How real projects configure their agents

32,566 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 agents8,593Claude Code6,906Git and workflow3,640Data and AI3,579Backend and APIs3,563Languages3,497Planning3,327Code review2,909Testing2,708DevOps and cloud2,500Writing and docs2,487Memory and context2,373Frontend2,320Research2,320Security2,182Project management1,993

All Claude Code32,566 Codex24,956 OpenCode23,878 GitHub Copilot3,727 Gemini CLI2,042 Cursor1,771 Windsurf203 Kiro118

Project Stars Configures Files Always loaded
mrieck/garrys-count Garry's Count is a Claude Code hook and skill that tracks how many lines of "hand-written 4 Claude Code 1 458 tok
micaelmalta/mcp-server-datadog 4 Claude Code 1 2,573 tok
Ayont/ayontclaudian ayontclaudian — Obsidian plugin embedding Claude Code, Codex, Antigravity & Kimi coding-ag 4 Claude Code, Codex, OpenCode 2 4,458 tok
good-boy4069/Deepseek-omnimodal Open-source multimodal MCP plugin for text-only AI agents: recognize and generate images, 4 Claude Code 1 495 tok
ananas-agency/ai-pattern-detector ai-pattern-detector.ananas-agency.com Claude Code plugin that flags AI-writing tells across 11 categories, scores text on a 0–10 4 Claude Code 1 —
Sleepywalker69/OSRS-MCP-Companion A RuneLite plugin that exposes live game data via a local HTTP API, paired with an MCP ser 4 Claude Code 1 521 tok
flanliulf/SpecLite Enterprise-grade workflow plugin for coding agents, with a complete and actionable AI deve 4 Claude Code, Codex, OpenCode 5 91 tok
ABilenduke/copilot-developer A curated list of developer friendly, production ready instructions, chatmodes, prompts an 4 Claude Code, GitHub Copilot 3 1,009 tok
wkusnierczyk/aigent A library, CLI, and Claude plugin for managing agent skill definitions 4 Claude Code 1 557 tok
cameronsjo/workbench Marketplace registry for Cameron's Claude Code plugins — the cadence ecosystem and its sat 4 Claude Code 1 819 tok
reganomalley/claudia getclaudia.dev Proactive technology mentor plugin for Claude Code. 10 knowledge domains, 7 automated hook 4 Claude Code 1 1,050 tok
diepquynh/ultracode A plugin for Claude Code/Codex/Grok Build/Antigravity, not for classic vibe coders 4 Claude Code 1 1,317 tok
swmcc/agentic.nvim Dual-agent agentic workflow plugin for Neovim with Claude Code and Gemini CLI support 4 Claude Code 2 458 tok
konstantindenerz/cc-notifynub Claude Code plugin — tmux popup notifications with a pixel-art mascot 4 Claude Code 1 67 tok
tatat/zunda-presenter Zundamon × Shikoku Metan narrate your coding-agent plans as auto-playing presentations (Cl 4 Claude Code 1 2,045 tok
cimomo/intrinsic From ticker to thesis. A Claude Code plugin for equity research and DCF valuation. 4 Claude Code 1 1,125 tok
madebywild/agent-rules wild.as Convert one set of agent rules into many providers' compliant versions 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,060 tok
HaoweiChan/tinboker tinboker.com Taiwanese stock & podcast intelligence — TW/US stock dashboard, relationship graph explore 4 Claude Code, Codex, OpenCode 18 2,293 tok
kyler-ross/metis 4 Claude Code, Cursor 44 6 tok
synthet1cc/unloop-mcp MCP server that detects AI fix loops and forces course correction. Error fingerprinting + 4 Claude Code 1 —
FortAwesome/fontawesome-agent-tools fontawesome.com The internet's favorite icon library and toolkit in an Agent-friendly package. 4 Claude Code 1 526 tok
jedmamosto/open-agent-engine The open-source compiler & multi-agent runtime for coding agents 4 Claude Code, Codex, OpenCode 2 586 tok
tungpsit/haki-skills AI workflow system — project initialization, task planning, and execution with TDD-first a 4 Claude Code, Codex 25 —
DevOtts/all-skills-you-will-ever-need My best practices and guidelines to improve the quality of AI-generated code in tools like 4 Claude Code 15 —
Garyzhu-hub/software-controlled-skills 4 Claude Code, Codex, OpenCode 4 292 tok
Haroon966/pinky-cursor 4 Claude Code, Codex, OpenCode 2 1,860 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 1,306 tok
alaarab/phren Personal AI knowledge system for Claude Code. Machine profiles, skills, MCP server. 4 Claude Code, Codex, OpenCode 1 6,628 tok
supavec/mcp-server supavec.com 4 Claude Code 1 612 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
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 1,745 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
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 —
mebusw/awesome-jackyshen-skills 4 Claude Code 2 —
toastynerd/emacs-mcp-server 4 Claude Code 1 630 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
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
liratanak/openproject-mcp OpenProject MCP 4 Claude Code 1 3,771 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
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 2,551 tok
leogue/StockMCP A Model Context Protocol (MCP) server providing real-time stock market data and financial 4 Claude Code 1 733 tok