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.

Science Ai npm
A
science-ai-mcp-server

MCP (Model Context Protocol) server for Science AI Journal tools — Pre-Check, AI Review, Research Gaps, Journal Recommender, Duplicate Publication Checker, Article Writer. Use them inside Claude Desktop, Cursor, Cline, or any MCP-enabled client.

Data Science & ML Score 99/100 0 findings 64/wk Cap. Minimal
Appranks.app npm
A
@appranks.app/mcp-server

MCP server for live App Store rankings data — browse charts, search apps, view rankings across 55 countries

Data Science & ML Score 99/100 0 findings 63/wk Cap. Minimal
Search Papers npm
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search-papers

An MCP server that provides your agents the ability to search, analyse, and explore academic papers from arXiv

Data Science & ML Score 99/100 0 findings 62/wk Cap. Minimal
Fast Html npm
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@aimino/fast-html-mcp-server

Five-tier MCP server for lightning-fast HTML generation from AI agents — assembly, patch, read, raw, and consistency tiers with tools, components, and templates

Data Science & ML Score 99/100 0 findings 61/wk Cap. Minimal
Courtapi npm
A
@courtio/courtapi-mcp

MCP server for CourtAPI — search and retrieve US federal court cases, dockets, claims, and documents via PACER

Data Science & ML Score 99/100 0 findings 60/wk Cap. Minimal
Originalvoices npm
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@originalvoices/mcp-server

MCP server for OriginalVoices - Ask AI twins questions about any audience

Data Science & ML Score 99/100 0 findings 60/wk Cap. Minimal
Ai Model Advisor npm
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ai-model-advisor-mcp

An intelligent Model Context Protocol (MCP) Server that acts as an AI model advisor. Compare LLM and media pricing, features, and quality across 1,000+ models from OpenRouter, fal.ai, Together AI, Replicate, and Fireworks AI. Deeply compatible with Claude

Data Science & ML Score 99/100 0 findings 59/wk Cap. Minimal
Gpu Bridge npm
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@gpu-bridge/mcp-server

GPU-Bridge MCP Server — 30 AI services as MCP tools. LLM, image, video, audio, embeddings, reranking, PDF parsing, NSFW detection & more. x402 native for autonomous agents.

Data Science & ML Score 99/100 0 findings 59/wk Cap. Minimal
Kolada npm
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kolada-mcp-server

MCP server for Swedish municipality and regional statistics from Kolada API. Access 6000+ KPIs covering education, healthcare, environment, economy and more for all 290 Swedish municipalities and 21 regions.

Data Science & ML Score 99/100 0 findings 59/wk Cap. Minimal
License Verify npm
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license-verify-mcp

Verify US contractor license + surety bond + insurance from official state data. MCP-native, agent-payable, pay-per-success. WA live, CA beta.

Data Science & ML Score 99/100 0 findings 59/wk Cap. Minimal
Fedramp Docs npm
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fedramp-docs-mcp

[DEPRECATED] MCP server for exploring the FedRAMP docs repository. Consolidated into GRC Clanker and myctrl.tools — see README.

Data Science & ML Score 99/100 0 findings 58/wk Cap. Minimal
French Admin npm
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french-admin-mcp

Serveur MCP pour l'administration française — impôts, URSSAF, CAF, chômage (ARE), licenciement, CPF, factures, courriers administratifs. Barèmes 2026.

Data Science & ML Score 99/100 0 findings 58/wk Cap. Minimal
Brreg 2 implementations
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best: brreg-mcp

MCP server for Brønnøysund Register Centre — Norwegian business registry lookup for Claude Code

Data Science & ML Best score 99/100 0 findings 57/wk Cap. Minimal
Ai Diagram Maker npm
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ai-diagram-maker-mcp

MCP server for AI Diagram Maker — generate software engineering diagrams from text, JSON, ASCII art, or images

Data Science & ML Score 99/100 0 findings 56/wk Cap. Minimal
Africa Api npm
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africa-api-mcp

MCP server for Africa API — access data on all 54 African countries through Claude

Data Science & ML Score 99/100 0 findings 55/wk Cap. Minimal
Companieswise npm
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companieswise

Verified UK company lookup & validation for AI agents — Companies House data, snapshot or live.

Data Science & ML Score 99/100 0 findings 54/wk Cap. Minimal
Open Vision npm
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open-vision-mcp

Provider-neutral Vision MCP server — image analysis via OpenRouter, OpenAI, Together, DeepInfra, Fireworks, Groq, Chutes, Cerebras, Azure OpenAI, and Ollama

Data Science & ML Score 99/100 0 findings 52/wk Cap. Minimal
Opentelemetry Instrumentation npm
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@theharithsa/opentelemetry-instrumentation-mcp

A package to auto instrument the Model Context Protocol (MCP) SDK with OpenTelemetry

Data Science & ML Score 99/100 0 findings 52/wk Cap. Minimal
Arxivsub npm
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arxivsub-mcp

MCP server for arXivSub — search arXiv and top AI / CV / ML / robotics / NLP conference papers, follow a paper to its related work, build research analytics, and manage a personal library, straight from your AI agent.

Data Science & ML Score 99/100 0 findings 51/wk Cap. Minimal
Au Bizintel npm
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@ljdigital/au-bizintel-mcp

Australian Business Intelligence MCP Server — ABN lookup, business search, AI prospect intelligence for AI agents

Data Science & ML Score 99/100 0 findings 51/wk Cap. Minimal
Balldontlie npm
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balldontlie-mcp

An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB

Data Science & ML Score 99/100 0 findings 50/wk Cap. Minimal
Litra Paper Search npm
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litra-paper-search-mcp

MCP server for Litra.ai – AI-powered academic paper search with relevance scoring and summarization

Data Science & ML Score 99/100 0 findings 50/wk Cap. Minimal
Musclesworked npm
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musclesworked-mcp

MCP server for the musclesworked.com exercise-to-muscle mapping API

Data Science & ML Score 99/100 0 findings 50/wk Cap. Minimal
Hilma 2 implementations
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best: hilma-mcp

MCP server for Finnish public procurement notices (Hilma / hankintailmoitukset.fi). Built by Aimiten — https://aimiten.fi

Data Science & ML Best score 99/100 0 findings 49/wk Cap. Minimal