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
bradygaster/squad bradygaster.github.io Squad: AI agent teams for any project 3,327 Claude Code, Codex, GitHub Copilot 37 2,314 tok
liaohch3/claude-tap Intercept and inspect Coding Agent API traffic from Claude Code, Codex CLI, Gemini CLI, Cu 3,326 Claude Code, Codex, OpenCode 12 1,674 tok
ForceInjection/AI-fundamentals forceinjection.github.io AI fundamentals—GPU architecture, CUDA programming, large language model basics, and AI Ag 3,324 Claude Code, Codex, OpenCode 2 3,098 tok
deltazefiro/Amarok-Hider deltazefiro.github.io Hide your private files and apps with a single click. 3,321 Claude Code, Codex, OpenCode 5 470 tok
yoshiko-pg/difit yoshiko-pg.github.io A lightweight command-line tool that spins up a local web server to display Git commit dif 3,318 Claude Code, Codex, OpenCode 7 698 tok
Asymptote-Labs/agent-beacon beacon.sh The cross-harness, self-improving memory layer for AI agents. Join our community: https:// 3,307 Claude Code, Codex, OpenCode 3 26,154 tok
marc2332/freya freyaui.dev Cross-platform native GUI library for 🦀 Rust 3,305 Codex, OpenCode 1 663 tok
samugit83/redamon redamon.org Open-source, self-hosted AI penetration testing framework: maps your attack surface into a 3,305 Claude Code, Codex, OpenCode 2 2,937 tok
conversejs/converse.js conversejs.org Web-based XMPP/Jabber chat written in JavaScript 3,303 Claude Code, Codex, OpenCode 3 4,480 tok
WecomTeam/wecom-cli Enterprise WeChat Open Platform command-line tool — enables both humans and AI Agents to o 3,303 Codex, OpenCode 1 4,528 tok
neomjs/neo neomjs.com Neo.mjs is a self-evolving software organism: a professional end-to-end AI engineering tea 3,298 Codex, OpenCode 1 5,373 tok
nexu-io/nexu nexu.io The simplest desktop client for OpenClaw 🦞 — bridge your Agent to WeChat, Feishu, Slack & 3,288 Claude Code, Codex, OpenCode 3 7,143 tok
cool-team-official/cool-admin-midway cool-js.com 🔥 cool-admin (Midway edition), a powerful backend permission management framework featuri 3,282 Cursor 1 807 tok
rpamis/comet docs.comet.rpamis.com Comet: agent skill harness for turning ideas into evaluated workflows 3,274 Claude Code, Codex, OpenCode 2 6,838 tok
GladysAssistant/Gladys gladysassistant.com A privacy-first, open-source home assistant 3,270 Codex, OpenCode 1 3,660 tok
FluidInference/FluidAudio docs.fluidinference.com Frontier CoreML audio models in your apps — text-to-speech, speech-to-text, voice activity 3,265 Claude Code, Codex, GitHub Copilot, OpenCode 7 3,845 tok
av/harbor discord.gg Stop configuring your AI stack. Start using it. One command brings a complete pre-wired LL 3,263 Claude Code, Codex, OpenCode 20 2,000 tok
vuejs-ai/skills Agent skills for Vue 3 development 3,263 Claude Code, Codex, OpenCode 2 3,087 tok
signerlabs/ShipSwift shipswift.app AI-native SwiftUI component library with full-stack recipes — connect via MCP for instant 3,260 Codex, OpenCode 1 1,107 tok
blazickjp/arxiv-mcp-server pulsemcp.com A local MCP server for agent literature work. Original-LaTeX section reads, BibTeX from ar 3,258 Claude Code 1 838 tok
thananon/9arm-skills 3,253 Claude Code 1 205 tok
ningzimu/image-to-editable-ppt-skill ppt-skill.ningzimu.vip Codex skill for converting slide images, PDFs, and image-based PPTX files into editable Po 3,253 Codex, OpenCode 1 1,772 tok
AvaloniaCommunity/awesome-avalonia A collection of interesting libraries and tools for Avalonia project. 3,249 GitHub Copilot 1 1,736 tok
GH05TCREW/pentestagent PentestAgent is an AI agent framework for black-box security testing, supporting bug bount 3,245 Claude Code 1 2,345 tok
wquguru/harness-books harness-books.agentway.dev Harness engineering in two books: constraints, query loops, context governance and multi-a 3,236 Claude Code, Codex, OpenCode 3 913 tok
dosco/graphjin graphjin.com One governed graph for AI agents — GraphQL + MCP over your databases, files, APIs, and cod 3,234 Claude Code, Codex, OpenCode 3 5,837 tok
yanyiwu/nodejieba Node.js version of the Jieba Chinese word segmentation library 3,232 Codex, OpenCode 1 41 tok
oceanbase/seekdb seekdb.ai The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured 3,230 Claude Code, Codex, GitHub Copilot, OpenCode 4 552 tok
Forward-Future/loopy signals.forwardfuture.ai A library of practical AI-agent loops and an installable skill for finding, adapting, and 3,227 Codex, OpenCode 1 2,320 tok
KhazP/vibe-coding-prompt-template vibeworkflow.app Templates and workflow for generating PRDs, Tech Designs, and MVP and more using LLMs for 3,224 Claude Code 5 —
AutoMaker-Org/automaker automaker.app 3,223 Claude Code 12 1,544 tok
mitsuhiko/agent-stuff These are commands I use with agents, mostly Claude 3,207 Codex, OpenCode 1 116 tok
microsoft/Generative-AI-for-beginners-dotnet aka.ms Five lessons, learn how to really apply AI to your .NET Applications 3,204 Claude Code, Codex, GitHub Copilot, OpenCode 5 6,360 tok
apache/hugegraph hugegraph.apache.org A graph database that supports more than 100+ billion data, high performance and scalabili 3,201 Codex, OpenCode 1 692 tok
Chachamaru127/claude-code-harness Claude Code Dedicated Development Harness - Achieving High-Quality Development Through an 3,201 Claude Code, Cursor 4 4,136 tok
amalshaji/portr portr.dev Expose local http, tcp or websocket connections to the public internet 3,198 Codex, OpenCode 1 598 tok
mikeyobrien/ralph-orchestrator An improved implementation of the Ralph Wiggum technique for autonomous AI agent orchestra 3,193 Claude Code, Codex, OpenCode 19 2,873 tok
Natively-AI-assistant/natively-cluely-ai-assistant natively.software Natively — Free open-source AI meeting assistant, interview copilot, and note taker. The b 3,190 Claude Code 1 4,248 tok
QwenLM/Qwen-MM-Plugins Make any agent harness multimodal-native. 3,187 Claude Code, Codex, OpenCode 2 855 tok
Project-N-E-K-O/N.E.K.O store.steampowered.com A catgirl who lives with you in real time—reaching out first, sharing your media, and actu 3,187 Claude Code, Codex 19 —
MaxMiksa/Auto-Company An autonomous company working 24/7 on your own PC - Windows/Linux/macOS. 3,179 Claude Code 52 2,456 tok
microsoft/skills microsoft.github.io Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents 3,177 Claude Code, GitHub Copilot 8 2,575 tok
elevenlabs/elevenlabs-python elevenlabs.io The official Python SDK for the ElevenLabs API. 3,172 Codex, OpenCode 1 114 tok
scenario-labs/skills skills.sh Get production-ready images, video, audio, and 3D from any AI agent: skills that pick the 3,165 Claude Code, Codex, OpenCode 5 7,450 tok
software-mansion/argent argent.swmansion.com An agentic toolkit to control, debug, and profile iOS and Android apps. Made by Software M 3,164 Claude Code 1 233 tok
sopaco/deepwiki-rs deepwiki.netlify.app Turn code into clarity. Generate accurate technical docs and AI-ready context in minutes—p 3,164 Claude Code, Codex 4 —
keon/browser-control A tiny, fast Rust CLI that drives a real browser over the Chrome DevTools Protocol — built 3,157 Codex, OpenCode 1 484 tok
flutter/agent-plugins 3,156 Claude Code 6 —
Prism-Shadow/penguin-harness penguin.ooo 🐧 Unified and Stable RSI Platform 3,154 Claude Code, Codex 4 —
coder/claudecode.nvim 🧩 Claude Code Neovim IDE Extension 3,152 Claude Code, Codex, OpenCode 6 6,264 tok