How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
tkellogg/tupac A terminal MCP client based on the OpenAI responses API. 11 Codex, OpenCode 1 1,498 tok
stacklok/toolhive-cloud-ui ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highlighting metada 11 Claude Code, Codex, GitHub Copilot, OpenCode 4 9,438 tok
armoin2018/ai-ley Level the AI playing field with robust AI Evolving Personas, Instruction Sets, Commands fo 11 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 124 tok
BastiDood/dependency-wrangler dev.to A Claude Code marketplace for plugins that wrangle your dependencies. 11 Claude Code, Codex, OpenCode 3 92 tok
gilby125/opencode-mcp-tool 11 Codex, OpenCode 1 485 tok
aryaminus/controlkeel controlkeel.com Agent control plane for governed AI coding: validate changes, enforce policy gates, track 11 Codex, OpenCode 1 2,338 tok
lilepeeps/Azure-DrawIO-MCP Generate editable Draw.io diagrams for Azure architectures via MCP 11 Claude Code, Codex, GitHub Copilot 2 2,006 tok
Mzaxd/dm8-mcp Dameng Database MCP 11 Codex, OpenCode 1 926 tok
ajevans99/swift-mcp-toolkit Strongly typed MCP tools in Swift 11 Codex, OpenCode 1 365 tok
wmill/minecraft-api-mcp 11 Claude Code, Codex, OpenCode 2 14,865 tok
lukagray-dev/Operon Autonomous agent platform with a Rust-native harness, permission-scoped remote access, and 11 Codex, OpenCode 1 537 tok
PsYcGoD/sage SAGE — Save AI coding tokens by compressing terminal output, keeping raw logs local, and t 11 Claude Code, Codex, OpenCode 2 1,620 tok
Nauro-AI/nauro nauro.ai Decision system for software built with AI 11 Claude Code, Codex 6 3,987 tok
petergaultney/lemonaid 🍋🥤 When life gives you LLMs... 11 Codex, OpenCode 1 1,232 tok
aperepel/claude-mlx-tts Voice-cloned smart attention TTS notifications for Claude Code. AI summarizes deep work se 11 Claude Code, Codex, OpenCode 2 1,097 tok
crevissepartners/projmux A tmux-native workspace for multi-agent AI development across Claude Code, Codex, and An 11 Codex, OpenCode 1 3,118 tok
Smart-AI-Memory/attune-ai attune-ai.dev Persistent memory and receipt-verified workflows for Claude Code — plugin, MCP server, and 11 Claude Code, Codex, OpenCode 51 6,049 tok
zircote-plugins/sdlc-quality Software Development Lifecycle standards plugin for AI coding assistants. Enforces build, 11 Codex, GitHub Copilot, OpenCode 2 2,660 tok
sigilco/agentplugins agentplugins.pages.dev Write AI agent plugins once, ship to multiple agents (Claude Code, OpenCode, Pi, and more) 11 Codex, OpenCode 1 352 tok
aws-samples/sample-claude-code-multi-model Run Claude Code with any foundation model on Amazon Bedrock (43 models) or a self-hosted m 11 Claude Code, Codex, OpenCode 6 527 tok
dushaobindoudou/ovo Open-source proactive AI desktop assistant for macOS. Watches your screen, suggests next s 11 Claude Code, Codex, OpenCode 2 1,559 tok
Akshat2634/Codelens-AI codelensai-dev.vercel.app Local-first ROI analytics for Claude Code, OpenAI Codex, and GitHub Copilot 11 Claude Code, Codex 2 4,204 tok
n24q02m/mnemo-mcp mcp.n24q02m.com Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited. 11 Claude Code, Codex, OpenCode 2 5,981 tok
Dipen-Dedania/agent-pulse dipen-dedania.github.io Know what your agents are doing 11 Claude Code, Codex, OpenCode 10 1,749 tok
akasecurity/claude-tools akasecurity.io The clean slate a fresh Claude Code should start from — clean context, locked credentials, 11 Claude Code, Codex, Gemini CLI, OpenCode 3 793 tok
mattbaconz/signal SIGNAL — Agent Skills: terse structured output (tiers, templates, checkpoints), git workfl 11 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,104 tok
tonypls/agentic-product-launch A launch playbook your coding agent can run — take a shippable AI product, agent, SaaS, or 11 Claude Code, Codex, OpenCode 2 358 tok
Auran0s/Sklm auran0s.github.io Sklm is a CLI tool that centralizes management of skills (SKILL.md files) for your AI agen 11 Codex, OpenCode 1 1,443 tok
pwya/md-paper Word-to-Markdown-to-Word revision workflow for academic manuscripts; keeps Zotero citation 11 Codex, OpenCode 1 1,359 tok
megamen32/gptadmin_opensource became.bezrabotnyi.com One MCP hub — any AI controls any infrastructure. Self-hosted, works with ChatGPT, Claude, 11 Claude Code, Codex, OpenCode 26 151 tok
KinoThe-Kafkaesque/ssh-mcp-server this is a collection of tools that allows your agent to execute commands on your remote se 11 Claude Code, Codex, OpenCode 2 1,412 tok
a-tokyo/agent-skills-harness agent-skills-harness.ahmedtokyo.com A factory for building production-grade agent skills — benchmarked against gold standards, 11 Claude Code, Codex, OpenCode 2 1,925 tok
zaydiscold/robinhood-cli-mcp-api Robinhood CLI (MCP + API) — unofficial Robinhood API map + CLI + MCP for a real account (r 11 Claude Code, Codex, OpenCode 2 12,087 tok
CyranoB/web-forager A search-and-fetch toolkit for AI agents, available as an MCP server and as standalone Age 11 Claude Code, Codex, OpenCode 2 517 tok
ITmedes/browserpane browserpane.io A web-native remote desktop protocol built on WebTransport, WebCodecs, and WebGL 2 — crisp 11 Claude Code, Codex, OpenCode 2 8,355 tok
creativedswork/dscode dscode is a coding agent that empowers digital and knowledge work. It uses MCP to connect 11 Codex, OpenCode 1 2,232 tok
axiomantic/spellbook axiomantic.github.io Multi-platform AI assistant skills and workflows. Serious engineering. Also fun. 11 Claude Code, Codex, Gemini CLI, OpenCode 5 7,668 tok
major7apps/tiingo-mcp crates.io Tiingo MCP server in Rust with 38 tools for stock market data, forex, crypto, financial ne 11 Claude Code, Codex, OpenCode 2 786 tok
ThreeFish-AI/negentropy threefish.site An agentic system built on a "One Root, Five Wings" architecture, dedicated to combating t 11 Claude Code, Codex 11 —
mambo-wang/ShowTime An all-in-one data collection/analysis/monitoring platform integrating domestic and intern 11 Claude Code, Codex, OpenCode 44 3,230 tok
usrrname/cursorrules usrrname.github.io A wicked npx-able lib of Cursor rules with Otaku AI agents, optional lean workflow 🎀 11 Claude Code, Codex, OpenCode 4 2,493 tok
greynewell/mcpbr Benchmark your MCP server. 11 Claude Code, Codex, OpenCode 3 4,699 tok
TangentDomain/excel-mcp-server pypi.org 🎮 Excel configuration table MCP server for game development | 42 professional tools | One 11 Claude Code, Codex, OpenCode 2 1,988 tok
BjornMelin/ai-docs-vector-db-hybrid-scraper Retrieval-augmented docs ingestion stack: Firecrawl + Crawl4AI + Qdrant vector search with 11 Codex, OpenCode 1 1,072 tok
pachca/openapi dev.pachca.com Pachca API platform: MCP server and plugin for AI agents (Claude Code, Codex, VS Code, Cur 11 Claude Code, Codex, OpenCode 2 1,799 tok
ailinter/ailinter ailinter.dev Open-source AI linter and safety visor for AI-assisted development 11 Codex, GitHub Copilot, OpenCode 2 3,514 tok
yourhq/yourhq yourhq.ai Self-hosted AI agent operations platform. One UI, many agents, your infrastructure. Apache 11 Claude Code, Codex, OpenCode 2 3,928 tok
agent-sh/agent-knowledge Research guides and RAG indexes for AI agent development 11 Codex, OpenCode 1 13,689 tok
2oaJ/SwiftlyS2-Toolkit SwiftlyS2 plugin development toolkit for VS Code Copilot (agents, prompts, skills) 11 Codex, OpenCode 1 490 tok
TheDartsCo/orbit A cross-platform desktop app for searching, reading, and resuming local AI coding-agent se 11 Codex, OpenCode 1 2,041 tok