How real projects configure their agents

31,977 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
GTMify/aigtm AI agent skills for go-to-market and revenue teams — meeting prep, deal strategy, pipeline 25 Claude Code 1 1,189 tok
raullenchai/claw CLaude AnyWhere - Remote control for Claude Code from your phone. Monitor and control Clau 25 Claude Code 1 63 tok
fayzan123/rungraph fayzan123.github.io One command turns every agent session already on your disk into a graph: subagents, tool c 25 Claude Code 1 4,826 tok
linq-team/claude-code-imessage-channel Claude Code iMessage MCP channel. Text with blue bubble, Apple-native iMessage to work on 25 Claude Code 1 521 tok
simonasrazm/simon-factory-lights-out SFLO — Simon Factory Lights Out: a gated pipeline protocol for building software with AI a 25 Claude Code 2
thangchung/agent-engineering-experiment Agent Engineering experiment, practices, codes, specs... 25 Claude Code, GitHub Copilot 4 5,555 tok
pipecat-ai/skills Skill library for building Pipecat bots with Claude Code 25 Claude Code 2 484 tok
vinnie357/claude-skills claude code skills 25 Claude Code, Codex, OpenCode 2 6,378 tok
aave/aave-v4-sdk The official SDK for Aave V4 👻. 25 Claude Code, Codex, Cursor, OpenCode 7 711 tok
kychee-com/run402 run402.com Full-stack backend infrastructure for AI agents: Postgres, auth, storage, serverless funct 25 Claude Code, Codex, OpenCode 3 19,028 tok
nirholas/openbare openbare.xyz Decentralized web proxy network designed for censorship resistance, high availability. Dep 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 854 tok
RoboFinSystems/robosystems robosystems.ai AI-native financial intelligence platform for accounting, financial reporting, and investm 25 Claude Code 17 6,166 tok
Canine89/canine-remotion-slide 25 Claude Code, Codex, OpenCode 17 1,815 tok
navotvolkgroundup/nabot AI co-writing system & tweet bot for @nabotweet 25 Claude Code 10 566 tok
reggiechan74/JobOps Forget keyword stuffing your resume. Pre-assess your odds before you apply. 25 Claude Code 3 1,107 tok
MattArtzAnthro/AI-Anthropology-Toolkit The AI Anthropology Toolkit is a suite of computational anthropology tools designed to enh 25 Claude Code, Codex, Gemini CLI, OpenCode 3 4,372 tok
jxpeng98/qiongli rsk.jxpeng.dev Academic Research Skills: Plan the work, search the literature, draft and review manuscrip 25 Claude Code, Codex, OpenCode 2 3,819 tok
igmarin/rails-agent-skills 28 Rails-specific skills + 9 workflow templates for agentic development. 25 Claude Code, Codex, Gemini CLI, OpenCode 3 1,418 tok
punt-labs/prfaq Amazon Working Backwards PR/FAQ process — generate well-grounded professional documents fo 25 Claude Code, Codex, OpenCode 3 5,713 tok
sunmh207/entire-dashboard A web-based analytics and visualization dashboard for data generated by entireio/cli 25 Claude Code 7
serejaris/sereja.tech sereja.tech Blog about AI agents, vibe coding, and Claude Code patterns 25 Claude Code, Codex, OpenCode 2 3,695 tok
Fortemi/fortemi Self-hosted AI knowledge base with hybrid semantic search (pgvector + FTS + RRF), MCP serv 25 Claude Code, Codex, OpenCode 2 8,306 tok
FgForrest/mcp-jdwp-java MCP server giving AI agents full debugger control over running Java applications — inspect 25 Claude Code 2 1,387 tok
josemerca/mercadona-user-story-toolkit gemba.es Pipeline PRD/GSD → user stories validadas y priorizadas para Claude Code (Mercadona User S 25 Claude Code 1 1,270 tok
hoyt-harness/davinci-mcp-professional positronikal.github.io Token-efficient MCP server for DaVinci Resolve Studio — kernel + domain architecture keeps 25 Claude Code 13 2,386 tok
nirholas/plugin.delivery plugin.delivery AI plugin marketplace. SDK, gateway & developer tools for building function-calling plugin 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 806 tok
nirholas/ethereum-wallet-toolkit Python toolkit for Ethereum wallets: CLI tools + Model Context Protocol (MCP) servers for 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 791 tok
nirholas/Binance-US-MCP A Model Context Protocol (MCP) server for Binance.US API. Provides standardized access to 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 861 tok
nirholas/x402-deploy nirholas.github.io Turn any API or MCP server into a paid service with x402 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 652 tok
RajX-dev/N3MO n3mo.shop A high-performance code intelligence engine that transforms repositories into queryable sy 25 Claude Code, Codex 1
PetePeter/helm 25 Claude Code, GitHub Copilot 2 8,940 tok
MarimerLLC/mcp-aggregator MCP aggregator gateway — lazy tool discovery, dual MCP+REST interfaces, dynamic server reg 25 Claude Code 1 2,651 tok
AIsa-team/agent-skills skills integrated with AIsa API keys 25 Claude Code 1 1,444 tok
recailai/jockey A high-performance, open-source Multi-Agent Collaboration Platform built with Tauri, Rust, 25 Claude Code, Codex, OpenCode 2 1,821 tok
BlocUnited-LLC/mozaiks The Mozaiks core is a self-hostable runtime for deploying AI-driven, multi-tenant web apps 25 Claude Code, Codex, OpenCode 23 11,494 tok
huanyingtianhe/agents-chat wljytt.japaneast.cloudapp.azure.com An open-source AI agent platform for orchestrating, and collaborating with multiple AI age 25 Claude Code, Codex, GitHub Copilot 5 1,522 tok
cablehead/gpt2099.nu cablehead.github.io a Nushell cross.stream extension to interact with LLMs and MCP servers 25 Claude Code 2 215 tok
ractive/hyalo CLI tool to manage md files 25 Claude Code 9 1,531 tok
HA7CH/job-pro job.ha7ch.com Query Chinese big-tech campus recruiting from your terminal. Tencent live, more coming. 25 Claude Code, Codex, OpenCode 2 645 tok
swm-gpu/swm swmgpu.com One CLI to search, provision, and manage cloud GPUs across 10 providers 25 Claude Code, Codex 1
pwittchen/spotify-cli-macos A command line interface to Spotify on macOS 25 Claude Code 2 582 tok
tumf/conflux dev.to 🚀 Spec-driven parallel coding orchestrator for AI agents | Automates OpenSpec changes wit 25 Claude Code, Codex, OpenCode 11 7,649 tok
ryanlyn/readwise-skill Agent Skill and CLI for Readwise + Reader 25 Claude Code, Codex, OpenCode 2 639 tok
Hulupeep/Specflow Specs that enforce themselves. Turn specs into contracts that can't be broken by helpful L 25 Claude Code 3 2,106 tok
hoangsonww/WealthWise-Finance-Tracker wealthwisefinancial.vercel.app A full-stack personal finance manager powered by Agentic AI, MCP, Next.js, Express, MongoD 25 Claude Code, Codex, GitHub Copilot, OpenCode 18 8,369 tok
Krv-Labs/topos docs.krv.ai Structural code quality metrics for agent-written programs. 25 Claude Code, Codex, OpenCode 2 1,934 tok
matthewdcage/llm-swarm-router Run the LLM Swarm Router on machines to distribute Local Ai to the Swarm - More Machines - 25 Claude Code, Codex, OpenCode 12 11,481 tok
KaminDeng/agent_notifier 25 Claude Code, Codex, OpenCode 2 33 tok
microsoft/openclaw-dev An OpenClaw agent hosted in the cloud for development, testing and single tenant use cases 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,635 tok
SignalEngine/PipeVoice powleads.github.io 25 Claude Code 1 1,447 tok