How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
codefuturist/email-mcp Email MCP server with full IMAP + SMTP support — read, search, send, manage, and organize 149 Claude Code 1 954 tok
Houseofmvps/claude-rank npmjs.com Claude Code plugin that tells you why your site won't get cited by AI — and fixes the disc 149 Claude Code 1 754 tok
wlsdks/ontology-atlas ontologyatlas.com Understand what your codebase builds, why it is structured that way, and what a change cou 149 Claude Code, Codex, OpenCode 25 2,390 tok
tigrisdata/objgit Git backed by object storage 149 Claude Code, Codex, OpenCode 2 2,049 tok
baruchiro/paperless-mcp An MCP (Model Context Protocol) server for interacting with a Paperless-NGX API server. Th 149 Claude Code, Codex, OpenCode 2 5,551 tok
morluto/leantoken Code intelligence for agents: find the code that matters and keep your context window and 149 Codex, OpenCode 2 529 tok
HsienW/chat-gun-react-agent 🤖 Full-stack AI agent app built with React, TypeScript and LangGraph JS. Streaming, multi 148 Claude Code, Codex, OpenCode 40 7,994 tok
CortexPrism/cortex cortexprism.io CortexPrism — open-source AI agent operating system 148 Claude Code, Codex, GitHub Copilot, OpenCode 3 14,058 tok
cmyyx/endfield-essence-planner end.canmoe.com Please follow the new project https://github.com/cmyyx/cep Arknights: Endfield planner, wh 148 Codex, OpenCode 1 3,123 tok
CodeGuide-dev/codeguide-starter-fullstack codeguide.dev Boilerplate built for AI coding agents, tools, CLI 148 Claude Code 1 621 tok
agentfront/frontmcp frontmcp.dev The TypeScript framework for MCP servers Build MCP tools that share services, validate inp 148 Claude Code, Codex, OpenCode 2 7,207 tok
zhnd/lumo Local-first dashboard for observing Claude Code usage, cost, sessions, and time. 148 Claude Code 1 3,048 tok
dbreunig/plumb dbreunig.com A tool for keeping things true. 148 Claude Code 2 300 tok
leisurehuang/Leplayer A polished media player for Apple TV that brings IPTV live TV, cloud drives, and WebDAV/FT 148 Claude Code, Codex, OpenCode 2 4,171 tok
kevmoo/dash_skills Agent Skills for Dart and Flutter ecosytem 148 Gemini CLI 1 565 tok
disler/pi-agent-observability 148 Claude Code 6 —
ntorga/agent-starter-kit The scaffold for your multi-model, personalized Natural Language AI Harness (NLAH) . 148 Codex, OpenCode 1 2,587 tok
yokingma/one-search-mcp 🚀 OneSearch MCP Server: Web Search & Scraper & Extract, Support agent-browser, SearXNG, 148 Codex, OpenCode 1 583 tok
stefanprodan/cctop Live top-style monitor for Claude Code sessions 148 Codex, OpenCode 1 5,075 tok
nansen-ai/nansen-cli 148 Claude Code, Codex, OpenCode 2 3,300 tok
forsonny/Claude-Code-Novel-Writer Use Claude Code CLI to write full novels 148 Claude Code, Codex, OpenCode 19 1,770 tok
NarratorAI-Studio/narrator-ai-cli AI Commentary Master — CLI client for calling video commentary generation APIs from the te 148 Codex, OpenCode 1 8,023 tok
liyupi/yu-ai-learn codefather.cn A 2026 new project for hands-on AI programming, based on Taro, React, FastAPI, and DeepSee 148 Claude Code, Codex 4 —
zhaohui-yang/official-document-drafting A Codex skill for drafting, standardizing, and exporting Chinese official documents and fo 148 Claude Code, Codex, OpenCode 3 3,086 tok
cuihuan/awesome-ai-gateway cuihuan.github.io ⚡ Awesome AI Gateway — pick an AI gateway from 240+ (LiteLLM, OpenRouter, Portkey, Kong, H 148 Claude Code 1 988 tok
garfiec/Librechat-Mobile The full LibreChat experience, rebuilt natively for Android and iOS, and it works with whi 148 Claude Code 9 1,789 tok
mjasnikovs/pi-task Deterministic spec-orchestration for local LLMs in the pi coding agent — drives prompts th 148 Claude Code 1 391 tok
ldbumble/taskuary taskuary.com Your AI work partner. Mail, chats and tickets become one list in the right order; your age 148 Claude Code 2 668 tok
code-a2z/code-a2z code-a2z.vercel.app A collaborative platform for developers & learners to explore, build, and contribute to We 148 GitHub Copilot 1 2,924 tok
Curiosity-Ai-BV/localOCR Using Gemma-4 Vision, Gemma-3 Vision, Llama 3.2 and more 148 Codex, Gemini CLI, OpenCode 2 1,333 tok
allthingsida/ida-cmake Simple CMake files for the IDASDK 147 Claude Code 1 —
osama-raddad/FireCrasher osama-raddad.github.io FireCrasher is a Uncaught Exceptions recovery library for android 147 Claude Code, Codex, OpenCode 6 1,875 tok
AnkitClassicVision/Claude-Code-Deep-Research claude-code-deep-research.vercel.app I created a claude code deep researcher that seems to work better than the current deep re 147 Claude Code, Codex, Gemini CLI, OpenCode 3 4,879 tok
maxvaega/skillkit Implementing Skills functionality for your agents 147 Claude Code 1 4,749 tok
ojowwalker77/BonsAI bonsaidev.sh A bucket for your thoughts (local boards,BYO subs for llm features) 147 Claude Code, Codex, OpenCode 3 1,220 tok
Eric-Song-Nop/mobvibe app.mobvibe.net Just a open Claude Code Remote Control 147 Claude Code, Codex, OpenCode 2 1,754 tok
NirDiamant/NirDiamant README repo 147 Codex, OpenCode 1 291 tok
orailnoor/orailnoor-CloudBot-Termux 147 Codex, OpenCode 1 643 tok
Haaareally/Before-You-Ask-Codex-to-Code 147 Codex, OpenCode 1 717 tok
softnanolab/bagel Protein Engineering via Exploration of an Energy Landscape 147 Claude Code 2 —
xiaoleiy/podpull podpull.vercel.app Download any podcast episode straight to your shell — Apple Podcasts, RSS, or xiaoyuzhou. 147 Claude Code, Codex, OpenCode 2 2,580 tok
ariel-frischer/autospec ariel-frischer.github.io CLI for streamlined spec-driven development 147 Claude Code, Codex, OpenCode 11 6,325 tok
joa23/linear-cli A token-efficient CLI for Linear 147 Claude Code, Codex, OpenCode 8 3,177 tok
Archeb/peer.as peer.as PEER.AS — explore global BGP routing, IP prefixes, ASNs, AS_PATH, origins and peering. 147 Codex, OpenCode 1 7,396 tok
GenOrca/unreal-mcp Unreal Engine MCP Server: Control UE5 with Claude & AI Agents. Supports Python and C++ for 147 Claude Code 1 2,258 tok
tiylabs/tiygate TiyGate is a lightweight gateway for highly available LLM services. 147 Codex, OpenCode 1 1,187 tok
prasenjeet-symon/ogcode ogcode.in An open-source, local-first AI teammate and agent operating environment for turning intent 147 Claude Code, Codex, Cursor 61 159 tok
elleryfamilia/terminal-mcp A terminal emulator exposed via MCP for AI assistants 147 Claude Code 1 1,109 tok
ProfessionalWiki/MediaWiki-MCP-Server professional.wiki Model Context Protocol (MCP) Server to connect your AI with any MediaWiki 147 Claude Code, Codex, OpenCode 2 2,475 tok
OpenDrone-hw/OpenFC-Lite-Mini opendrone.be Open-source Betaflight flight controller. RP2354A, 20x20 mm, 6-layer, 3-6S, CERN-OHL-S-2.0 147 Codex, OpenCode 1 3,876 tok