How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
agenthill/vaultpilot-mcp vaultpilot-mcp.ai Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compr 4 Claude Code, Codex, OpenCode 2 7,509 tok
woodwosj/OdooDevMCP Odoo 19 MCP Server module — gives AI agents terminal, database, filesystem, and ORM access 4 Claude Code 4 1,583 tok
Enablement-Engineering/gobbler enablement-engineering.github.io The missing link between your content and AI. Convert YouTube, documents, web pages, and a 4 Claude Code, Codex, OpenCode 3 2,026 tok
DaniAkash/mac-mcp Read-only MCP server for native macOS apps (Mail, Notes, Calendar, Reminders, Contacts, Me 4 Claude Code 1 268 tok
lucasliet/youtube-transcript-mcp MCP and CLI to extract subtitles from youtube videos. based on python's lib youtube-transc 4 Claude Code, Codex, OpenCode 3 2,152 tok
IntelligentElectron/pdf-analyzer PDF analysis made easy for every AI agent 4 Claude Code, Codex, OpenCode 4 1,901 tok
agenticvault/agentic-vault agenticvault.dev Server-side EVM signing with AWS KMS and built-in DeFi protocol awareness. Expose your wal 4 Claude Code 1 1,489 tok
156554395/image-video-generation-mcp A free MCP (Model Context Protocol) server for image and video generation. 4 Claude Code 1 1,215 tok
fuzzylabs/capsule-mcp 4 Claude Code 1 1,520 tok
joaovjo/linkedin-mcp-server-ts 4 Claude Code, Codex 5
vcon-dev/vcon-mcp An MCP Server for vCons 4 Claude Code, Cursor 2 3,345 tok
Chisanan232/clickup-mcp-server chisanan232.github.io 🦾 A strong MCP server for ClickUp. 4 Claude Code 1 2,367 tok
hildersantos/bike-mcp-server MCP server for Bike outliner on macOS. Read, create, and manipulate outlines via AI assist 4 Claude Code 1 640 tok
bmya/claude-odoo-api MCP server for Odoo 19 External JSON-2 API with multi-company support, image processing, r 4 Claude Code, Gemini CLI 2 4,550 tok
Blyawon/tokensStudioMCP CLI and MCP server that reads Tokens Studio applied tokens from a Figma URL. Compact tree, 4 Claude Code 1 2,286 tok
Dorkside/siteone-mcp-server MCP (Model Context Protocol) server written in TypeScript that wraps the SiteOne Crawler C 4 Claude Code 1 749 tok
123pc/Geogebra_mcp A tool that can help cc/ codex to use geogebra 4 Claude Code, Codex, OpenCode 2 580 tok
Knuckles-Team/media-downloader Download videos and audio from the internet! Out of the box A2A Server and MCP Server 4 Claude Code, Codex, OpenCode 2 3,913 tok
inconcept/bitbucket-mcp 4 Claude Code, Codex, OpenCode 3 125 tok
mrsimpson/agentskills-mcp MCP server that exposes Claude Code Agent Skills to any MCP-compatible agent 4 Claude Code 1
ryanthedev/claude-mux.mcp Single-tool MCP server for tmux — self-describing actions, plain text responses, paginatio 4 Claude Code 1 1,032 tok
scottschram/kokoro-tts-mcp MCP server for Mac Kokoro-82M text-to-speech on Apple Silicon via MLX. Gives Claude Code, 4 Claude Code 1 1,118 tok
outerheaven199X/Bags-SDK-hackathon outerheaven199x.github.io Launch a coin in 3 steps from your terminal. 43 MCP tools. Fee splits, claims, Dexscreener 4 Claude Code 1 350 tok
bunizao/okta-auth CLI and MCP server for Okta SSO authentication with persistent session management 4 Claude Code, Codex, OpenCode 2 1,223 tok
PSPDFKit/nutrient-pdf-mcp-server A powerful Model Context Protocol server for LLM-driven PDF document analysis and explorat 4 Claude Code 1 758 tok
alizeeblack-code/zhihu-mcp 4 Claude Code 1 827 tok
civicteam/x402-mcp X402 payment integration for Model Context Protocol (MCP) 4 Claude Code 1 357 tok
davlgd/clever-code-mode-mcp An MCP server that gives AI agents full access to the Clever Cloud API through just two to 4 Claude Code 1 577 tok
cirwel/unitares Accountability infrastructure for long-running AI agents. Self-hosted MCP server: identity 4 Claude Code, Codex, OpenCode 2 14,192 tok
q0tik/q0t-telegram-mcp 4 Claude Code 1 1,244 tok
ljzloser/mcp_tools 4 Claude Code, GitHub Copilot 10 2,906 tok
babosina/libraryMCP 4 Claude Code 2 503 tok
justinhaaheim/apple-reminders-mcp MCP server for Apple Reminders on macOS via EventKit 4 Claude Code 5 2,801 tok
heath0xFF/jeltz A framework that connects AI assistants to physical devices - sensors, actuators, cameras, 4 Claude Code 1 842 tok
andreahaku/llm_memory_mcp 4 Claude Code 1 2,645 tok
2514385224/middle-tool Multi-environment middleware connection manager with unified MCP export for Cursor and Cla 4 Claude Code, Codex 1
tetmin/mcp-beeper-texts 4 Claude Code 1 1,165 tok
arkadiusz-rosiak/aem-dev-mcp MCP server for Adobe Experience Manager development 4 Claude Code 1 1,120 tok
vltansky/console-bridge-mcp npmjs.com 4 Claude Code, Codex, OpenCode 2 2,022 tok
tosssssy/mcp-server-debug-thinking 4 Claude Code 1 1,173 tok
achimstruve/mcp-https-OAuth-database-template A minimal MCP-HTTP-template that allows to distribute MCP server access via API-key author 4 Claude Code 1 1,559 tok
swkstudios/unifi-fabric-mcp-server MCP server for UniFi Fabric API — manage your entire UniFi network through AI assistants 4 Claude Code 1 2,644 tok
staccDOTsol/openzoo Local x402-paying proxy + MCP server for openzoo.fun — any OpenAI-compatible harness, no c 4 Claude Code 4 1,029 tok
moleculerjs/mcp-server MCP server mixin for Moleculer 4 Claude Code 2 595 tok
Tripletex/mcp-dependency-version 4 Claude Code 1 762 tok
JVinceW/uasset-reference-memory-mcp 4 Claude Code, Codex, OpenCode 2 387 tok
OGZamasu/agent-inbox A place to send your AI agent things to look at. Send links from your phone or browser; Cl 4 Claude Code, Codex, OpenCode 2 1,254 tok
FeanorsCodeSL/imladris Rivendell-style council for AI agents: a stdio MCP server that convenes multi-provider mod 4 Claude Code, Codex, OpenCode 3 2,672 tok
serpro69/pal-mcp-server The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / 4 Claude Code, Codex, OpenCode 3 2,903 tok
BukeLy/pageindex-light-mcp Lightweight Agentic PDF Search via MCP — Vectorless, reasoning-based document retrieval 4 Claude Code 1 167 tok