How real projects configure their agents

31,977 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
spruikco/fat-agent-skill FAT Agent (Fix, Audit, Test) — a Claude Skill that automates post-launch website QA. Audit 38 Claude Code 1 736 tok
heffrey78/lifecycle-mcp MCP server for managing project lifecycles 38 Claude Code 2 2,559 tok
adrian-d-hidalgo/nestjs-mcp-server 38 Claude Code 16 1,245 tok
TrueCrimeDev/ahk-mcp AutoHotkey v2 MCP Server with prompts, code completion, and diagnostics 38 Claude Code, Codex, OpenCode 16 1,639 tok
galaxyproject/galaxy-mcp 38 Claude Code 1
dguido/google-workspace-mcp npmjs.com MCP server for Google Drive, Docs, Sheets, Slides, Calendar, Gmail, and Contacts 38 Claude Code 1 1,704 tok
theafh/ai-modules A collection of professional AI skills, packaged as Claude and Codex plugins and deployabl 38 Claude Code, Codex, OpenCode 2 5,050 tok
padmarajnidagundi/Playwright-AI-Agent-POM-MCP-Server Playwright AI Agent POM MCP ServerPlaywright AI Agent using Page Object Model (POM) archit 38 Claude Code, Codex, GitHub Copilot 10 1,344 tok
trip2g/trip2g trip2g.com Open-source MCP knowledge mesh - self-host your second brain, expose it to AI agents, fede 38 Claude Code, Codex, OpenCode 2 3,217 tok
MonadWorks/agentify Agent Interface Compiler — One command. Every agent speaks your product. Transform OpenAPI 38 Claude Code, Codex, OpenCode 2 2,479 tok
ahundt/ai-session-search Ultra-fast rust-powered AI agent session search and analysis. Search millions of messages 38 Claude Code, Codex, OpenCode 3 1,343 tok
LeanOS-Technologies/strategy-os leanos.tech The validation layer for solo founders. Research, strategy, and validation on Claude Code 38 Claude Code 16 988 tok
dweekly/quicken-mac-mcp dweekly.github.io MCP server providing read-only access to Quicken For Mac financial data via Claude 38 Claude Code 1 343 tok
stephanj/LSP4J-MCP A Java MCP (Model Context Protocol) server that wraps JDTLS (Eclipse JDT Language Server) 38 Claude Code, Codex, OpenCode 2 549 tok
CopilotKit/skills AI agent skills for CopilotKit — setup, develop, integrate, debug, upgrade, and contribute 38 Claude Code, Codex, OpenCode 2 356 tok
gabelul/slopbuster Strips the AI tells out of prose, code, and academic writing. 152 patterns from real AI-vs 38 Claude Code 1 779 tok
decriptor/AvaloniaUI.MCP decriptor.github.io MCP server for AvaloniaUI 38 Claude Code 1 1,146 tok
kkollsga/kglite Embedded Cypher knowledge graph for Python and Rust. Bundled MCP server, describe() schema 38 Claude Code 1 13,278 tok
DanWahlin/github-azure-agentic-journeys aka.ms Idea → Prototype → Reality: Agentic journeys to help you build and deploy applications to 38 Claude Code, Codex, OpenCode 10 2,944 tok
inceptyon-labs/TARS TARS is a centralized hub for discovering, creating, editing, and managing Claude Code res 38 Claude Code, Codex, OpenCode 11 552 tok
webdriverio/mcp npmjs.com A Model Context Protocol (MCP) server that enables AI assistants to interact with web brow 38 Claude Code 1 3,125 tok
zero8dotdev/smriti Shared memory for AI-powered engineering teams. Captures, indexes, and recalls conversatio 38 Claude Code, Codex 2 2,832 tok
skyllc-ai/UltraFastFileSearch Ultra-fast file search for Windows using NTFS MFT 38 Claude Code 3 2,058 tok
kocakli/Trello-Desktop-MCP trello.mcplab.tr Trello integration for Claude Desktop via Model Context Protocol (MCP) - 19 tools for comp 38 Claude Code 1 893 tok
coleam00/evolution-of-ai-agents Three working examples showing how AI agent development evolved - from traditional RAG to 38 Claude Code 1
eternnoir/aistudio-mcp-server Google AI Studio MCP Server - Powerful Gemini API integration for Model Context Protocol w 38 Claude Code 1 1,064 tok
plausibleventures/lattice lattice.plausible.ventures Isometric games made easy — an agentic game kit. 12 agent skills over 9 zero-dependency Ty 38 Claude Code, Codex, OpenCode 2 3,158 tok
juliusz-cwiakalski/agentic-delivery-os ADOS Turn AI into a repeatable, auditable SDLC: ticket → spec → plan → PR → quality gates 38 Claude Code, Codex, OpenCode 2 4,267 tok
crewplaneai/crewplane Run reviewable, resumable coding-agent workflows across Claude Code, Codex, Gemini, GitHub 38 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 1,839 tok
itallstartedwithaidea/agent-skills googleadsagent.ai The definitive open-source agent skills library for AI-powered Google Ads management. 73+ 38 Claude Code, Codex, OpenCode 2 572 tok
LaGrowthMachine/gtm-system lagrowthmachine.com Open-source Claude skills and an MCP server for Sales and GTM teams: build Sales Navigator 38 Claude Code 1 2,395 tok
dejuknow/md-redline Inline review comments for markdown specs. Built-in MCP server hands feedback directly to 38 Claude Code, Codex, OpenCode 2 29,483 tok
dleerdefi/claude-code-construction Claude Code skills for construction professionals. 38 Claude Code 1 456 tok
strausmann/mcp-dockhand MCP Server for Dockhand Docker Management - exposes 130+ API endpoints as MCP tools 38 Claude Code, GitHub Copilot 4 2,565 tok
mordor-forge/study-skill Claude Code skill for interactive learning with FSRS-6 spaced repetition, research agents, 38 Claude Code, Codex, OpenCode 2 644 tok
slash9494/ai-config-sync-manager Bidirectional sync for Claude Code and Codex — instructions, skills, agents, MCP servers, 38 Claude Code, Codex, OpenCode 2 761 tok
glazperle/kimai_mcp A comprehensive Model Context Protocol (MCP) server for Kimai time-tracking integration. P 38 Claude Code 1 9,346 tok
pragprogrammer/mcp-ynab budget-lens-vert.vercel.app 38 Claude Code 1 683 tok
anthony-chaudhary/fak anthony-chaudhary.github.io Agentic Runtime 38 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 80 15,389 tok
sandraschi/windows-computer-use-mcp Windows Computer Use for AI Agents. Both a tool (22 MCP tools for click, type, screenshot, 38 Claude Code, Codex, Cursor, OpenCode 3 1,328 tok
IntelligentElectron/universal-netlist Give AI agents the power to read Cadence, Altium, and KiCad designs 38 Claude Code, Codex, OpenCode 4 2,589 tok
seiichi3141/kokkai_giji_mcp 38 Claude Code 1 1,486 tok
NatLabRockies/openstudio-mcp 38 Claude Code, Codex, OpenCode 19 2,866 tok
AbdullahHameedKhan/karpathy-ponytail-skills Karpathy's LLM coding guidelines merged with Ponytail's laziness ladder, think before codi 38 Claude Code, Codex, OpenCode 2 2,217 tok
wangbinquan/agent-workflow 38 Claude Code, Codex, OpenCode 2 10,499 tok
ratacat/pro-cli Agent native CLI for querying ChatGPT Pro and Deep Research through your own logged-in web 38 Claude Code, Codex, OpenCode 2 515 tok
itsthisjustin/sd-plugins 38 Claude Code 1
monorailcss/MonorailCss.Framework monorailcss.github.io 38 Claude Code 4 1,386 tok
Randroids-Dojo/PlayGodot Playwright for Godot game engine. A Godot plugin for headless test automation. 38 Claude Code, Codex, OpenCode 4 690 tok
Franlinozz/Sluice sluiceflow.vercel.app Sluice is a toll booth for the AI-read web. Creators price the smallest unit of what they 37 Claude Code 1 7,178 tok