How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
tumf/fastmcp-gsuite MCP server for Gmail, Google Calendar, and Google Drive integration using fastmcp. Support 9 Claude Code, Codex, Cursor, OpenCode 8 822 tok
dhkim0124/anki-mcp-server smithery.ai A Model Context Protocol (MCP) server that connects Claude to Anki. This integration allow 9 Claude Code 1 1,079 tok
blackwell-systems/claudewatch AgentOps for Claude Code. Monitors AI agent behavior during development: real-time error l 9 Claude Code 1 3,838 tok
ankit-verma-209171/android-docs-mcp npmjs.com An MCP (Model Context Protocol) server that gives AI agents direct access to [developer.an 9 Codex, OpenCode 1 486 tok
yutakobayashidev/ava ava-dusky-gamma.vercel.app Automatically share development progress to Slack through AI. MCP-powered task reporting w 9 Claude Code, Codex, OpenCode 3 2,220 tok
jsulmont/mcp-lisp Common Lisp SDK for Model Context Protocol (MCP) and Agent-to-Agent Protocol (A2A) 9 Claude Code 2 580 tok
tashian/tsm 🤫 Tiny Secrets Manager — lightweight agent secrets vault for macOS with Touch ID 9 Claude Code 1 2,518 tok
Desko77/1c-formsserver MCP server for 1C:Enterprise managed form generation, validation, conversion and search. S 9 Claude Code 1 1,268 tok
Global-Slice/claude-plugin Claude Code plugin marketplace for Slice — cap table, equity, compliance, and MCP integrat 9 Claude Code, Codex, OpenCode 1 800 tok
enescaakir/notify Windows toast notifications for Claude Code — alerts on permission prompts and task comple 9 Claude Code 1 496 tok
Amb2rZhou/intern-clawd A Personal Secretary OS for Claude Code — persistent memory, rituals, dual-domain wiki. 9 Claude Code 1 1,238 tok
Obsidian-Owl/specwright obsidian-owl.github.io Craft quality software with AI discipline. Spec-driven development plugin for Claude Code 9 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,755 tok
naniiluja/ccf A context-first, spec-driven, strictly sequential development workflow plugin for Claude C 9 Claude Code 1 2,930 tok
CoriChui/yolo YOLO — a reasoning-first, feature-aware workflow framework for Claude Code. Git is the sou 9 Claude Code 2 1,090 tok
rasatpetabit/masterplan Brainstorm → plan → execute development workflow plugin for Claude Code 9 Claude Code, Codex, OpenCode 2 1,759 tok
PhAlves23/prompt-engineering-skill promptcause.com Prompt Engineering skill for Claude Code — rewrites and optimizes prompts using proven tec 9 Gemini CLI 1 1,067 tok
Aznatkoiny/zAI-Skills Claude Code plugin marketplace — AI/ML toolkit, consulting frameworks, and real estate inv 9 Claude Code 1 650 tok
getzikra/Zikra zikra.dev Persistent memory MCP server for Claude Code — self-hosted, n8n + PostgreSQL + pgvector. N 9 Codex, OpenCode 1 1,106 tok
cylestio/agent-inspector inspector.cylestio.com Local open-source dev tool to debug, secure, and evaluate LLM agents. Provides static anal 9 Claude Code 1 875 tok
muhammademanaftab/pulse A memory layer for your Claude Code work. It captures every session and writes your daily 9 Claude Code 1 1,059 tok
os-tack/ostk-cache ostk.ai Context-aware caching proxy for Anthropic and OpenAI — maximizes prompt-cache hit rates by 9 Codex, OpenCode 1 3,682 tok
initxy/noeta initxy.github.io The server-side runtime for AI agents. Durable & crash-safe (event-sourced), multi-worker 9 Claude Code, Codex, OpenCode 3 933 tok
Nicered/ClaudeShip nicered.github.io Build full-stack web apps with natural language — powered by Claude Code CLI 9 Claude Code 1 1,822 tok
mirinodev/maestro A CLI tool that conducts Git worktrees like an orchestra and accelerates parallel developm 9 Claude Code 3 3,926 tok
rob-balfre/dryui dryui.dev 160+ components and theme controls, plus a CLI, MCP, and feedback engine to keep AI on tra 9 Claude Code, Codex, OpenCode 2 1,624 tok
leMaur/livewire-flux-mcp npmjs.com Flux UI docs for your AI coding assistant. Live from fluxui.dev, Pro-tier aware, Laravel B 9 Claude Code 7 1,090 tok
nwant/obsidian-ai-curator Smart note consolidation for Obsidian using Claude AI. Automatically identifies and merges 9 Claude Code 1 3,739 tok
like-a-freedom/rusty_apple_mail_mcp Local-first Apple Mail MCP. Dead fast. Dead simple. 9 Claude Code, Codex, OpenCode 2 6,205 tok
just-every/mcp-deep-search justevery.com Runs a search across all major providers simultaneously 9 Claude Code 1 1,021 tok
colaberry/WorldOfTaxonomy worldoftaxonomy.com 1,000+ open taxonomy systems with 1.2M+ codes and 320K+ crosswalk edges. NAICS, ISIC, NACE 9 Claude Code 1 16,396 tok
rudraptpsingh/axon rudraptpsingh.github.io Local hardware intelligence for AI coding agents. Zero cloud. Zero telemetry. 9 Claude Code 18 3,902 tok
neozhehan/figma-edit-mcp neozhehan.github.io Read, create, and modify Figma designs programmatically via MCP, empowering AI to execute 9 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 690 tok
alphaparkinc/canlah-ai-skill GenPark skill: Integrate CANLAH AI's Style Genome and multi-agent business suite for marke 9 Claude Code, Codex 1
microsoft/entrabot microsoft.github.io Give a device-local AI agent its own Microsoft Entra identity. Reference implementation fo 9 Claude Code, Codex, OpenCode 8 5,950 tok
bocan/codex A wiki and document store built with React + Express. Organize markdown files in folders w 9 Claude Code, Codex, GitHub Copilot 3 2,462 tok
lim5max/poolstatis poolstatis.xyz Agent-native product analytics for coding agents 9 Claude Code, Codex, OpenCode 6 4,612 tok
mussolene/1c_hbk_bsl mussolene.github.io Open-source toolkit for 1C:Enterprise/BSL: 180 diagnostics, formatter, LSP, CLI, VS Code/C 9 Claude Code, Codex, OpenCode 2 903 tok
open-latch/latch Run more agents with less babysitting. latch holds every agent to your own ratified decisi 9 Codex, Cursor 9
coo-quack/calc-mcp MCP server with 21 tools for things AI is bad at — math, hashing, encoding, date arithmeti 9 Claude Code 1 1,417 tok
cyanheads/pubchem-mcp-server npmjs.com Search the PubChem chemical database for compounds, properties, safety data, bioactivity, 9 Claude Code 1 5,042 tok
Open-Agent-Tools/open-stocks-mcp MCP Server for stock market data - Robinhood, Schwab APIs with multi-broker support 9 Claude Code, Codex, OpenCode 2 4,707 tok
HumanBean17/jrag A rag + rag-graph native code intelligence layer for Java microservice estates, exposed to 9 Claude Code, Codex, OpenCode 16 950 tok
AetherCore-Dev/ag402 Zero latency! Zero code change! Empower your AI agent with payment ability via x402 proto 9 Claude Code 3
leter/claude-code-in-action Official Claude Code in Action course in Chinese / Chinese-localized Claude Code course 9 Codex, OpenCode 1 757 tok
tohsaka888/trading-mcp MCP service designed for stock quantitative agents 9 Claude Code, Codex 2
redscaresu/goldfinger SRE toolkit for managing repos in github at scale 9 Claude Code, Codex, OpenCode 2 1,715 tok
starloghq/index starlog.dev Vet a package before your AI coding agent uses it — authoritative facts (CVEs, license, ma 9 Codex, GitHub Copilot, OpenCode 2 172 tok
Juwon1405/agentic-dart findevil.devpost.com Agentic-DART — autonomous detection & response agent. Architecture-first, not prompt-first 9 Claude Code, Codex, OpenCode 2 2,541 tok
gianlucamazza/mcp-ascii-charts MCP ASCII Charts tool 9 Claude Code 1 832 tok
rexleimo/LoopForge os.rexai.top Open-source Agent OS in Rust for long-running autonomous workflows: memory, tool sandboxin 9 Codex, OpenCode 1 453 tok