2,458 projects whose own agent configuration covers data and ai. These are not mods to install — they are how the maintainers of these repositories tell an agent what to do, and what to avoid.
All projects Building agents7,521Claude Code6,606Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,297Research2,295
Any agent Claude CodeCodexOpenCodeGitHub CopilotGemini CLICursorWindsurfKiro
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| EpleCheck/vibecheck eplecheck.github.io The CMS you talk to — a git-backed, schema-safe headless CMS you edit by chatting with an | 1 | Claude Code | 1 | 1,570 tok |
| hanzoai/mcp hanzo.ai Model Context Protocol server with 260+ tools for AI agents | 1 | Claude Code | 1 | 3 tok |
| mplogas/ltchiptool-mcp MCP server wrapping ltchiptool and bk7231tools for chip-level firmware extraction. Drives | 1 | Claude Code | 1 | 471 tok |
| yangsong7/LLM-Infra-Advisor-MCP | 1 | Claude Code | 1 | 1,366 tok |
| nocoo/mcp-make-sound 🔊 A Model Context Protocol (MCP) server that provides system sound playback capabilities | 1 | Claude Code | 1 | 448 tok |
| cskwork/keyword-rag-mcp MCP Knowledge Retrieval Server: An MCP server that searches Markdown documents using the B | 1 | Claude Code | 1 | 514 tok |
| eclipsevr-live/twitch-mcp A Model Context Protocol (MCP) server which allows MCP Clients (such as Claude) to connect | 1 | Claude Code | 1 | 1,355 tok |
| yigitkonur/example-mcp-stateful stateful MCP server with Redis sessions, event sourcing, and horizontal scaling | 1 | Claude Code | 1 | 542 tok |
| Limecooler/fda-mcp MCP server providing LLM-optimized access to FDA data via the OpenFDA API | 1 | Claude Code | 1 | 641 tok |
| yigitkonur/example-mcp-sse reference MCP server over SSE transport — calculator domain, teaching patterns | 1 | Claude Code | 1 | 640 tok |
| steveandroulakis/temporal-nexus-mcp-demo A comprehensive sample application demonstrating how to bridge Model Context Protocol (MCP | 1 | Claude Code | 1 | 2,324 tok |
| hnkatze/PrimeNG_MCP MCP server providing PrimeNG component documentation as tools for AI assistants — query pr | 1 | Claude Code | 1 | 3,180 tok |
| alejoair/mcp-terminal MCP Terminal Server - Interactive terminal sessions via Model Context Protocol | 1 | Claude Code | 1 | 1,004 tok |
| griffinwork40/twilio-mcp Model Context Protocol (MCP) server for Twilio SMS messaging with intelligent conversation | 1 | Claude Code | 1 | 1,770 tok |
| cvsloane/mainwp-mcp | 1 | Claude Code, Codex, OpenCode | 2 | 245 tok |
| richinex/berry-mcp A tool to bootstrap model context protocol (MCP) servers | 1 | Claude Code | 1 | 600 tok |
| elevateinformatics/mcp-server-odoo A Model Context Protocol (MCP) server that enables AI assistants to securely interact with | 1 | Claude Code | 1 | — |
| geowa4/managed-notifications-mcp An MCP server for searching openshift/managed-notifications | 1 | Claude Code | 1 | 676 tok |
| cosmocoder/mcp-web-docs Self-hosted MCP server to index and search any documentation site—public or private | 1 | Claude Code, Codex, Cursor, OpenCode | 3 | 6,381 tok |
| lmorchard/oblique-strategies-mcp An MCP (Model Context Protocol) server that provides access to Brian Eno and Peter Schmidt | 1 | Claude Code | 1 | 774 tok |
| SynclyAI/gmail-mcp A Model Context Protocol (MCP) server that provides read-only Gmail access to Claude CLI w | 1 | Claude Code | 1 | 628 tok |
| CyberGitJul/gramps-remote-mcp Remote MCP server for the Gramps Web genealogy REST API — guarded write workflow with an u | 1 | Claude Code | 1 | 1,284 tok |
| ParkviewLab/ebony-enriching an mcp lab notebook | 1 | Claude Code, Codex, OpenCode | 2 | 1,004 tok |
| andrewgazelka/arc-mcp MCPB extension for controlling Arc browser using AppleScript through the Model Context Pro | 1 | Claude Code | 1 | 92 tok |
| crlian/mcp-pyatv pypi.org MCP server for controlling Apple TV, HomePod, and AirPlay devices. Control your TV with na | 1 | Claude Code | 1 | 1,146 tok |
| ArthurSrz/graphRAGmcp graphragmcp-production.up.railway.app Repo for the MCP of the law graph | 1 | Claude Code | 1 | 212 tok |
| modelmycontext/mmc-mcp Model Context Protocol server that orchestrates AI-assisted business workflows through out | 1 | Claude Code | 1 | 1,830 tok |
| jmpijll/unraid-code-mode-mcp Code-mode MCP server for the Unraid 7.2+ GraphQL API. Two tools (search + execute) with Qu | 1 | Claude Code, Codex, OpenCode | 2 | 951 tok |
| stevesimpson418/gmail-mcp-server A local MCP server that gives Claude native tool-level access to Gmail | 1 | Claude Code | 1 | 916 tok |
| aigentive/youtube-gemini-mcp | 1 | Claude Code | 1 | 1,541 tok |
| chepetime/calibre-librarian-mcp Model Context Protocol (MCP) server that surfaces your Calibre catalog to Claude via xmcp. | 1 | Claude Code | 1 | 590 tok |
| otolab/search-docs Local document search system - provides vector search functionality for Markdown documents | 1 | Claude Code, Codex, OpenCode | 2 | 2,517 tok |
| zxkane/quip-mcp-server-typescript A Model Context Protocol (MCP) server for fetching Quip documents, featuring support for b | 1 | Claude Code | 1 | 777 tok |
| hydai/taiwan-data-hub An open-source, self-hostable MCP service hub for Taiwan public data. Currently in design | 1 | Claude Code | 1 | 4,296 tok |
| MindsetConsulting/sflight-mcp mindsetconsulting.com SAP Flight data model as a CAP CDS app with an MCP server for AI tool integration. | 1 | Claude Code | 1 | 4,525 tok |
| maxiomus/mcp-shopify-admin A Model Context Protocol server that exposes Shopify Admin API capabilities to LLMs. | 1 | Claude Code | 1 | 1,288 tok |
| Chrisp671/ZenithBridge Connect your Zenith and other AI tools to your Obsidian notes using Model Context Protocol | 1 | Claude Code | 1 | 1,591 tok |
| dailybeast/parsely-mcp Model Context Protocol server for Parse.ly analytics API | 1 | Claude Code | 1 | 1,251 tok |
| cijlabs/abis-mcp ABIS MCP Server - Real-time AI behavioral drift monitoring. 37 tools, 11 models, determini | 1 | Claude Code | 1 | 689 tok |
| jtsang4/better-qdrant-mcp A Model Context Protocol (MCP) server that provides tools to store and retrieve informatio | 1 | Claude Code, Codex, OpenCode | 2 | 1,206 tok |
| mohllal/markdown-rag-mcp 📖 A Retrieval-Augmented Generation (RAG) MCP server for markdown documentation with seman | 1 | Claude Code | 9 | 427 tok |
| arman-tech/spatial-memory-mcp Spatial Memory MCP Server - A vector-based memory system for LLMs that treats knowledge as | 1 | Claude Code | 1 | 915 tok |
| RECTOR-LABS/markitdown-mcp-server MCP server for Microsoft Markitdown - Convert documents (PDF, DOCX, PPTX, images) to clean | 1 | Claude Code, Codex, OpenCode | 2 | 6,372 tok |
| lzx1413/mcp-agent-review An MCP (Model Context Protocol) server that provides agentic code review powered by OpenAI | 1 | Claude Code | 1 | 679 tok |
| rumbitopi/mail-cal-drive-mcp | 1 | Claude Code | 1 | 1,215 tok |
| corcoran/almanac almanac-fitness.com A fitness tracker you talk to instead of tapping through forms | 1 | Claude Code | 1 | 6,316 tok |
| samkim/spicedb-mcp-server Model Context Protocol (MCP) server for SpiceDB. Connects LLMs to SpiceDB to explore and | 1 | Claude Code | 1 | 242 tok |
| JoaoCarabetta/basedosdados-mcp | 1 | Claude Code, Gemini CLI | 2 | 3,411 tok |
| LA3D/mcp_vocabulary_service Vocabulary Service using Model Context Protocol (MCP) | 1 | Claude Code | 1 | 1,441 tok |
| ardaglobal/mcp-ardaglobal-code arda-global.fastmcp.app Arda Vector Database MCP Server | 1 | Claude Code | 1 | 4,927 tok |