Best Data Science & ML MCP Servers for Windsurf

Connect data science & ml tools to Windsurf using MCP servers. These servers let Windsurf interact with data science & ml resources, enabling powerful AI-assisted workflows for developers.

MCPgee indexes 1,403 data science & ml MCP servers with a median of 37 GitHub stars; 78% are written in typescript and 18% install via npm. All work with Windsurf.

Top 30 of 1,403 Data Science & ML Servers for Windsurf

Ultrarag MCP Server

A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines

5,552 starsmanual

Fetch MCP

Fetch web content and convert to markdown for AI consumption

5,410 starspip

RocketRide

📇 🏠 - MCP server that exposes RocketRide AI pipelines as t

3,109 starsmanual

Aix Db MCP Server

Aix-DB 基于 LangChain/LangGraph 框架,结合 MCP Skills 多智能体协作架构,实现自然语言到数据洞察的端到端转换。

2,121 starsmanual

Datadesigner MCP Server

🎨 NeMo Data Designer: Generate high-quality synthetic data from scratch or from seed data.

1,891 starsmanual

Paperbanana MCP Server

Open source implementation and extension of Google Research’s PaperBanana for automated academic figures, diagrams, and research visuals, expanded to new domains like slide generation.

1,700 starspip

MiniMax MCP Server

Bridges MiniMax AI capabilities to the Model Context Protocol, enabling AI agents to perform image understanding, text-to-image generation, and speech synthesis. It provides a standardized interface for accessing MiniMax's core tools via JSON-RPC.

1,483 starsmanual

Npcpy MCP Server

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

1,363 starsmanual

Vllm Mlx MCP Server

OpenAI and Anthropic compatible server for Apple Silicon. Run LLMs and vision-language models (Llama, Qwen-VL, LLaVA) with continuous batching, MCP tool calling, and multimodal support. Native MLX backend, 400+ tok/s. Works with Claude Code.

1,232 starsmanual

MeiGen AI Image Generation MCP

📇 ☁️ 🏠 - AI image generation & editing MCP server with 1,500+ curated promp

1,177 starsnpm

Meigen Ai Design Mcp MCP Server

Supports GPT Image 2, Nanobanana & ComfyUI, with a 1,400+ prompt library, carefully crafted hooks and a multi-task orchestration system

1,168 starsmanual

Minima MCP Server

On-premises conversational RAG with configurable containers

1,050 starsmanual

Mirobody MCP Server

Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.

1,042 starsmanual

Ollama Mcp Bridge MCP Server

Extend the Ollama API with dynamic AI tool integration from multiple MCP (Model Context Protocol) servers. Fully compatible, transparent, and developer-friendly, ideal for building powerful local LLM applications, AI agents, and custom chatbots

973 starsmanual

Scienceclaw MCP Server

ScienceClaw is a personal research assistant built with LangChain DeepAgents and AIO Sandbox infrastructure, adopting a completely new architecture beyond OpenClaw. It offers stronger security, better transparency, and a more user-friendly experience

812 starsmanual

Matlab Mcp Core MCP Server

Run MATLAB® using AI applications with the official MATLAB MCP Server from MathWorks®. This MCP server for MATLAB supports a wide range of coding agents like Claude Code® and Visual Studio® Code.

732 starsmanual

K Dense Byok MCP Server

An AI co-scientist powered by Scientific Agent Skills running on your desktop.

724 starsmanual

Raglight MCP Server

RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connect external tools and data sources.

661 starsmanual

colab-mcp

Local-first MCP server for controlling Google Colab as a development, shell, file, and training runtime, with tools for notebook editing, GPU acceleration, and file transfer.

632 starsmanual

Marmot MCP Server

The open-source context layer for your AI. Catalog your tables, topics, queues and APIs then expose real metadata to your AI agents.

571 starsmanual

dbt-mcp

🎖️ 🐍 🏠 ☁️ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.

566 starsnpm

mcp-server-data-exploration

🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.

537 starsnpm

Vmlx MCP Server

vMLX - JANGTQ Uber Compressed MLX Models - L2 Disk Cache (survives restart) + L1 Paged (super fast ttft) + Hybrid SSM Scheduler + Cont Batching + etc!

518 starsmanual

BioMCP

A Model Context Protocol server that enhances language models with protein structure analysis capabilities, enabling detailed active site analysis and disease-related protein searches through established protein databases.

511 starsnpm

Graphrag Toolkit MCP Server

Python toolkit for building graph-enhanced GenAI applications

399 starsmanual

entroly-context-engine

Entroly is a high-performance context engineering engine that optimizes AI coding agent context windows through information-theoretic compression and reinforcement learning. It gives your AI 100% codebase visibility while reducing token consumption b

393 starsnpm

Entroly MCP Server

Open-source context engine that catches AI hallucinations and cuts your token bill 70–95%. The only AI helper that shows its work. Claude · Cursor · Codex,GPT & Custom Providers

392 starsmanual

Bazi MCP

Provides accurate Chinese Bazi (八字) fortune-telling calculations including birth chart analysis, destiny forecasting, and Chinese calendar information. Addresses inaccuracies in existing AI fortune-telling tools by delivering precise Bazi data for pe

379 starsmanual

comfyui-mcp

MCP server for ComfyUI — text-to-image, variations, img2img refine, upscale, image proxy, and workflow runner.

320 starsnpm

Awesome Gemini Omni Api Prompts MCP Server

Curated Google Gemini Omni prompts & API examples — text-to-video, image-to-video, video edit via the Gemini Omni API on muapi.ai. Python wrapper, MCP server, REST examples.

301 starsmanual

Windsurf Configuration

Add data science & ml MCP servers to your Windsurf configuration at ~/.windsurf/mcp.json:

{
  "mcpServers": {
    "filesystem": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-filesystem", "/home/you/projects"]
    },
    "github": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-github"],
      "env": {
        "GITHUB_PERSONAL_ACCESS_TOKEN": "ghp_your_token_here"
      }
    },
    "postgres": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-postgres", "postgresql://localhost:5432/mydb"]
    },
    "brave-search": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-brave-search"],
      "env": {
        "BRAVE_API_KEY": "your_brave_api_key_here"
      }
    },
    "memory": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-memory"]
    }
  }
}

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