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.

Pipeworx Mcp Science npm
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pipeworx-mcp-science

Science MCP — free science data APIs

Data Science & ML Score 96/100 1 finding 3/wk Cap. Moderate
All In PyPI
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all-in-mcp

An MCP (Model Context Protocol) server providing daily-use utility functions and academic paper search capabilities

Data Science & ML Score 96/100 0 findings Cap. Moderate
Apache Spark History PyPI
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mcp-apache-spark-history-server

Model Context Protocol (MCP) server for Apache Spark History Server with job comparison and analytics

Data Science & ML Score 96/100 0 findings Cap. Moderate
Arxiv Query PyPI
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arxiv-query-mcp

MCP server for querying, retrieving, and reading arXiv papers

Data Science & ML Score 96/100 0 findings Cap. Moderate
Arxiv Today PyPI
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arxiv-today-mcp

MCP server for browsing and searching arXiv papers by category

Data Science & ML Score 96/100 0 findings Cap. Moderate
Biocite PyPI
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biocite-mcp

FastMCP server for verified academic citations via Europe PMC and Crossref

Data Science & ML Score 96/100 0 findings Cap. Moderate
Codeocean PyPI
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codeocean-mcp-server

Code Ocean MCP Server

Data Science & ML Score 96/100 3 findings Cap. Moderate
Csu PyPI
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mcp-csu

MCP server for Czech Statistical Office (ČSÚ) DataStat API

Data Science & ML Score 96/100 0 findings Cap. Moderate
Data Aggregator PyPI
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data-aggregator-mcp

Research-data acquisition MCP — find and fetch datasets across archives, omics registries, and literature

Data Science & ML Score 96/100 3 findings Cap. Moderate
De Eli PyPI
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de-eli-mcp

MCP server for German law: federal legislation (NeuRIS), case law at all court levels (rechtsprechung-im-internet.de, Open Legal Data) and parliamentary documents (Bundestag DIP) - ELI/ECLI identifiers and verifiable citations.

Data Science & ML Score 96/100 0 findings Cap. Moderate
Dubai PyPI
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mcp-dubai

MCP server for Dubai and UAE public APIs and business knowledge

Data Science & ML Score 96/100 1 finding Cap. Moderate
Es Eli PyPI
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es-eli-mcp

MCP server for Spanish law: BOE legislation, Tribunal Constitucional, DGT tax rulings, TEAC doctrine, AEPD resolutions - verifiable citations.

Data Science & ML Score 96/100 0 findings Cap. Moderate
Fi Eli PyPI
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fi-eli-mcp

MCP server for the Finnish Finlex open-data API (opendata.finlex.fi) — fetch consolidated statutes (Akoma Ntoso) with ELI identifiers and verifiable citations.

Data Science & ML Score 96/100 0 findings Cap. Moderate
Groundtruther PyPI
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groundtruther-mcp

MCP server for GroundTruther — hire humans to complete real-world missions from your AI agent

Data Science & ML Score 96/100 1 finding Cap. Moderate
Ie Eli PyPI
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ie-eli-mcp

MCP server for the Irish Statute Book (irishstatutebook.ie) — ground Irish acts and SIs by year/number with ELI identifiers and verifiable citations.

Data Science & ML Score 96/100 0 findings Cap. Moderate
Infinihash Kyt PyPI
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infinihash-kyt-mcp

MCP server for Infinihash KYT — real-time blockchain transaction monitoring, sanctions screening, and SAR generation

Data Science & ML Score 96/100 0 findings Cap. Moderate
Isaacsim PyPI
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isaacsim-mcp-server

Control NVIDIA Isaac Sim robotics simulator through MCP -- 41 tools for scene management, robot control, sensors, and simulation

Data Science & ML Score 96/100 0 findings Cap. Moderate
Istat PyPI
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istat-mcp-server

Model Context Protocol server for accessing Italian National Statistical Institute (ISTAT) data

Data Science & ML Score 96/100 0 findings Cap. Moderate
Kaggle PyPI
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kaggle-mcp-server

A full-featured MCP server wrapping the Kaggle API — 52 tools across competitions, datasets, kernels, models, benchmarks, and discussions

Data Science & ML Score 96/100 0 findings Cap. Moderate
Masaki39 Zotero PyPI
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masaki39-zotero-mcp

MCP server for Zotero integration - search, retrieve, and extract PDF text from your Zotero library

Data Science & ML Score 96/100 0 findings Cap. Moderate
Modelscope PyPI
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modelscope-mcp-server

A Model Context Protocol (MCP) server that integrates with ModelScope's ecosystem.

Data Science & ML Score 96/100 2 findings Cap. Moderate
Nl Eli PyPI
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nl-eli-mcp

MCP server for the Dutch consolidated legislation BWB (KOOP SRU) — fetch acts in force on a date with persistent identifiers and verifiable citations.

Data Science & ML Score 96/100 0 findings Cap. Moderate
Nucleotide Archive PyPI
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nucleotide-archive-mcp

MCP server for searching European Nucleotide Archive (ENA) datasets. Find RNA-seq studies, retrieve metadata, and discover related publications to validate research hypotheses.

Data Science & ML Score 96/100 0 findings Cap. Moderate
Ontario Data PyPI
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ontario-data-mcp

MCP server for searching, downloading, and analyzing datasets from Ontario open data portals (Ontario, Toronto, Ottawa, Waterloo, Kitchener, Region of Waterloo)

Data Science & ML Score 96/100 0 findings Cap. Moderate