How real projects configure their agents

32,053 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 agents7,450Claude Code6,586Data and AI3,698Backend and APIs3,488Languages3,402Planning3,191Git and workflow3,129Code review2,728Memory and context2,353Testing2,330DevOps and cloud2,293Research2,288Writing and docs2,283Frontend2,242Security1,990Productivity1,704

All Claude Code32,053 Codex23,184 OpenCode21,956 GitHub Copilot3,523 Gemini CLI1,906 Cursor1,729 Windsurf98 Kiro64

Project Stars Configures Files Always loaded
conversejs/converse.js conversejs.org Web-based XMPP/Jabber chat written in JavaScript 3,291 Claude Code, Codex, OpenCode 2 4,659 tok
nexu-io/nexu nexu.io The simplest desktop client for OpenClaw 🦞 — bridge your Agent to WeChat, Feishu, Slack & 3,265 Claude Code, Codex, OpenCode 3 7,143 tok
langchain-ai/langgraphjs docs.langchain.com Framework to build resilient language agents as graphs. 3,261 Claude Code, Codex, OpenCode 2 551 tok
wendy7756/AI-Video-Transcriber sipsip.ai Transcribe and summarize videos and podcasts using AI. Open-source, multi-platform, and s 3,258 Claude Code 1
whiteguo233/OpenBiliClaw whiteguo233.github.io Local-first open-source cross-platform AI content discovery agent: understands you, then p 3,244 Claude Code, Codex, OpenCode 6 4,530 tok
simonlin1212/TradingAgents-astock arxiv.org A-share multi-agent investment research framework — compatible with A-share data sources ( 3,242 Claude Code 1 3,359 tok
letta-ai/letta-code letta.com Stateful agents that are like people, with memory, identity, and the ability to learn and 3,241 Claude Code, Codex, OpenCode 4 10,973 tok
deltazefiro/Amarok-Hider deltazefiro.github.io Hide your private files and apps with a single click. 3,240 Claude Code, Codex, OpenCode 5 470 tok
taishi-i/awesome-ChatGPT-repositories huggingface.co A curated list of open source GitHub repositories related to ChatGPT, the OpenAI API, and 3,239 Claude Code 1 995 tok
lmnr-ai/lmnr laminar.sh Laminar - open-source observability platform purpose-built for AI agents. YC S24. 3,237 Claude Code 1 2,557 tok
openclaw/acpx acpx.sh Headless CLI client for stateful Agent Client Protocol (ACP) sessions 3,229 Claude Code, Codex, OpenCode 3 4,010 tok
AutoMaker-Org/automaker automaker.app 3,217 Claude Code 12 1,544 tok
samber/cc-skills-golang skills.sh 🧑‍🎨 A collection of Golang agentic skills that works 3,213 Claude Code 1 16,755 tok
av/harbor discord.gg Stop configuring your AI stack. Start using it. One command brings a complete pre-wired LL 3,212 Claude Code, Codex, OpenCode 20 2,000 tok
agent-of-empires/agent-of-empires agent-of-empires.com Manage multiple Claude Code, OpenCode agents from either TUI or Web for easy access on mob 3,207 Claude Code, Codex, OpenCode 2 1,287 tok
Snailclimb/interview-guide javaguide.cn An open-source AI interview platform built with Spring Boot 4.1, Java 25, Spring AI 2.0, R 3,207 Claude Code, Codex, OpenCode 2 1,653 tok
Alpha-Dojo/DojoAgents DojoAgents: Full-Market AI Copilot for Personal Investment 3,186 Claude Code, Codex, OpenCode 1 3,457 tok
liaohch3/claude-tap Intercept and inspect Coding Agent API traffic from Claude Code, Codex CLI, Gemini CLI, Cu 3,185 Claude Code, Codex, OpenCode 12 1,674 tok
Norman-bury/research-writing-skill Research Writing Assistant 3,183 Claude Code, Codex, Gemini CLI, OpenCode 3 1,658 tok
thananon/9arm-skills 3,179 Claude Code 1 205 tok
bradygaster/squad bradygaster.github.io Squad: AI agent teams for any project 3,164 Claude Code, Codex, GitHub Copilot 52 2,422 tok
dosco/graphjin graphjin.com One governed graph for AI agents — GraphQL + MCP over your databases, files, APIs, and cod 3,162 Claude Code, Codex, OpenCode 3 5,837 tok
eternityspring/shuohao-skills reelbench.79px.com AI short-drama production skill collection: character bibles, adaptation outlines, art bib 3,155 Claude Code 1 398 tok
punitarani/fli deepwiki.com Google Flights MCP, CLI and Python Library 3,144 Claude Code, Codex, OpenCode 2 3,175 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 3,142 Claude Code, Codex, OpenCode 7 698 tok
tfredrich/RestApiTutorial.com restapitutorial.com HTML Source code for www.RestApiTutorial.com 3,141 Claude Code, Codex, OpenCode 2 865 tok
duolahypercho/codex-router External-model router for Codex with guided Kimi OAuth/API, DeepSeek, safe migration, and 3,140 Claude Code, Codex, OpenCode 4 34,384 tok
marc2332/freya freyaui.dev Cross-platform native GUI library for 🦀 Rust 3,136 Claude Code, Codex, OpenCode 2 666 tok
mikeyobrien/ralph-orchestrator An improved implementation of the Ralph Wiggum technique for autonomous AI agent orchestra 3,132 Claude Code, Codex, OpenCode 19 2,873 tok
supermemoryai/apple-mcp x.com Collection of apple-native tools for the model context protocol. 3,130 Claude Code 1 271 tok
blazickjp/arxiv-mcp-server pulsemcp.com A local MCP server for agent literature work. Original-LaTeX section reads, BibTeX from ar 3,125 Claude Code 1 831 tok
stravu/crystal nimbalyst.com (Crystal is now Nimbalyst) Run multiple Codex and Claude Code AI sessions in parallel git 3,114 Claude Code, Codex, OpenCode 2 7,093 tok
SynkraAI/aiox-core Synkra AIOS: AI-Orchestrated System for Full Stack Development - Core Framework v4.0 3,112 Claude Code, Codex, Gemini CLI, OpenCode 18 1,466 tok
FStarLang/FStar fstar-lang.org A Proof-oriented Programming Language 3,105 Claude Code 1
Chachamaru127/claude-code-harness Claude Code Dedicated Development Harness - Achieving High-Quality Development Through an 3,103 Claude Code, Cursor 4 4,136 tok
TanStack/ai tanstack.com 🤖 Type-safe, provider-agnostic TypeScript AI SDK for streaming chat, tool calling, agents 3,087 Claude Code, Codex, OpenCode 12 7,434 tok
spiceai/spiceai docs.spiceai.org Add a real-time analytics node to your operational database. Spice is a portable, accelera 3,079 Claude Code, Codex, GitHub Copilot, OpenCode 4 9,014 tok
off-grid-ai/OGAM getoffgridai.co The Swiss Army Knife of Offline AI. Chat, see, speak, and generate images on your phone or 3,073 Claude Code, Codex, OpenCode 3 264 tok
chaterm/Chaterm chaterm.ai Open source AI terminal for cloud and infrastructure management, enabling you to deploy, t 3,069 Claude Code, Codex, OpenCode 2 3,932 tok
mnemosyne-oss/mnemosyne mnemosyne.site Zero-cloud AI memory that works everywhere. SQLite-backed. One pure-Python dependency. 3,069 Claude Code 2
hydra-db/hydradb hydradb.com HydraDB - fast graph database on object storage 3,066 Claude Code, Codex, OpenCode 2 5,745 tok
wquguru/harness-books harness-books.agentway.dev 📚 Two books on harness engineering — the design philosophies behind Claude Code & Codex: 3,064 Claude Code, Codex, OpenCode 3 913 tok
GH05TCREW/pentestagent PentestAgent is an AI agent framework for black-box security testing, supporting bug bount 3,063 Claude Code 1 2,345 tok
sonos/tract Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference 3,062 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 893 tok
vanzan01/cursor-memory-bank A modular, documentation-driven framework using Cursor custom modes (VAN, PLAN, CREATIVE, 3,058 Claude Code, Cursor 6
microsoft/Generative-AI-for-beginners-dotnet aka.ms Five lessons, learn how to really apply AI to your .NET Applications 3,057 Claude Code, Codex, GitHub Copilot, OpenCode 24 6,616 tok
coder/claudecode.nvim 🧩 Claude Code Neovim IDE Extension 3,053 Claude Code, Codex, OpenCode 4 6,211 tok
KhazP/vibe-coding-prompt-template vibeworkflow.app Templates and workflow for generating PRDs, Tech Designs, and MVP and more using LLMs for 3,053 Claude Code 5
viperrcrypto/Siftly Local Twitter/X bookmark organizer with AI categorization and mindmap visualization 3,035 Claude Code 1 1,079 tok
Soju06/codex-lb soju06.github.io Codex/ChatGPT multiple account load balancer & proxy with usage tracking, dashboard, and O 3,029 Claude Code, Codex, OpenCode 19 1,909 tok