Data Science & ML MCP Servers

MCP servers for data science, machine-learning workflows, notebooks, model training and inference. Each entry is scanned with the deterministic Capability-Flow Trust Model — grades are computed, never self-reported.

Bach Cedar PyPI
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bach-cedar-mcp

A Model Context Protocol server for interacting with CEDAR metadata repository

Data Science & ML Score 93/100 1 finding Cap. High
Baltamatica PyPI
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baltamatica-mcp

MCP server for Baltamatica (北太天元) scientific computing engine

Data Science & ML Score 93/100 7 findings Cap. High
Better Jupyter PyPI
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better-jupyter-mcp-server

A powerful MCP server for AI-driven Jupyter Notebook management and execution

Data Science & ML Score 93/100 4 findings Cap. High
Canada PyPI
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mcp-canada

MCP server for Canadian federal government data — bilingual, multi-source, AI-ready.

Data Science & ML Score 93/100 2 findings Cap. High
Cicada PyPI
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cicada-mcp

Code Intelligence MCP for 15 languages

Data Science & ML Score 93/100 11 findings Cap. High
Code Context Engine PyPI
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code-context-engine

Save 94% on AI coding tokens. Index your codebase, agents search instead of reading files. Works with Claude Code, Cursor, Codex, Copilot, Gemini CLI. Local MCP server, free, open source.

Data Science & ML Score 93/100 8 findings Cap. High
Diagrams PyPI
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diagrams-mcp-server

MCP server for rendering diagrams using mingrammer/diagrams, Mermaid, and PlantUML

Data Science & ML Score 93/100 2 findings Cap. High
Docpull PyPI
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docpull

Declare, sync, diff, and lock context dependencies for AI agents

Data Science & ML Score 93/100 11 findings Cap. High
Docx PyPI
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docx-mcp-server

MCP server for creating, reading, and editing Word (.docx) documents with markdown conversion, track changes, comments, footnotes, tables, images, sections, and structural validation

Data Science & ML Score 93/100 1 finding Cap. High
Flowllm PyPI
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flowllm

FlowLLM: Build LLM applications with ease.

Data Science & ML Score 93/100 2 findings Cap. High
Grad Agent PyPI
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grad-agent

Autonomous MCP agent for graduate school applications: prof discovery + verified cold emails + SOP drafting + application tracking.

Data Science & ML Score 93/100 1 finding Cap. High
Hvmcp PyPI
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hvmcp

MCP server for HoloViz ecosystem — interactive visualizations and dashboards rendered as MCP Apps in AI chat.

Data Science & ML Score 93/100 8 findings Cap. High
Kavi Research Assistant PyPI
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kavi-research-assistant-mcp

A Model Context Protocol server for research assistance with ChromaDB vector storage by kavi.ai

Data Science & ML Score 93/100 1 finding Cap. High
Mcp2serial PyPI
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mcp2serial

MCP Serial Service for PWM Control

Data Science & ML Score 93/100 3 findings Cap. High
Mcptoolkit PyPI
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mcptoolkit

A modular server implementation for Claude AI assistants with integrated tools

Data Science & ML Score 93/100 4 findings Cap. High
Mdf PyPI
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mcp-server-mdf

MCP Server for ASAM MDF file analysis

Data Science & ML Score 93/100 1 finding Cap. High
Misata PyPI
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misata

Outcome-conformant synthetic data: realistic multi-table test data that hits the revenue curves, rates, and aggregates you declare, exactly. From a sentence, YAML, or your database. No ML model, no real data. MCP server for AI agents.

Data Science & ML Score 93/100 7 findings Cap. High
Nl Opendata PyPI
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nl-opendata-mcp

MCP Server for Dutch government open data (CBS, data.overheid.nl)

Data Science & ML Score 93/100 1 finding Cap. High
Nougat PyPI
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nougat-mcp

MCP server for high-accuracy scientific PDF OCR using Meta's Nougat

Data Science & ML Score 93/100 1 finding Cap. High
Paper PyPI
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paper-mcp

MCP server that retrieves academic papers by title — metadata, PDF, full text, citations, references.

Data Science & ML Score 93/100 1 finding Cap. High
Paper Distill PyPI
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paper-distill-mcp

MCP server for academic paper search, curation, and multi-platform push

Data Science & ML Score 93/100 2 findings Cap. High
Plasmate PyPI
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plasmate

Agent-native headless browser. HTML in, Semantic Object Model out.

Data Science & ML Score 93/100 1 finding Cap. High
Pptagent PyPI
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pptagent

An Agentic Framework for Reflective PowerPoint Generation

Data Science & ML Score 93/100 6 findings Cap. High
Preloop PyPI
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preloop

Preloop - Control plane & safety layer for your agentic AI workforce

Data Science & ML Score 93/100 2 findings Cap. High