How real projects configure their agents

44,817 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
itq5/OpenClaw-Admin claw.227727.xyz Claw-Admin is a modern AI agent management platform built with Vue 3. It provides a comple 870 Codex, OpenCode 1 1,119 tok
AmElmo/proofshot Give AI coding agents eyes. Records browser sessions, captures screenshots, collects error 870 Claude Code 1 1,221 tok
mihai-dinculescu/tapo 🦀 Rust API, 🐍 Python API, and 🤖 MCP Server for TP-Link Tapo smart devices 868 Claude Code 12 462 tok
Light0305/Light-skills An AI workflow skill pack for research, competitions, and innovation projects. 867 Codex, OpenCode 1 548 tok
thefrontside/effection frontside.com Structured concurrency and effects for JavaScript 865 Codex, OpenCode 1 455 tok
ardanlabs/kronk kronkai.com Go With Your Own Intelligence! Use Go for hardware accelerated local inference with llama. 864 Claude Code, Codex, OpenCode 7 1,761 tok
rshankras/claude-code-apple-skills Claude Code skills for Apple platform development (iOS, macOS, iPadOS) — product validatio 864 Claude Code 1 859 tok
omdsh-dev/dsh-genui omdsh-dev.github.io GenUI for DeepSeek Harness: interactive UI components rendered inline in assistant replies 864 Codex, OpenCode 1 742 tok
OSideMedia/higgsfield-ai-prompt-skill higgsfield.ai Claude AI skill for cinematic Higgsfield AI prompts — 32 sub-skills covering Seedance 2.5 863 Claude Code 2 1,817 tok
aymericzip/intlayer intlayer.org Per-component Internationalisation solution for JS application. Type-Safe. Translate with 863 Claude Code, Codex, OpenCode 24 1,420 tok
DataBassGit/AgentForge Extensible AGI Framework 862 Codex, OpenCode 1 617 tok
jamaljsr/polar lightningpolar.com One-click Bitcoin Lightning networks for local app development & testing 860 Claude Code, GitHub Copilot 2 3,710 tok
modoojunko/awesome-novel-agent modoojunko.github.io Let an AI agent become your novel-writing partner. From world-building and character devel 858 Claude Code, Codex, OpenCode 6 2,248 tok
suboss87/FDEOps fdeops.io Forward deployed engineering skills for AI coding agents. 857 Codex, OpenCode 1 423 tok
smi2/phpClickHouse php ClickHouse wrapper 855 Claude Code 1 2,055 tok
langchain-ai/deep-agents-from-scratch 855 Claude Code 1 909 tok
swapperfinance/swapper-toolkit swapper.finance DeFi toolkit for AI agents and coding assistants — deposit funds, execute trades, and mana 853 Claude Code 2 599 tok
Purewhiter/mobilegym mobilegym.dev [EMNLP 2026] MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GU 853 Claude Code, Codex, OpenCode 5 6,882 tok
sbroenne/mcp-server-excel excelmcpserver.dev Automate real Microsoft Excel with AI via MCP Server or CLI — Power Query, DAX, VBA, Pivot 853 Codex, OpenCode 1 3,522 tok
Dong90/oh-my-taiyiforge AI workflow automation plugin for intelligent code generation with Claude/Codex 852 Codex, OpenCode 1 800 tok
opendev-to/opendev Open-Source Coding Agent in the terminal 852 Claude Code, Codex, OpenCode 2 2,436 tok
paradigmxyz/iron-proxy docs.iron.sh An egress firewall for untrusted workloads. 852 Codex, OpenCode 1 1,435 tok
juggler-ai/juggler juggler.studio The Juggler Code Agent 852 Codex, OpenCode 1 4,848 tok
BradGroux/veritas-kanban sstb.ai Lightweight orchestration harness built for your AI agents. The unfiltered truth about whe 851 Claude Code, Codex, OpenCode 2 8,043 tok
lucky-aeon/AgentX AgentX aims to let beginners build their own Agents through natural language with no barri 850 Claude Code, Codex, OpenCode 9 9,184 tok
tfriedel/claude-office-skills Office document creation and editing skills for Claude Code - PPTX, DOCX, XLSX, and PDF wo 849 Claude Code 1 2,673 tok
magicyuan876/mineru-tianshu mineru-tianshu.vercel.app Tianshu - An enterprise-grade all-in-one AI data preprocessing platform | PDF/Office to Ma 849 Claude Code, Codex, OpenCode 2 8,775 tok
LegacyLands/legacy-lands-library legacylands.cn Enterprise-grade modular framework for Minecraft server development with multi-tier cachin 848 Claude Code, Codex, OpenCode 2 10,326 tok
DevTeam/Pure.DI Pure DI for .NET 848 Codex, OpenCode 1 243 tok
arcadeai-labs/smithery-cli smithery.ai Install, manage and develop MCP servers and skills for agents 848 Claude Code, Codex, OpenCode 2 508 tok
anthonylee991/gemini-superpowers-antigravity Superpowers for Gemini's Antigravity (like Claude Superpowers) 848 Claude Code, Codex 9 —
vercel-labs/ralph-loop-agent ai-sdk.dev Continuous Autonomy for the AI SDK 845 Codex, OpenCode 1 532 tok
riba2534/happyclaw happyclaw.cc Self-hosted, multi-user, agent-first Agent workspace 845 Claude Code, Codex, OpenCode 2 15,687 tok
GetStream/stream-chat-react getstream.io React Chat SDK ➜ Stream Chat 💬 844 Claude Code, Codex, Cursor, OpenCode 15 8,525 tok
23blocks-OS/ai-maestro getaimaestro.com AI Agent Orchestrator with Skills System - Give AI Agents superpowers: memory search, code 844 Claude Code, Codex, OpenCode 3 2,127 tok
sockudo/sockudo sockudo.io Blazingly fast pusher drop-in replacement written in rust 843 Claude Code, Codex, OpenCode 4 5,564 tok
hoophq/hoop hoop.dev Open-source enforcement at runtime that masks sensitive data and blocks destructive comman 842 Claude Code 11 8,032 tok
ariadng/metatrader-mcp-server Model Context Protocol (MCP) to enable AI LLMs to trade using MetaTrader platform 842 Claude Code 1 1,867 tok
A-EVO-Lab/a-evolve The official repository of "Position: Agentic Evolution is the Path to Evolving LLMs". 842 Claude Code 1 1,475 tok
zeromicro/go-queue Kafka, Beanstalkd Pub/Sub framework. 842 GitHub Copilot 1 7 tok
golf-mcp/golf golf.dev Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructu 841 Claude Code 1 1,415 tok
penso/arbor penso.github.io Run agentic coding workflows in a fully native desktop app for Git worktrees, terminals, a 841 Claude Code, Codex, OpenCode 2 4,606 tok
davidhariri/life-system A plain-text life operating system powered by Claude Code. Inspired by Carmack's .plan fil 839 Claude Code 1 1,475 tok
yayasoumah/pocket-server pocket-agent.xyz An OS for your agents, built for your pocket. 839 Claude Code 1 2,828 tok
arnabbagxd/Brand-building-skills Brand building skills for Claude Code and AI agents. strategy, naming, identity, voice, po 839 Claude Code, Codex, OpenCode 2 703 tok
Aisland-SJL/dsh-worktable 🖥️ Agent-project workbench for DeepSeek Harness — sidebar app drawer + dockable split wor 839 Codex, OpenCode 1 5,023 tok
ruvnet/agentic-flow ruv.io Easily switch between alternative low-cost AI models in Claude Code/Agent SDK. For those c 838 Claude Code 12 1,672 tok
llama-farm/llamafarm llamafarm.dev Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes 836 Claude Code, Codex, Cursor, OpenCode 29 5,267 tok
TheGreenCedar/codex-autoresearch A codex plugin for running optimization loops inside a codebase. It is useful when you hav 836 Codex, OpenCode 1 2,034 tok
quoroom-ai/room quoroom.ai Open-source earning-focused swarm intelligence engine. Self-governing AI collectives (quee 835 Codex, OpenCode 1 408 tok