How real projects configure their agents

24,692 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
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
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
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
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
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
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 —
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
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
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
SynkraAI/aiox-core Synkra AIOS: AI-Orchestrated System for Full Stack Development - Core Framework v4.0 3,144 Claude Code, Codex, Gemini CLI, OpenCode 18 1,466 tok
tfredrich/RestApiTutorial.com restapitutorial.com HTML Source code for www.RestApiTutorial.com 3,141 Claude Code, Codex, OpenCode 2 865 tok
projectchrono/chrono projectchrono.org High-performance C++ library for multiphysics and multibody dynamics simulations 3,140 Codex, OpenCode 1 2,011 tok
tianma-if/edgeever edgeever.org AI-native knowledge base & Evernote/Obsidian alternative with instant sync & native MCP. F 3,131 Codex, OpenCode 1 2,962 tok
BytePioneer-AI/codex-host Run Pi and Claude Code directly in Codex Desktop. 3,131 Claude Code, Codex, OpenCode 16 1,561 tok
spiceai/spiceai docs.spiceai.org Add a real-time analytics node to your operational database. Spice is a portable, accelera 3,130 Claude Code, Codex, Cursor, OpenCode 15 15,656 tok
stravu/crystal nimbalyst.com (Crystal is now Nimbalyst) Run multiple Codex and Claude Code AI sessions in parallel git 3,127 Claude Code, Codex, OpenCode 2 7,093 tok
LLMQuant/quant-mind llmquantdata.com QuantMind is an open source agent-native knowledge extraction and retrieval framework for 3,125 Claude Code, Codex, OpenCode 5 2,264 tok
msgbyte/tianji tianji.dev Tianji: Insight into everything, Website Analytics + Uptime Monitor + Server Status. not o 3,119 Codex, OpenCode 1 569 tok
wasserth/TotalSegmentator Tool for robust segmentation of >100 important anatomical structures in CT and MR images 3,116 Codex, OpenCode 1 1,240 tok
coddingtonbear/obsidian-local-rest-api coddingtonbear.github.io A secure REST API and Model Context Protocol (MCP) server for your vault. 3,116 Claude Code, Codex, OpenCode 3 2,817 tok
sonos/tract Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference 3,111 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,717 tok
plugin87/ux-ui-agent-skills plugin87.github.io Turn Claude into a senior design architect: DTCG tokens, 52 components, WCAG 2.2 AA-AAA, 1 3,108 Claude Code, Codex, OpenCode 6 8,805 tok