How real projects configure their agents

43,547 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
milind-soni/tiptour-macos trybluey.com Open-Source alternative to Google's AI-enabled pointer. 439 Claude Code, Codex, OpenCode 2 8,395 tok
xpert-ai/xpert xpertai.cn XpertAI is an open-source platform for building, running, and evolving ai agents, providin 439 Codex, OpenCode 1 1,585 tok
jabrena/plinth jabrena.github.io Plinth is an AI-native engineering toolkit for modern Java enterprise SDLC, built around r 439 Claude Code, Codex, OpenCode 2 3,049 tok
termio-sh/termio termio.sh A terminal-first agentic development environment for agentic coding. Build for CLI/TUI age 439 Claude Code, Codex, OpenCode 2 4,112 tok
disler/single-file-agents What if we could pack single purpose, powerful AI Agents into a single python file? 438 Claude Code 1 281 tok
regenrek/codex-1up 🍄 Give your Codex CLI an extra life 438 Codex, OpenCode 1 845 tok
cardano-foundation/developer-portal developers.cardano.org Cardano Developer Portal: docs, tools, and SDKs for Cardano developers. 438 Codex, OpenCode 1 2,297 tok
delorenj/mcp-server-trello A Model Context Protocol (MCP) server that provides tools for interacting with Trello boar 438 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 55 4,101 tok
ChatLunaLab/chatluna chatluna.chat Multi-platform model integration, extensibility, multiple output formats, and LLM chat ser 438 Codex, OpenCode 1 4,001 tok
ldclabs/anda anda.ai 🤖 An AI agent framework built with Rust. 438 Codex, OpenCode 1 1,786 tok
greatSumini/cc-system 437 Claude Code 24
vercel-labs/marketing-team-eve-template vercel.com Team of marketing agents built on eve. 437 Claude Code, Codex, OpenCode 2 5,436 tok
Dicklesworthstone/cass_memory_system Procedural memory for AI coding agents: transforms scattered session history into persiste 437 Codex, OpenCode 1 8,655 tok
ChenChenyaqi/learn-anything Learn Anything is an AI-powered recursive learning system — Socratic deep-dives and TDD-st 437 Claude Code, Codex, OpenCode 2 1,052 tok
chenxiachan/thoughtdag chenxiachan.github.io Your thinking deserves a map: an infinite canvas where LLM conversations grow into an edit 437 Claude Code, Codex, OpenCode 2 585 tok
MapleShaw/auto-claude-writing-agent-pub 436 Claude Code 1 3,411 tok
oracle/mcp Repository containing MCP (Model Context Protocol) servers that provides a suite of tools 436 Codex, OpenCode 1 1,557 tok
Nexus-Router/nexus nexusrouter.com Govern & Secure your AI 435 Claude Code, Codex, OpenCode 7 5,596 tok
Ido-Levi/claude-code-tamagotchi Real-time behavioral enforcement for Claude Code. Monitors AI actions, detects violations, 435 Claude Code 1 1,194 tok
growthxai/output output.ai The open-source TypeScript framework for building AI workflows and agents. Designed for Cl 435 Claude Code 12 1,185 tok
ryaker/outlook-mcp MCP server for Claude to access Outlook data via Microsoft Graph API 435 Claude Code 1 1,048 tok
ratel-ai/ratel ratel.sh Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory 435 Claude Code, Codex, OpenCode 2 1,018 tok
geekjourneyx/hyperframes-motion-director Agent Skill for Chinese-first HyperFrames motion-video production from articles, products, 435 Codex, OpenCode 1 950 tok
boshu2/agentops 12factoragentops.com The operations layer for agentic engineering — portable skills and contracts connecting in 435 Claude Code, Codex, OpenCode 2 3,061 tok
heygen-com/skills developers.heygen.com HeyGen AI agent skills — avatar creation and video production via the v3 Video Agent pipel 435 Claude Code 1 2,095 tok
alisaitteke/photoshop-mcp photoshop-mcp.com MCP server for Adobe Photoshop — 118 tools, recipe workflows, generative AI, standalone we 435 Codex, OpenCode 1 1,271 tok
peterfei/ai-agent-team AI Agent Team — A 24/7 professional AI development team with a product manager, frontend d 434 Claude Code 31
dayinji/sen-3d-resume about.senbuzy.com 434 Claude Code, Codex, OpenCode 2 1,966 tok
dcSpark/shinkai-local-ai-agents shinkai.com Shinkai is a two click install App that allows you to create Local AI agents in 5 minutes 433 Codex, Cursor, OpenCode 2 670 tok
badchars/darknet-mcp-server npmjs.com 66-tool MCP server for dark web intelligence — breach data, ransomware tracking, Tor .onio 433 Claude Code 1 336 tok
mimurchison/claude-chief-of-staff AI Chief of Staff — Your personal AI operating system built on Claude Code 432 Claude Code 1 3,911 tok
alirezarezvani/claude-code-aso-skill AEO Automation Framework for Claude Code One-click, beginner friendly automation for GitHu 432 Claude Code 5 4,634 tok
cnighswonger/claude-code-cache-fix Fixes prompt cache regression in Claude Code that causes up to 20x cost increase on resume 432 Claude Code, Codex, OpenCode 2 7,559 tok
microsoft/conductor A CLI tool for defining and running multi-agent workflows with the GitHub Copilot SDK and 432 Claude Code, Codex, OpenCode 2 46,444 tok
kenn-io/kata katatracker.com Local-first issue tracking for AI-assisted software work, with an agent-friendly CLI and h 432 Claude Code, Codex, OpenCode 4 4,813 tok
chandra447/pi-hermes-memory Hermes-style persistent memory and learning loop for Pi coding agent 432 Claude Code, Codex, OpenCode 2 870 tok
Prysai/Prysai-LLM-Playbook docs.prysai.com An evidence-led, eight-locale LLM playbook: a transferable core, the Codex flagship track, 432 Codex, OpenCode 1 847 tok
anzellai/sky Sky — an Elm-inspired language that compiles to Go. Hindley-Milner types, server-driven UI 431 Claude Code, Codex, OpenCode 2 21,880 tok
palkan/layered-rails-skills Skills based on the Layered Rails book and beyond 431 Claude Code 1 2,135 tok
MotherofallVPNs/MoaV moav.sh Mother of all VPNs 431 Claude Code, Codex, OpenCode 2 2,658 tok
Ancienttwo/repo-harness repoharness.com File-backed workflow harness for reliable Claude Code and Codex sessions. 431 Claude Code, Codex, OpenCode 2 5,720 tok
micro/mu A runtime for agents and services 431 Claude Code, Codex, OpenCode 2 7,328 tok
frenzymath/Danus Orchestrating Mathematical Reasoning Agents with Fact-Graph Memory 431 Claude Code, Codex, OpenCode 5 2,595 tok
openbkn-ai/bkn-foundry BKN Foundry is the Ontology back-end foundation of OpenBKN. It transforms ontology-driven 431 Codex, OpenCode 1 984 tok
cloudshipai/station cloudshipai.com Station is our open-source runtime that lets teams deploy agents on their own infrastructu 430 Claude Code 1 8,364 tok
LnYo-Cly/ai4j lnyo-cly.github.io Java 8+ agentic SDK: unified LLM access (OpenAI/Anthropic/DashScope/Doubao/DeepSeek...), T 430 Claude Code, Codex, OpenCode 2 3,507 tok
openai/GABRIEL An official OpenAI toolkit for social scientists and data scientists to measure quantitati 430 Codex, OpenCode 1 3,731 tok
arcanite24/gb-recompiled Static recompiler for Game Boy and Game Boy Color ROMs that emits portable C projects with 430 Codex, OpenCode 1 2,762 tok
appautomaton/latex-arxiv-SKILL appautomaton.com A highly customizable agentic harness for arXiv-ready ML/AI review papers (and beyond). It 430 Codex, OpenCode 5 472 tok
ownpilot/OwnPilot ownpilot.dev Privacy-first personal AI assistant platform with autonomous agents, tool orchestration, a 429 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 10 9,916 tok