a local-first AI agent desktop app · multi-mode 372 Claude Code, Codex, OpenCode 2 10,486 tok
AlexGladkov/claude-in-mobile MCP server for mobile and desktop automation — Android (via ADB), iOS Simulator (via simct 372 Claude Code 2 619 tok
LTplus-AG/ifc-lite ifclite.dev Open-source IFC toolkit: WebGPU rendering, columnar in-memory store, exact-arithmetic geom 372 Claude Code, Codex, Cursor, OpenCode 3 10,955 tok
openaccountants/openaccountants openaccountants.com Open-source Tax Guides for AI agents, reviewed by named CPAs/CAs/EAs. 1,000+ Guides across 372 Claude Code 1 1,279 tok
kunchenguid/chrome-devtools-axi The most agent-ergonomic browser automation 372 Claude Code, Codex, OpenCode 2 4,195 tok