How real projects configure their agents

32,137 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
bybit-exchange/kaas bybit-exchange.github.io Turn scattered notes, docs and transcripts into a queryable Markdown wiki — an LLM knowled 137 Claude Code 1 820 tok
Jesseovo/PaperCash 📄 AI Skill for the complete academic paper workflow — search 200M+ papers, generate liter 137 Claude Code, Codex, OpenCode 2 340 tok
papaoloba/spec-based-claude-code Implementation of a Spec-Driven Development workflow in Claude Code using custom slash com 137 Claude Code 1 499 tok
batmany13/about-me linkedin.com About my leadership philosophy, a little about me, and a peek into my AI work 136 Claude Code, Codex, OpenCode 8 4,907 tok
appleweiping/WEIPING_COUNCIL Multi-LLM deliberation system with 6 protocols: council, debate, red-team, consensus, spec 136 Claude Code, Codex, OpenCode 3 1,405 tok
PrestaShop/hummingbird Default theme for PrestaShop 9.1+ 136 Claude Code, GitHub Copilot, Cursor 3 201 tok
IgniteUI/igniteui-cli bit.ly Ignite UI Command-Line Interface by Infragistics 136 Claude Code 1 1,266 tok
edheltzel/dotfiles My setup for 🐠 Fish shell on  macOS - v3 136 Claude Code, Codex, OpenCode 2 2,814 tok
this-rs/project-orchestrator A Rust-based AI agent orchestrator with Neo4j knowledge graph, Meilisearch semantic search 136 Claude Code, Codex, OpenCode 2 9,055 tok
dukeluo/awesome-awesome-ai An awesome list for collecting awesome lists related to AI. 136 Claude Code 1 886 tok
maxwell2732/paper-replicate-agent-demo A structured Claude Code workflow for empirically replicating published research using UK 136 Claude Code 21 933 tok
xiaolai/nlpm nlpm.com Natural-Language Programming Manager — scan, lint, and score NL artifacts with Claude-nati 136 Claude Code, Codex, Gemini CLI, OpenCode 3 7,856 tok
BA-CalderonMorales/terminal-jarvis terminal-jarvis.com In the midst of all the tools out there that you can possibly use to keep track of them. H 136 Claude Code, Codex, OpenCode 7 2,206 tok
buildermethods/bm-skills A collection of public open-source tools for builders, by Brian Casel @ Builder Methods (b 136 Claude Code, Codex, OpenCode 2 373 tok
ibuilder/massing massing.build Open, self-hosted, IFC-native AEC platform: web BIM viewer + modeling, a ~100-module GC po 136 Claude Code, Codex, OpenCode 9 8,676 tok
gaopengbin/cesium-mcp gaopengbin.github.io Protocol-agnostic CesiumJS AI control runtime for MCP, WebMCP, function calling, and brows 136 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,366 tok
CodeAlive-AI/ai-driven-development Practices, protocols, and skills for AI-driven software development. Skills and safety hoo 136 Claude Code, Codex, OpenCode 2 1,186 tok
WaterTian/wechat-devtools-mcp WeChat Developer Tools MCP & Skills 136 Claude Code, Codex 1
wassermanproductions/blockout Open Source Desktop App to help with Previs for AI-native filmmaking — stage grey-box scen 136 Claude Code, Codex, OpenCode 2 3,634 tok
mcpp-community/mcpp mcpp.index.xlings.org A modern C++ module-first build tool — written in pure C++23 modules, fully self-hosted 136 Claude Code, Codex 4
SocketDev/socket-mcp npmjs.com Model Context Protocol server for socket.dev integration 135 Claude Code 7 7,606 tok
utensils/nxv utensils.io Find any version of any Nix package, instantly. Fast CLI + HTTP API + web UI over 9+ years 135 Claude Code, Codex, OpenCode 8 4,042 tok
c0dezli/claude-code-personal-assistant AI personal assistant setup for Claude Code 135 Claude Code 10 4,363 tok
zhinjs/zhin zhin.js.org AI-native TypeScript bot framework — one codebase for 20+ chat platforms (QQ, Discord, Tel 135 Claude Code, Codex, GitHub Copilot, OpenCode 17 9,879 tok
lkmeta/txtify txtify.lkmeta.com Web application that converts audio and video to text using AI, supporting various formats 135 Claude Code 5 1,409 tok
JetXu-LLM/DocMason youtube.com DocMason is a repo-native agent that turns your complex office files into a local LLM know 135 Claude Code, Codex, GitHub Copilot, OpenCode 8 2,350 tok
yiliqi78/memory-work An AI-first knowledge management system with evolvable memory 135 Claude Code 1 4,330 tok
jameslemon2002/research-idea-explorer Literature-grounded research idea exploration for CLI agents. A literature-driven tool for 135 Claude Code 1
cybernetix-lab/moss-harness A production-grade AI Agent Harness engineering template providing a reliable, observable, 135 Claude Code, Codex, OpenCode 2 9,463 tok
lwyBZss8924d/DeepSearchAgents deepwiki.com DeepSearch Code-Actions Agent (DSCA). Build 🙌 with 🤗 smolagents 135 Claude Code 1 3,728 tok
snowmead/rust-docs-mcp MCP server for agents to explore rust docs, analyze source code, and build with confidence 135 Claude Code 3 599 tok
Mor-Li/ccblog 🚀 Production-Ready Multi-Agent System for WeChat Article Generation — an automated pipeli 135 Claude Code 11 1,270 tok
Koomook/fastcampus-ai-agent-vibecoding FastCampus AI Agent & Vibe Coding Course Materials 135 Claude Code 9
adamthewilliam/grepika 135 Claude Code, Codex, OpenCode 4 2,929 tok
ahpxex/open-dictionary ahpxex.github.io The genuine open dictionary, grounded by Wikitionary and explained more with LLMs 135 Claude Code, Codex, OpenCode 2 1,909 tok
flightlesstux/prompt-caching prompt-caching.ai Automatic prompt caching for Claude Code. Cuts token costs by up to 90% on repeated file r 135 Claude Code 1 1,508 tok
Kotlin/kotlinx-schema kotlin.github.io Kotlin Multiplatform library that generates JSON Schemas from your methods and classes bot 135 Claude Code, Codex, OpenCode 2 1,584 tok
Lexus2016/claude-code-studio A fully functional web workspace for Claude Code CLI—chat, Kanban task board, task schedul 135 Claude Code 1 20,031 tok
flornkm/shadow-plugin shadow.floriankiem.com A Tailwind plugin to create beautiful shadows and elevated surfaces. 135 Claude Code, Codex, OpenCode 2 524 tok
raphaelmansuy/edgeparse edgeparse.com EdgeParse converts any digital PDF into Markdown, JSON (with bounding boxes), HTML, or pla 135 Claude Code, Codex 2
indexnetwork/index index.network Social Discovery Protocol 135 Claude Code, Codex, GitHub Copilot, OpenCode 5 7,550 tok
ai-hero-dev/cohort-003-project 135 Claude Code 2
shinshin86/live2d-add-motion-sample-web-ui 135 Claude Code, Codex, OpenCode 2 2,015 tok
kubestellar/console console.kubestellar.io World's first fully integrated and fully Automated Kubernetes management and orchestration 135 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 12 9,406 tok
JasonColapietro/suede-creator-skills skills.suedeai.ai Open-source AI skills for SEO, AI search visibility, conversion copy, marketing strategy, 135 Claude Code, Codex, OpenCode 2 1,870 tok
bifrost-proxy/bifrost bifrost-proxy.github.io Bifrost is a high-performance, AI-friendly proxy server written in Rust. It provides power 135 Claude Code, Codex, OpenCode 10 16,937 tok
Sma1lboy/rove rove.run Rove — the agent multiplexer for your terminal. Run coding agents on parallel tasks with i 135 Claude Code, Codex, OpenCode 58 3,711 tok
HsienW/chat-gun-react-agent 🤖 A full-stack Agent Chat Runtime for pre-production validation, built with act, TypeScri 134 Claude Code, Codex, OpenCode 40 7,994 tok
alecs5am/ralphy alecs5am.com Open-source desktop app for content creation, with an agent runtime and standalone CLI. 134 Claude Code, Codex, OpenCode 58 10,054 tok
babarot/gh-infra babarot.github.io Declarative GitHub infrastructure management via YAML 134 Claude Code 3 654 tok