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🧮

34 Data Science Tools MCP Servers

Discover 34 Data Science Tools MCP servers for AI agents. Browse, compare, and install Model Context Protocol tools that connect Claude, Cursor, and other clients to data science tools capabilities. Popular picks include Bundler MCP, Growthbook MCP, Fermat MCP.

Open in interactive directoryBest Data Science servers →
  • Bundler MCP logo

    Bundler MCP

    subelsky
    Enables agents to query local information about dependencies in a Ruby project's Gemfile.
    2 0 0
  • Growthbook MCP logo

    Growthbook MCP

    growthbook
    Tools for creating and interacting with GrowthBook feature flags and experiments.
    3 0 0
  • Fermat MCP logo

    Fermat MCP

    abhiphile
    The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.
    3 0 0
  • Jupyter Notebook MCP logo

    Jupyter Notebook MCP

    jjsantos01
    connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
    3 0 0
  • Vizro MCP logo

    Vizro MCP

    mckinsey
    Tools and templates to create validated and maintainable data charts and dashboards.
    5 0 0
  • Jupyter MCP Server logo

    Jupyter MCP Server

    datalayer
    Model Context Protocol (MCP) Server for Jupyter.
    2 0 0
  • Oraclaw logo

    Oraclaw

    Whatsonyourmind
    Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 28 MCP tools. Install via npx -y @oraclaw/mcp-server.
    5 0 0
  • Dingo logo

    Dingo

    DataEval
    MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.
    3 0 0
  • MCP Server Data Exploration logo

    MCP Server Data Exploration

    reading-plus-ai
    Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
    2 0 0
  • Llm Advisor MCP logo

    Llm Advisor MCP

    Daichi-Kudo
    Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required.
    3 0 0
  • Chronulus MCP logo

    Chronulus MCP

    ChronulusAI
    Predict anything with Chronulus AI forecasting and prediction agents.
    4 0 0
  • Label Studio MCP Server logo

    Label Studio MCP Server

    HumanSignal
    Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
    3 0 0
  • Networkx MCP Server logo

    Networkx MCP Server

    Bright-L01
    The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.
    3 0 0
  • Mathlas logo

    Mathlas

    Archerkattri
    Airtight math for agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key.
    3 0 0
  • Optuna MCP logo

    Optuna MCP

    optuna
    Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna.
    Verified
    4 0 0
  • Discovery Engine logo

    Discovery Engine

    leap-laboratories
    Superhuman exploratory data analysis that finds the feature interactions and subgroup effects that LLMs and manual exploration miss — with p-values, effect sizes, and literature citations. Data goes in, validated insights come out. Free for public data.
    4 0 0
  • Code Guardian logo

    Code Guardian

    phuongrealmax
    AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
    3 0 0
  • Markdownify MCP logo

    Markdownify MCP

    zcaceres
    An MCP server to convert almost any file or web content into Markdown
    3 0 0
  • Math MCP Learning Server logo

    Math MCP Learning Server

    clouatre-labs
    Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0.
    4 0 0
  • WaveGuardClient logo

    WaveGuardClient

    gpartin
    Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.
    3 0 0
  • MCP Turboquant logo

    MCP Turboquant

    ShipItAndPray
    LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging Face Hub.
    3 0 0
  • Stella MCP logo

    Stella MCP

    bradleylab
    Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
    2 0 0
  • MCP Compress logo

    MCP Compress

    ShipItAndPray
    Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependencies.
    5 0 0
  • Data Profiler MCP logo

    Data Profiler MCP

    haiiibin
    Profiles tabular data files (CSV, TSV, Parquet, Excel, JSON) for LLM agents: one-call dataset overview, per-column statistics, a data-quality audit (missing values, duplicates, mixed types, outliers), and memory-saving dtype suggestions. Pure Python (pandas); files are read locally and nothing leaves your machine. pip install data-profiler-mcp.
    4 0 0
  • MCP Gnu Units logo

    MCP Gnu Units

    laszlopere
    Unit conversion and dimensional analysis backed by the bundled GNU units database (3000+ units, compound expressions, reduction to SI base units). Offline and deterministic. uvx mcp-gnu-units.
    4 0 0
  • Gnomon MCP logo

    Gnomon MCP

    lihtness
    Deterministic batch tools so LLM agents stop next-token-guessing dates and math. Rich now() snapshot (18 fields), calendar(ops) batch dispatcher (diff/until/since/add/weekday/businessdays, natural-language parsing), calc(expressions) Python eval with math+stats pre-loaded, and Pint-based unit conversion. One wiring for dates + math + units. Listed in the official MCP Server Registry. uvx gnomon-mcp.
    4 0 0
  • Zaturn logo

    Zaturn

    kdqed
    Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
    4 0 0
  • Kaggle MCP logo

    Kaggle MCP

    arrismo
    Connects to Kaggle, ability to download and analyze datasets.
    4 0 0
  • MCPR logo

    MCPR

    phisanti
    Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
    3 0 0
  • Calculator Server logo

    Calculator Server

    avisangle
    A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
    3 0 0
  • Kaggle logo

    Kaggle

    pramod
    This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.
    3 0 0
  • Renoun MCP logo

    Renoun MCP

    98lukehall
    Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.
    3 0 0
  • Filter MCP Server logo

    Filter MCP Server

    chohyerinn
    Compares approximate filter data structures (Bloom, Counting Bloom, Cuckoo, SuRF) via MCP
    3 0 0
  • Pcq logo

    Pcq

    playidea-lab
    Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools (resolve/inspect/run/validate/describe/compare/lineage) for running, validating, and tracing experiments across any framework (PyTorch / HF Trainer / Lightning / sklearn / XGBoost). Apache-2.0.
    1 0 0

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Frequently Asked Questions about Data Science Tools MCP Servers

Model Context Protocol (MCP) servers in the Data Science Tools category allow AI assistants (such as Claude Desktop, Cursor, Windsurf, and Cline) to connect directly to data science tools tools, APIs, and databases without manual copy-pasting.