Data Science & ML MCP Servers
Compare the best open-source MCP servers for data science & ML. Models, RAG pipelines, embeddings and datasets. Ranked by GitHub stars, with install commands, what each one can touch and scan reports where available.
Beever Atlas
Your First LLM-Wiki Conversation Knowledge Base
MCP Local Rag
Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.
Nanobanana MCP Server
AI image generation MCP server powered by Google Gemini, with smart model selection and 4K output
Nextcloud MCP Server
Nextcloud MCP Server
Context Engine
Context-Engine MCP - Agentic Context Compression Suite
Computer Use MCP
💻 Give AI models complete control of your computer (probably a bad idea)
Deepseek MCP Server
Model Context Protocol server for DeepSeek's advanced language models
MCP Server Macos Use
AI agent that controls computer with OS-level tools, MCP compatible, works with any model
Tw Legal Rag
台灣法律 MCP 伺服器 + CLI(免費、免金鑰,連接時登入法律偵探帳號):2,276 萬筆裁判書、行政函釋、憲法法庭裁判,附引用查核。Free Taiwan legal MCP server for Claude/ChatGPT/Codex: sign in with a Dr.Legal account, bring your own LLM, retrieval-only.
Frappe Assistant Core
Infrastructure that connects LLMs to ERPNext. Frappe Assistant Core works with the Model Context Protocol (MCP) to expose ERPNext functionality to any compatible Language Model
MCP Servers Nix
A Nix-based configuration framework for Model Control Protocol (MCP) servers with ready-to-use packages.
Knowledge Rag
Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.
MCP Engine Public
The SemanticOps MCP (formerly MCP Engine) is a Power BI tool that lets AI assistants like Claude interact with your Power BI models programmatically: read your model structure, run DAX queries, modify your semantic model, and perform advanced analytics - all through natural conversation.
Chiasmus
Chiasmus is an MCP server that gives language models access to formal verification
Claude Patent Creator
USPTO patent creation system with MCP server + Claude Code plugin. Hybrid RAG search over MPEP/USC/CFR, BigQuery access to 76M+ patents, automated 35 USC 112 compliance checks, prior art search, diagram generation. GPU-accelerated with skills and autonomous agents.
Deliberation
Ask Codex, Gemini, Grok, and 400+ OpenRouter models (Qwen, Kimi, DeepSeek) for second opinions or arbiter-mediated consensus. One MCP server for Claude Code, Codex, Cursor, Kiro, OpenCode. Measures the models' usefulness, too.
Mcpsurfr
Web search MCP server that does search result reranking locally on your machine, formerly known as mcp-local-rag. ✨ no API keys ✨
Openzim MCP
OpenZIM MCP is a modern, secure, and high-performance MCP (Model Context Protocol) server that enables AI models to access and search ZIM format knowledge bases offline.
MCP Bigquery Server
A Model Context Protocol (MCP) server that provides secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a standardized interface.
Agenticos
Open-source, self-hosted AI agent platform for your company's AI teammates. Build, run and govern agents on your own servers and models: shared chat, RAG, skills, a real browser, 4,700+ MCP servers, budgets, approvals and an audit trail. An alternative to ChatGPT Enterprise and Grok Bot. Apache-2.0, built on Pydantic AI.
Build123d MCP
MCP server for build123d to improve AI cognition when creating 3D CAD models
Langgraph AI
A comprehensive collection of LangGraph implementations, tutorials, and advanced AI workflows covering Agentic RAG systems, MCP (Model Context Protocol) development, and practical AI application patterns.
NASA MCP Server
A Model Context Protocol (MCP) server for NASA APIs, providing a standardized interface for AI models to interact with NASA's vast array of data sources.
Jvm MCP Server
This is an implementation project of a JVM-based MCP (Model Context Protocol) server. The project aims to provide a standardized MCP server implementation for the JVM platform, enabling AI models to better interact with the Java ecosystem.
List refreshed November 15, 2026. Data comes from public GitHub repositories.