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
grasshopco/god-mode An advanced Cursor IDE enhancement system that turns Cursor into an autonomous, infinite m 4 Cursor 1 8,253 tok
ArabAgentSkills/arab-payments-skill-atlas AI agent skill atlas for safer Arab/MENA payment and BNPL integrations. 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 803 tok
agentience/tribal_mcp_server 4 Claude Code 1 691 tok
lesleslie/spline-mcp MCP server for Spline.design 3D scene orchestration 4 Claude Code, Codex, OpenCode 2 1,308 tok
alaarab/phren Personal AI knowledge system for Claude Code. Machine profiles, skills, MCP server. 4 Claude Code 1 2,376 tok
supavec/mcp-server supavec.com 4 Claude Code 1 612 tok
voro6yov/spec-driven-development A Claude Code plugin marketplace for turning a Mermaid class diagram of a domain model int 4 Claude Code 1 4,500 tok
VoytechG/spec-driven-development Multi-area spec-driven development plugin for Claude Code, Codex, and Gemini CLI. Loads th 4 Claude Code, Codex, Gemini CLI, OpenCode 3 868 tok
natea/fitfinder AI agents help accelerate product/market fit. Discover what to build and who to build it f 4 Claude Code 6 3,282 tok
bop-clocktower/canary Canary — AI-powered test automation agent. Generate, review, recommend, and de-flake tests 4 Claude Code, Codex, OpenCode 7 21,539 tok
Data-Wise/craft data-wise.github.io Full-stack developer toolkit - 86 commands, 8 agents, 21 skills for code, git, docs, testi 4 Claude Code, Codex, OpenCode 2 3,351 tok
nyxCore-Systems/letter-for-myself letter.nyxcore.cloud Letter for My Future Self — Claude Code session-handoff plugin. Memories short enough to b 4 Claude Code 1 1,528 tok
chawdamrunal/assay chawdamrunal.github.io MCP & Claude Code security scanner — threat-models plugins, MCP servers, hooks, skills & c 4 Claude Code 1 2,739 tok
hkopenai/hk-health-mcp-server This is an MCP server that provides access to health related data in Hong Kong through a F 4 Gemini CLI 1 109 tok
izaitsevfb/claude-pytorch-treehugger MCP harness for PyTorch HUD API https://hud.pytorch.org/ 4 Claude Code 1 2,964 tok
tobiasstrebitzer/alphanana Transparent PNG generation with Gemini image models (nano banana): exact difference-matte 4 Claude Code 1 875 tok
spinningrachel/career-engine AI-powered job search campaign plugin for Claude Code. Multi-agent CV and cover letter pip 4 Claude Code 2 42,217 tok
aiforging/aiforging aiforging.dev A structured AI-assisted development framework — test-first, pattern-driven refactoring, d 4 Claude Code 1 2,840 tok
algometrix/second_brain_builder AI-powered Obsidian plugin that turns any topic into a folder of interlinked study notes w 4 Claude Code 1 2,048 tok
mebusw/awesome-jackyshen-skills 4 Claude Code 2
toastynerd/emacs-mcp-server 4 Claude Code 1 630 tok
nbiish/gikendaasowin-aabajichiganan-mcp ᑭᑫᓐᑖᓱᐎᓐ ᐋᐸᒋᒋᑲᓇᓐ - Gikendaasowin Aabajichiganan - Cognitive Tools MCP server implemented fr 4 Codex, OpenCode 1 801 tok
tkellogg/postal-mcp A mailbox system for two or more agents to communicate via MCP 4 Codex, OpenCode 1 52 tok
rebots-online/hKG-ontologizer-KGB-mcp 4 Claude Code 1 516 tok
research-developer/iterm-mcp-claude-agency A Model Context Protocol server that executes commands in the current iTerm session - usef 4 Claude Code 3 4,512 tok
redhat-community-ai-tools/igloo-mcp An unofficial MCP server for Igloo - a workspace intranet platform. 4 Codex, OpenCode 1 361 tok
rweisssieker-xp/GBL-CREO-WINDCHILL-MCP MCP Server for Creo and Windchill 4 Gemini CLI 14
loong95/javadoc-mcp An MCP (Model Context Protocol) server that lets AI assistants browse JavaDoc documentatio 4 Codex, OpenCode 1 530 tok
Sighthesia/interactive-choice-mcp An MCP Server that enables AI to provide options and launch an interactive interface for u 4 Claude Code, Codex, OpenCode 7 3,094 tok
Attilio81/MCP-Sql-Server A secure and production-ready MCP (Model Context Protocol) server for SQL Server database 4 Claude Code 1 1,596 tok
sandraschi/tailscale-mcp Operate your tailnet from AI tools using the Tailscale Admin API via FastMCP and webapp 4 Claude Code, Codex, Cursor, OpenCode 4 1,646 tok
jokull/agent-cms Agent-first headless CMS on Cloudflare Workers. MCP-driven schema + content management, Gr 4 Claude Code, Codex, OpenCode 2 720 tok
raxITlabs/mcp-oauth-sample raxitai.github.io OAuth 2.1 authorization and MCP server on Vercel for MCP clients with real-time analytics 4 Claude Code, Gemini CLI 2 1,409 tok
isaaccorley/planetary-computer-mcp A MCP Server for querying and downloading satellite imagery from the Planetary Computer ST 4 Codex, OpenCode 1 1,493 tok
AlexanderWillner/things-mcp Model Context Protocol (MCP) for Cultured Code Things 4 GitHub Copilot 1 424 tok
khizar-anjum/risky-business-mcp MCP server for finding out what level of vulnerability a CVE is 4 Claude Code 1 25 tok
mayank-ketkar-sf/ClaudeJupy ML Jupyter MCP server with thoughtful execution framework for Claude Code integration 4 Claude Code 1 1,005 tok
cheesejaguar/aerospace-mcp aeroastro.org MCP server for generic aviation and space information 4 Claude Code 1 1,528 tok
leogue/StockMCP A Model Context Protocol (MCP) server providing real-time stock market data and financial 4 Claude Code 1 733 tok
Timorleiderman/OpticMCP AI vision 4 Codex, OpenCode 1 221 tok
pc035860/scratchpad-mcp lAn MCP server that provides shared scratchpads for Claude Code agents to collaborate and 4 Claude Code, Codex, OpenCode 2 1,882 tok
washyu/homelab_mcp MCP Server for intelligent infrastructure management for your Homelab 4 Claude Code, Codex, OpenCode 2 3,107 tok
rdwj/mcp-test-mcp An MCP server for testing MCP servers 4 Claude Code 3 1,168 tok
progrmoiz/cal-mcp cal-mcp.com Connect your calendar in 30 seconds, not 3 hours. 4 Claude Code 1 692 tok
dhofheinz/mcp-comfyui-flux A fully containerized MCP (Model Context Protocol) server for generating images with FLUX 4 Claude Code 5 4,419 tok
homelab-admin/bettertouchtool-mcp-server 4 Claude Code 1 2,103 tok
Apofenic/mcp-prompt-router Local LLM prompt routing and context compression 4 GitHub Copilot 3 2,732 tok
ffpy/gitlab-mcp-code-review Allow an AI assistant to fetch merge requests, inspect diffs, post comments, and suggest i 4 Claude Code 1 1,145 tok
autonull/mcplogic adapted from: https://github.com/angrysky56/mcp-logic/ 4 Codex, OpenCode 1 350 tok
Sheepion/openapi-search-mcp MCP tools for OpenAPI(Swagger) search 4 Claude Code 1 3,007 tok