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
markdevshop/vector-mcp Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVec 11 Claude Code, Codex, OpenCode 2 3,027 tok
craftingcodegig/vector-mcp Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVec 11 Claude Code, Codex, OpenCode 2 3,027 tok
lightszentip/laravel-release-changelog-generator Generate a changelog and releases with version management with artisan 11 Claude Code, Codex, OpenCode 4 799 tok
tkellogg/tupac A terminal MCP client based on the OpenAI responses API. 11 Codex, OpenCode 1 1,498 tok
stacklok/toolhive-cloud-ui ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highlighting metada 11 Claude Code, Codex, GitHub Copilot, OpenCode 4 9,438 tok
armoin2018/ai-ley Level the AI playing field with robust AI Evolving Personas, Instruction Sets, Commands fo 11 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 124 tok
RegiByte/mcp-client-app A mcp client chat application built for learning purposes 11 Claude Code 1 250 tok
StacklokLabs/mcp-optimizer MCP server that acts as an intelligent intermediary between AI clients and multiple MCP se 11 Claude Code 10 817 tok
ryanthedev/penman Convert markdown to rich text styled for any platform — Slack, Teams, Discord, Word, Notio 11 Claude Code 1 188 tok
BastiDood/dependency-wrangler dev.to A Claude Code marketplace for plugins that wrangle your dependencies. 11 Claude Code, Codex, OpenCode 3 92 tok
leorosignoli/jira-zephyr-mcp MCP for integrating with Jira's zephyr. 11 Claude Code, Gemini CLI 2 738 tok
fiedlermarius/sbox-mcp-documentation 11 Claude Code 1 —
betancur/keynote-mcp A Model Context Protocol (MCP) server that enables AI assistants to control Keynote presen 11 Claude Code 1 1,041 tok
gilby125/opencode-mcp-tool 11 Codex, OpenCode 1 485 tok
rygwdn/obsidian-mcp-plugin Obsidian plugin providing Model Context Protocol (MCP) integration 11 Claude Code 1 302 tok
atxp-dev/cli docs.atxp.ai Command Line Interface for creating ATXP applications 11 Claude Code 1 96 tok
david-strejc/sage-mcp 🧙 SAGE-MCP: Simple AI Guidance Engine for Claude - Universal AI assistant with smart mode 11 Claude Code 1 1,257 tok
hi0001234d/coding-agent-mcp-tools Curated list of coding agents and MCP tools for maintenance, debugging, and development wo 11 Claude Code 2 688 tok
ezhou89/medical-research-mcp-suite AI-Enhanced Medical Research API unifying ClinicalTrials.gov, PubMed, and FDA databases wi 11 Claude Code 1 2,349 tok
Tai-DT/mcp-tailwind-gemini MCP Tailwind Gemini - AI-powered CSS generation and framework integration tool 11 GitHub Copilot 1 494 tok
aryaminus/controlkeel controlkeel.com Agent control plane for governed AI coding: validate changes, enforce policy gates, track 11 Codex, OpenCode 1 2,338 tok
lilepeeps/Azure-DrawIO-MCP Generate editable Draw.io diagrams for Azure architectures via MCP 11 Claude Code, Codex, GitHub Copilot 2 2,006 tok
sack-kazu/UnityNaturalMCPExtensionTools 11 Claude Code 1 2,682 tok
chat-prompt/notion-mcp-fast 11 Claude Code 1 1,013 tok
ymxfl/dom-pointer-mcp DOM Pointer MCP bridges the gap between browsers and AI coding tools. Instead of manually 11 Claude Code 1 1,330 tok
Mzaxd/dm8-mcp Dameng Database MCP 11 Codex, OpenCode 1 926 tok
swen128/cloud-logging-mcp MCP server for querying Google Cloud Logging 11 Claude Code 1 534 tok
ajevans99/swift-mcp-toolkit Strongly typed MCP tools in Swift 11 Codex, OpenCode 1 365 tok
wmill/minecraft-api-mcp 11 Claude Code, Codex, OpenCode 2 14,865 tok
mosif16/Doc-Mcp 11 Claude Code 1 8,572 tok
mattjoyce/mcp-construe A FastMCP server that loads personal context from Obsidian vaults using frontmatter filter 11 Claude Code 1 1,755 tok
babushkai/claude-code-config Production-ready Claude Code configuration defaults. Hooks, Skills, Rules, Permissions, MC 11 Claude Code 11 389 tok
controlplane-com/ai-plugin controlplane.com AI assistant plugin for Control Plane: Claude Code, Codex, Antigravity, and MCP workflows 11 Claude Code 1 2,273 tok
chriscox/agent-skills Reusable skills for AI coding agents — Claude Code, Codex, Gemini CLI, and OpenClaw 11 Claude Code 1 1,200 tok
rcampos09/performance-testing-skills rodrigo-campos.dev Open-source Claude Code skills for performance and load testing. Install any skill to get 11 Claude Code 1 1,963 tok
nasqret/lean-interact Interactive Lean 4 + Mathlib formalization from a Claude Code conversation 11 Claude Code 7 4,212 tok
aimerdoux/wavex-os Open-source operating system for running an AI agent company on your own machine. Clone, r 11 Claude Code 1 2,420 tok
PsYcGoD/sage SAGE — Save AI coding tokens by compressing terminal output, keeping raw logs local, and t 11 Claude Code, Codex, OpenCode 2 1,620 tok
Nauro-AI/nauro nauro.ai Decision system for software built with AI 11 Claude Code, Codex 6 3,987 tok
petergaultney/lemonaid 🍋🥤 When life gives you LLMs... 11 Codex, OpenCode 1 1,232 tok
arpitkath/backstory Local-first memory for AI-assisted coding. Git shows what changed. Backstory shows why. 11 Claude Code 3 723 tok
JHostalek/dotclaude jhostalek.github.io Agent skills for agentic coding tools. Extremely opinionated. Updated (almost) daily. 11 Claude Code 1 102 tok
aperepel/claude-mlx-tts Voice-cloned smart attention TTS notifications for Claude Code. AI summarizes deep work se 11 Claude Code, Codex, OpenCode 2 1,097 tok
aiagentwithdhruv/ai-dev-stack Production-grade AI coding rules for Cursor and Claude Code. 15 rules + 9 doc templates + 11 Claude Code 1 —
crevissepartners/projmux A tmux-native workspace for multi-agent AI development across Claude Code, Codex, and An 11 Codex, OpenCode 1 3,118 tok
Smart-AI-Memory/attune-ai attune-ai.dev Persistent memory and receipt-verified workflows for Claude Code — plugin, MCP server, and 11 Claude Code, Codex, OpenCode 51 6,049 tok
zircote-plugins/sdlc-quality Software Development Lifecycle standards plugin for AI coding assistants. Enforces build, 11 Codex, GitHub Copilot, OpenCode 2 2,660 tok
2389-research/ccvault 2389.ai Archive, search, and analyze Claude Code conversation history through a CLI, terminal UI, 11 Claude Code 1 419 tok
Writbase/writbase MCP-native task management for AI agent fleets 11 Claude Code 1 293 tok
sigilco/agentplugins agentplugins.pages.dev Write AI agent plugins once, ship to multiple agents (Claude Code, OpenCode, Pi, and more) 11 Codex, OpenCode 1 352 tok