How real projects configure their agents

43,484 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
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
xpf0000/FlyEnv flyenv.com Native local development environment for Windows, macOS & Linux. A modern alternative to X 3,202 Codex, OpenCode 2 3,063 tok
edison7009/EchoBird echobird.ai One-click install + model switch:Claude Code,Codex CLI (OpenAI), Grok Build (xAI), DeepSee 3,187 Codex, OpenCode 1 786 tok
Alpha-Dojo/DojoAgents DojoAgents: Full-Market AI Copilot for Personal Investment 3,186 Claude Code, Codex, OpenCode 1 3,457 tok
amalshaji/portr portr.dev Expose local http, tcp or websocket connections to the public internet 3,185 Codex, OpenCode 1 598 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
GladysAssistant/Gladys gladysassistant.com A privacy-first, open-source home assistant 3,184 Codex, OpenCode 1 2,590 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
apache/hugegraph hugegraph.apache.org A graph database that supports more than 100+ billion data, high performance and scalabili 3,175 Codex, OpenCode 1 1,126 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
yoshiko-pg/difit yoshiko-pg.github.io A lightweight command-line tool that spins up a local web server to display Git commit dif 3,146 Claude Code, Codex, OpenCode 7 698 tok
punitarani/fli deepwiki.com Google Flights MCP, CLI and Python Library 3,144 Claude Code, Codex, OpenCode 2 3,175 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 34,262 tok
keon/browser-control A tiny, fast Rust CLI that drives a real browser over the Chrome DevTools Protocol — built 3,137 Codex, OpenCode 1 484 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
taylorwilsdon/google_workspace_mcp workspacemcp.com Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive w 3,132 GitHub Copilot 1 1,129 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
Forward-Future/loopy signals.forwardfuture.ai A library of practical AI-agent loops and an installable skill for finding, adapting, and 3,120 Codex, OpenCode 1 2,320 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
elevenlabs/elevenlabs-python elevenlabs.io The official Python SDK for the ElevenLabs API. 3,090 Codex, OpenCode 1 114 tok
msgbyte/tianji tianji.dev Tianji: Insight into everything, Website Analytics + Uptime Monitor + Server Status. not o 3,089 Codex, OpenCode 1 444 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
pulumi/kubespy pulumi.com Tools for observing Kubernetes resources in real time, powered by Pulumi. 3,083 GitHub Copilot 1 1,506 tok
agavra/tuicr tuicr.dev a code review TUI with vim keybindings 3,081 Codex, GitHub Copilot, OpenCode 2 9,678 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 10,446 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
mitsuhiko/agent-stuff These are commands I use with agents, mostly Claude 3,067 Codex, OpenCode 1 116 tok
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
audreyt/ethercalc ethercalc.net Node.js port of Multi-user SocialCalc 3,047 Codex, OpenCode 1 2,742 tok
WecomTeam/wecom-cli Enterprise WeChat Open Platform command-line tool — enables both humans and AI Agents to o 3,042 Codex, OpenCode 1 3,754 tok
viperrcrypto/Siftly Local Twitter/X bookmark organizer with AI categorization and mindmap visualization 3,035 Claude Code 1 1,079 tok