Best Data Science & ML MCP Servers
Curated mcp servers for data science & ml — ranked by GitHub stars, each linking to its source.
17 listings
Top Data Science & ML MCP Servers
Open in browsemarkitdown
Python tool for converting files and office documents to Markdown.
langflow
Langflow is a powerful tool for building and deploying AI-powered agents and workflows.
ragflow
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
crawl4ai
🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN
OpenBB
Open Data Platform for analysts, quants and AI agents.
docling
Get your documents ready for gen AI
meilisearch
A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.
textgen
Open-source desktop app for local LLMs. Text, vision, tool-calling, OpenAI/Anthropic-compatible API. 100% private.
jan
Jan is an open source alternative to ChatGPT that runs 100% offline on your computer.
polars
Extremely fast Query Engine for DataFrames, written in Rust
surrealdb
A scalable, distributed, collaborative, document-graph database, for the realtime web
Scrapegraph-ai
Python scraper based on AI
Chat2DB
Chat2DB is a free, cross-platform, local-first database client and SQL workspace for developers, DBAs, analysts, and data teams. Connect to 40+ databases, manage data, edit and run SQL, and use your own AI model to generate, explain, and optimize queries. Available on desktop, web, Docker, and CLI,
omlx
LLM inference server with continuous batching & SSD caching for Apple Silicon — managed from the macOS menu bar
subql
SubQuery is an Open, Flexible, Fast and Universal data indexing framework for web3. Our mission is to help developers create the decentralised products of the future.
unstructured
Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning
OpenMetadata
The Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.
About Data Science & ML MCP Servers
Looking for mcp servers to connect your AI agents to data science & ml? This page collects the best data science & ml MCP servers in one place, ranked by popularity and kept current from their repositories. Each server links straight to its GitHub repo — install it into Claude Desktop, Claude Code, or Cursor in minutes. Compare options at a glance, then open any listing for features, use cases, and install steps.
Browse all mcp servers or explore the full Data Science & ML category.
Best Data Science & ML MCP Servers — FAQ
What are the best data science & ml mcp servers?+
We rank data science & ml mcp servers by GitHub stars and keep the list fresh from each project's repository. The listings at the top of this page are the most popular and actively maintained.
How do I add an mcp server for data science & ml?+
Open any listing on this page and follow its GitHub README. Each server links straight to its GitHub repo — install it into Claude Desktop, Claude Code, or Cursor in minutes.
Are these data science & ml mcp servers free?+
Every listing is an open-source project hosted on GitHub. Check each repository for its license and any API keys it may require.