How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
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
monthu56/landforge Static landing-page generation system built on Claude Code skills — SEO, A/B testing, anal 11 Claude Code 1 812 tok
second-state/vibetty vibekeys.dev Share a live AI agent terminal to smart hardware (vibekeys, vibewatch, etc.) over MQTT; ca 11 Claude Code 1 4,578 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
karnstack/flue flue.sh terminal multiplexer in the browser accessible from any device you own. 11 Claude Code 1 351 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
kentaccn/paste-to-tmux Drop a clipboard screenshot or a local file into a remote tmux pane over SSH — straight in 11 Claude Code 1 5 tok
Dipen-Dedania/agent-pulse dipen-dedania.github.io Know what your agents are doing 11 Claude Code, Codex, OpenCode 10 1,749 tok
paultyng/agentsd Stream Deck plugin for managing Claude Code sessions 11 Claude Code 1 447 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
sacredvoid/skillkit A growing collection of AI coding skills for creative and productivity workflows. Image fe 11 Claude Code 1 306 tok
PayRequest/copana copana.ai personal AI assistant that works inside Claude Code. 11 Claude Code 11 1,415 tok
asermax/seemux A GTK4 terminal multiplexer for Linux with Claude Code integration, inspired by cmux. 11 Claude Code 1 1,271 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
Sardor-M/lumen Local-first persistent brain for AI coding agents - SQLite knowledge graph + replayable tr 11 Claude Code 1 1,272 tok
MarkMcCaskey/factorioctl CLI to control Factorio + tools for Claude code to play Factorio 11 Claude Code 1 3,462 tok
ai-plugin-marketplace/template A single marketplace repo that works with claude, cursor, kiro, gemini and agent skills 11 Gemini CLI 1 207 tok
openronin/openronin AI dev teammate for GitHub. Picks up issues, asks questions, ships PRs, answers your revie 11 Claude Code 1 2,240 tok
cfdude/mcp-finnhub Model Context Protocol server for Finnhub financial market data API 11 Claude Code 1 3,544 tok
rajyraman/mcp-dataverse MCP Server for querying Dataverse using SQL 11 GitHub Copilot 1 1,162 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
Anselmoo/mcp-server-analyzer anselmoo.github.io MCP server for Python code analysis with RUFF linting and VULTURE dead code detection 11 Claude Code, GitHub Copilot 2 796 tok
dromologue/workflowyMCP An MCP server that uses Workflowy and Claude to manage Tasks & Information in Workflowy an 11 Claude Code 3 30,254 tok
geoffdavis/omnifocus-claude-extension Omnifocus integration in Desktop Extension Format suitable for Claude Desktop on Mac 11 Claude Code 1 971 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
aaearon/mcp-privilege-cloud A production-ready Model Context Protocol (MCP) server for Idira (formerly CyberArk) Privi 11 Claude Code 1 5,769 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
MosaicXR-AI/mosaic-bridge mosaicxr.ai Unity Editor MCP plugin — AI agents drive Unity via Model Context Protocol. Apache 2.0, ~2 11 Claude Code 1 644 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
giantswarm/mcp-prometheus 11 Codex, OpenCode 1 507 tok
MCPRUNNER/mssqlMCP MCP Server for MSSQL (Microsoft SQL Server) 11 GitHub Copilot 3 605 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
0xMiden/docs 0xmiden.github.io Consolidated documentation for the Miden rollup 11 Claude Code 1 559 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
RealistSec/mpa-first-guidelines MPA-First Development Mandate | Guiding principles for building performant, resilient Mult 11 GitHub Copilot 1 1,197 tok
prime-radiant-inc/scenarios A portable, model-agnostic test suite of declarative YAML scenarios for evaluating AI assi 11 Claude Code 1 —
kvncampos/nautobot-ai-ops kvncampos.github.io Nautobot AI Plugin - Large Language Models (LLM), Model Context Protocol (MCP), Middleware 11 Claude Code 1 —
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
neverinfamous/mysql-mcp search.adamic.tech Secure MySQL Administration & Observability Featuring Code Mode— One Tool Replacing All 24 11 GitHub Copilot 1 1,678 tok
maneja81/OpenOrbit OpenOrbit — A free, open source AI orchestrator that lives on your desktop. One central ag 11 Claude Code 2 6,082 tok