How real projects configure their agents

45,012 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
iicmaster/antigravity-plugins Open-source Claude Code and Codex plugin adapters for the Antigravity CLI 7 Codex, OpenCode 1 355 tok
kkhgeo/METASCI Paper PDF Knowledge Extraction and Academic Writing – Claude Code Plugin 7 Claude Code 1 1,621 tok
ivan-magda/claude-superpowers Personally curated and maintained collection of Claude Code plugins 7 Claude Code, Codex, OpenCode 2 158 tok
JoshuaOliphant/claude-plugins Claude Code plugin marketplace - productivity and learning plugins 7 Codex, OpenCode 1 2,838 tok
futuregerald/futuregerald-claude-plugin 7 Claude Code 1 6,375 tok
shiiman/claude-code-plugins 7 Claude Code, Codex, GitHub Copilot, OpenCode 9 4,554 tok
Lab2A/metalworks Open-source marketing research + Reddit engagement library. Demand reports from real conve 7 Claude Code 2 554 tok
romain325/opencode-hooks-plugin Use claude code hooks definition in opencode. 7 Claude Code, OpenCode 1 —
easingthemes/dx-aem-flow AI-powered development plugins for Claude Code & Copilot CLI — requirements to PR workflow 7 Claude Code, Codex, Gemini CLI, OpenCode 5 12,015 tok
josephfung/strategy-os A Claude plugin that turns scattered strategy artifacts into a testable, executable system 7 Claude Code 1 1,168 tok
shandar/trace affordance.design Every decision traced from intent to ship. A Claude Code plugin that keeps your PRD in syn 7 Claude Code 4 —
akahkhanna/groundtruth Groundtruth — a Claude Code plugin that audits whether an agent actually did what it was a 7 Claude Code 1 2,531 tok
timmx7/acheron-mcp-server MCP server bridging context between Claude Chat, Code, and Cowork 7 Claude Code 1 2,957 tok
bitflight-devops/skilllint The best platform agnostic Linter for AI agent plugins and skills — validates structure, f 7 Claude Code, Codex, OpenCode 6 4,008 tok
haoyifan/Silicon-Pantheon siliconpantheon.com Silicon Pantheon - Tactics game played by AI agents coached by human 7 Claude Code 2 —
josefcohernandez/Curso-desarrollo-software-con-Claude-Code Curso completo de Claude Code en español: módulos de principiante a experto. Contexto, MCP 7 Claude Code 1 586 tok
nguyenvanduocit/confluence-mcp A Go-based Model Context Protocol (MCP) server for integrating AI assistants with Atlassia 7 Claude Code 1 825 tok
HigorAlves/orc orc.novacstack.com One command from “I want X” to a merged PR. 7 Claude Code, Codex, OpenCode 2 420 tok
aws-geospatial/amazon-location-agent-context Amazon Location Service context for AI coding assistants — available as Kiro Powers, Claud 7 Claude Code, Codex, OpenCode 2 2,436 tok
phkus/tinderbox-mcp An MCP server for interacting with the knowledge management tool Tinderbox. 7 Claude Code 1 1,106 tok
alexanderop/plausible-mcp MCP for interacting with the Plausible API 7 Claude Code 5 —
sumithr/sumo-qa pypi.org MCP server that brings senior-QA discipline to AI coding assistants — test planning, TDD, 7 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,650 tok
bshandley/homelab-mcp MCP server for homelab management - Docker, OPNsense, and TrueNAS integration 7 Claude Code 1 1,839 tok
baocin/claude-code-config My personal ~/.claude commands and *.md configs. 7 Claude Code 1 848 tok
Honeyfield-Org/eurlex-mcp-server 7 Claude Code 1 4,320 tok
BeckhamLabsLLC/linux-desktop-mcp 7 Claude Code 1 658 tok
yangfch3/Unity-MCP-Server MCP server plugin for Unity Editor — expose Editor capabilities to AI agents via standard 7 Kiro 4 1,877 tok
cristianoaredes/mcp-senado MCP server for Brazilian Federal Senate (Senado Federal) Open Data API - Access legislativ 7 Claude Code, Codex, OpenCode 2 3,769 tok
MitsudoAI/guru-pk-mcp mitsudoai.github.io Multi-round AI expert debate system via MCP - Three thought leaders engage in deep discuss 7 Claude Code 1 —
sminnee/lsp-mcp MCP server for LSP - providing IDE refactoring capabilities to coding agents 7 Claude Code 3 1,383 tok
yuly3/mcp-snowflake Model Context Protocol (MCP) server for Snowflake database connectivity and SQL query exec 7 Codex, OpenCode 1 69 tok
Whatsonyourmind/deckforge landing-two-beta-63.vercel.app Executive-ready slides, one API call away. API-first AI presentation engine with 32 slide 7 Claude Code 1 2,210 tok
pwelty/mcp_trilium paulwelty.com 🌳 Model Context Protocol (MCP) server for Trilium Notes - Connect your knowledge base to 7 Claude Code, Codex, OpenCode 2 181 tok
sandraschi/filesystem-mcp FastMCP 3.2.0+ server plus webapp for comprehensive file system operations, Git repository 7 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,626 tok
chapmanjw/rutherford-mcp-server Give your AI agent a crew. Model Context Protocol (MCP) tool to delegate, consensus build, 7 Claude Code, Codex, OpenCode 2 1,994 tok
Cosmicjedi/windows-admin-mcp MCP Server for Windows Server Administration - Remote troubleshooting via RDP protocol wit 7 Claude Code 1 988 tok
glassBead-tc/widescreen-research bidirectional MCP server orchestrating an army of research drones on Cloud Run in GCP 7 Claude Code 42 2,046 tok
Graph-tl/graph Agent-native persistent task graph. MCP server for agent planning and execution across ses 7 Claude Code 3 1,011 tok
hkopenai/hk-climate-mcp-server This is an MCP server that provides access to climate and weather data through a FastMCP i 7 Gemini CLI 1 356 tok
zealoushacker/aviation-weather-mcp MCP server for aviation weather from https://aviationweather.gov/data/api/ 7 Claude Code 1 498 tok
The-Swarm-Corporation/mcp-scribe swarms.ai Point it at an OpenAPI schema. Get an MCP server. 7 Claude Code 1 2,113 tok
SlideSpeak/slidespeak-onbrand slidespeak.co Design context for AI agents 7 Claude Code, Codex, OpenCode 7 186 tok
AlexMost/neuro-vault Your knowledge in like a USB drive 7 Claude Code, Codex, OpenCode 10 985 tok
PsychQuant/che-word-mcp Swift-native MCP server for Microsoft Word (.docx) — 233 tools, the first pure-Swift OOXML 7 Claude Code 1 1,295 tok
cyberpapiii/imessage-max MCP server for iMessage - AI-optimized tools for reading and sending messages 7 Claude Code, Codex, OpenCode 2 7,544 tok
mahadansar/sol-luna-orchestrator npmjs.com Adaptive orchestration for OpenAI Codex — decide when to delegate, route bounded work to i 7 Codex, OpenCode 1 885 tok
ityes22/game-design-document Anthropic Agent Skill: generates professional, publisher-grade Game Design Documents (.doc 7 Claude Code 1 524 tok
anishmoncivarghese/docsift Convert documents once. Give agents only what they need — PDFs and Office files to clean M 7 Claude Code 1 718 tok
yagyeshVyas/VibeGuard vibe-guard-site-ivory.vercel.app Free security & privacy scanner for AI-coded apps. 766 rules, 84 MCP tools, 13-layer defen 7 Claude Code 2 —
EYamanS/chisel An MCP server that lets AI agents build, edit, render, and export real 3D models from prim 7 Claude Code, Codex, OpenCode 2 404 tok