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 docs2,296Research2,295
Any agent Claude CodeCodexOpenCodeGitHub CopilotGemini CLICursorWindsurfKiro
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| elliottatran/mcp_db | 0 | Claude Code | 8 | 6,574 tok |
| oleksiitrembach/gigaspec The first MCP-native specification framework for AI coding agents. | 0 | Claude Code, Cursor | 2 | 129 tok |
| camilojourney/holusight codesight-nine.vercel.app MCP server for semantic code search — hybrid BM25 + vector retrieval with RRF | 0 | Claude Code, Codex, OpenCode | 16 | 7,378 tok |
| JMRussas/ollama-mcp MCP server exposing local Ollama instances as tools for AI coding assistants. Multi-host r | 0 | Claude Code | 1 | 656 tok |
| sruckh/aiimagemultistyle A Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's | 0 | Claude Code | 1 | 368 tok |
| jhubbardsf/dfns-mcp A Model Context Protocol (MCP) server that provides AI agents with access to the DFNS docu | 0 | Claude Code | 1 | 934 tok |
| MacromNex/esmfold_mcp ESMFold MCP server for protein structure prediction | 0 | Claude Code | 1 | 805 tok |
| MacromNex/spired_stab_mcp SPIRED-Stab MCP server for protein stability prediction | 0 | Claude Code | 1 | 856 tok |
| desvert/otparse-mcp Containerized MCP server for parsing OT/ICS packet captures. Uses tshark to dissect Modbus | 0 | Claude Code | 1 | 806 tok |
| MarcoAR1/botuyo-mcp BotUyo MCP Server - create and manage AI agents via Model Context Protocol | 0 | Claude Code, Codex | 1 | — |
| jerichosequitin/fathom-ai-mcp A Model Context Protocol server for the Fathom AI meeting intelligence API. | 0 | Claude Code, Codex, OpenCode | 2 | 876 tok |
| AlanRoybal/prompte-mcp | 0 | Claude Code | 1 | 504 tok |
| Invictus-Labs/code-whisperer-mcp MCP server for The Code Whisperer — Claude Code skills, CLAUDE.md templates, and prompt pa | 0 | Claude Code | 1 | 513 tok |
| JoshuaRamirez/advanced-prompting-engine Universal prompt creation engine — MCP server with 10-axis philosophical manifold | 0 | Claude Code | 4 | 4,140 tok |
| firyomaefx/job-application-mcp Local-first, open-source job application assistant built on the Model Context Protocol. Fr | 0 | Claude Code | 1 | 1,209 tok |
| optimize-overseas/lob-mcp Model Context Protocol server for the Lob.com API. Lets LLMs verify addresses and send phy | 0 | Claude Code | 1 | 5,288 tok |
| juice094/devbase The open-source World Model Compiler for developer workspaces. One engine for code context | 0 | Claude Code, Codex, OpenCode | 2 | 7,464 tok |
| NalluriTanavreddy/slugline-mcp pypi.org MCP server that gives screenwriters brutal, evidence-based script analysis — mood, similar | 0 | Claude Code | 1 | 3,891 tok |
| LuzzyMeow/LuzzyTool LuzzyTool is an MCP (Model Context Protocol) server that provides AI assistants with local | 0 | Claude Code | 1 | 87 tok |
| theriz78/eclectique-browser-mcp MCP server that turns any live URL into a multi-output design bundle: a11y tree, design to | 0 | Claude Code | 1 | 770 tok |
| SusuTawar/ragi local-first per project RAG implementation | 0 | Claude Code, Codex, OpenCode | 3 | 230 tok |
| andreidore/datadog-mcp Datadog MCP Server - Comprehensive monitoring and observability tools for Datadog via Mode | 0 | Claude Code | 1 | 1,686 tok |
| obrien-matthew/mcp-plex pypi.org MCP server for Plex -- media discovery, search, and library management for Claude and othe | 0 | Claude Code, Codex, OpenCode | 2 | 295 tok |
| millsymills-com/gandi-mcp Python MCP server for the Gandi v5 API: domains, LiveDNS, email, billing, organizations, a | 0 | Claude Code | 1 | 2,635 tok |
| amcheste/overleaf-mcp amcheste.github.io Edit your Overleaf projects from Claude. Local, auditable, single-user by design. stdio fo | 0 | Claude Code | 1 | 492 tok |
| asgard-ai-platform/mcp-mayo pypi.org MCP Server for MAYO Apollo HRM — 33 AI-callable tools for people, attendance, and payroll | 0 | Claude Code | 1 | 685 tok |
| orjahren/nettskjema-mcp Model Context Protocol (MCP) for Nettskjema. | 0 | Claude Code | 1 | 338 tok |
| LeonMare/vozclara vozclara.app Multilingual AI study tool. Paste any public video URL to get a structured Knowledge Pack | 0 | Claude Code | 1 | 3,555 tok |
| Jah-yee/diagrams-mcp-server microsoft.github.io MCP server for generating professional infrastructure diagrams using the Python diagrams D | 0 | Claude Code, Codex, OpenCode | 2 | 5,053 tok |
| nickshffer/graph-rag-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 2,966 tok |
| aliwatters/rod-mcp Model Context Protocol Server of Rod | 0 | Claude Code, GitHub Copilot | 2 | 820 tok |
| chaitanya-jadhav11/notes-mcp Notes Model-Context-Protocol (MCP) | 0 | Claude Code | 1 | 593 tok |
| getledric/ledric getledric.com Self-hosted, MCP-native CMS. One Node process, one SQLite file, structured tools for agent | 0 | Claude Code | 1 | 4,235 tok |
| windboyk0/table-context-mcp An MCP server that converts Excel-based table definition documents into knowledge for LLMs | 0 | Claude Code | 1 | 2,547 tok |
| CodingWithCalvin/VSC-MCPServer marketplace.visualstudio.com A Visual Studio Code extension that exposes an MCP (Model Context Protocol) server, giving | 0 | Claude Code | 1 | 1,123 tok |
| luciVuc/shell-mcp lucivuc.github.io A production-ready MCP (Model Context Protocol) server that provides shell command executi | 0 | Claude Code | 1 | 1,484 tok |
| vaporif/mcp-server-qdrant Rust MCP server for Qdrant with local embeddings (Candle/ONNX) | 0 | Claude Code | 1 | 794 tok |
| criblio/ultra-confluence-mcp MCP server for Confluence Cloud - Full API access for AI models | 0 | Claude Code | 1 | 880 tok |
| compasify/redmine-mcp-server Model Context Protocol (MCP) server for Redmine that provides comprehensive access to the | 0 | Claude Code | 2 | 741 tok |
| DarkoKuzmanovic-archived/reddit-mcp quz.ma MCP server that lets LLMs fetch and read Reddit posts, comments, and subreddit listings — | 0 | Claude Code | 1 | 250 tok |
| obrien-matthew/mcp-spotify pypi.org MCP server for Spotify -- playlist building, playback control, and music discovery for Cla | 0 | Claude Code, Codex, OpenCode | 2 | 295 tok |
| nikolasbarwicki/mcp-prompt-lab Prompt evaluation workbench as an MCP server — run evals, compare providers, and test as | 0 | Claude Code, Codex, OpenCode | 2 | 241 tok |
| XamuAvila/chrome-workflows Claude workflows for testing in claude chrome and improve testing with Playwright and Brow | 0 | Claude Code, Codex, OpenCode | 10 | 1,786 tok |
| vosesoftware/modelrisk-mcp An open Model Context Protocol server for Vose Software's ModelRisk Excel add-in. | 0 | Claude Code | 1 | 1,077 tok |
| BumpyClock/file-tools-mcp MCP server providing file tools for LLMs and coding agents to quickly get project context | 0 | Claude Code | 1 | 996 tok |
| subtype-space/subspace-trmnl subtype.space (Formally known as subspace-api) - subspace-trmnl is the service that runs all subspace's | 0 | Claude Code | 1 | 1,437 tok |
| SuppleAardvark/jira-mcp-server An MCP (Model Context Protocol) server that provides Claude with tools to interact with JI | 0 | Claude Code | 1 | 495 tok |
| Suyash2013/codebase-rag-mcp A Claude Code MCP plugin that provides token-efficient semantic codebase search. Instead o | 0 | Claude Code | 1 | 731 tok |
| ramoniglesias98/schema-sentinel Read-only MCP server that hands an AI agent a Postgres schema, its ERD, missing indexes, c | 0 | Claude Code | 1 | 1,576 tok |
| niels-emmer/dendrite-admin-mcp MCP server exposing Dendrite's admin API (users, rooms, registration tokens, server notice | 0 | Claude Code | 1 | 1,470 tok |