Data Science Tools MCP Servers

Data Science Tools topic — 46 MCP servers, ranked by GitHub stars.

V

vizro

Databases & Data
Official

Create validated, maintainable data charts and dashboards with Vizro tools and templates.

★ 3,821 MCP Server
M

markdownify-mcp

Databases & Data

Convert almost any file or web content into Markdown.

★ 3,005 MCP Server
J

jupyter-mcp-server

Databases & Data

Interact with Jupyter.

★ 1,323 MCP Server
D

dingo

Databases & Data
Official

Data quality evaluation with Dingo: run rule-based and LLM-based evaluations and list its rules and prompts.

★ 767 MCP Server
M

mcp-server-data-exploration

Databases & Data

Autonomous data exploration of CSV datasets with generated insights.

★ 544 MCP Server
J

jupyter-notebook-mcp

Databases & Data

Interact with and control Jupyter Notebooks.

★ 128 MCP Server
C

chronulus-mcp

Databases & Data
Official

Forecasting and prediction with Chronulus AI agents.

★ 111 MCP Server
O

optuna-mcp

Databases & Data
Official

Orchestrate hyperparameter search and other optimization tasks with Optuna.

★ 91 MCP Server
Z

zaturn

Databases & Data

Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations.

★ 76 MCP Server
A

arrismo/kaggle-mcp

Databases & Data

Connect to Kaggle to download and analyze datasets.

★ 39 MCP Server
L

label-studio-mcp-server

Databases & Data
Official

Create, manage and automate Label Studio projects, tasks and predictions for data labeling workflows.

★ 37 MCP Server
M

MCPR

Databases & Data

Connect AI agents to interactive live R sessions.

★ 26 MCP Server
G

growthbook-mcp

Databases & Data
Official

Thin MCP server for GrowthBook — skill loader + authenticated API passthrough

★ 24 MCP Server
F

fermat-mcp

Databases & Data

Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization.

★ 22 MCP Server
N

networkx-mcp-server

Databases & Data

Graph analysis with NetworkX: centrality algorithms, community detection, PageRank and graph visualization.

★ 22 MCP Server
B

bundler_mcp

Databases & Data

Query local information about dependencies in a Ruby project's Gemfile.

★ 21 MCP Server
M

mathlas

Databases & Data

Airtight math for AI agents: 3.68M-doc theorem search + numeric/Lean verification. No LLM, no key.

★ 13 MCP Server
O

oraclaw

Databases & Data

Decision intelligence MCP — 17 tools (optimize, simulate, predict, score, graph). Sub-25ms.

★ 13 MCP Server
C

code-guardian

Databases & Data

Code refactoring engine: code analysis, hotspot detection, complexity metrics, persistent memory and automated refactoring plans.

★ 9 MCP Server
C

calculator-server

Databases & Data

Mathematical computations: basic arithmetic, advanced functions, statistical analysis, unit conversions and financial calculations.

★ 7 MCP Server
G

gut

Databases & Data

Judgment calls on small, cheap models: is this spam, which team, how urgent. YES, NO or UNSURE.

★ 7 MCP Server
D

Disco

Databases & Data

Find novel, statistically validated patterns in tabular data — hypothesis-free.

★ 7 MCP Server
A

aurora

Databases & Data

Glass-box statistical analysis for agents: 19 methods, cited findings, measured error rates.

★ 6 MCP Server
S

stella-mcp

Databases & Data

Create, read, validate and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.

★ 5 MCP Server
M

Math MCP Learning

Databases & Data

Educational MCP server with 17 math/stats tools, visualizations, and persistent workspace

★ 5 MCP Server Reachable
M

mcp-turboquant

Databases & Data

LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub.

★ 5 MCP Server
D

Dataloupe

Databases & Data

Offline MCP server to explore CSV/JSON/Parquet/Excel: preview, query, diff, render interactive HTML

★ 4 MCP Server
W

WaveGuardClient

Databases & Data

Physics-based anomaly detection with Klein-Gordon wave equations: scans, fingerprinting, token risk, wallet profiling and price…

★ 4 MCP Server
K

kaggle-mcp-server

Databases & Data

Browse Kaggle competitions, leaderboards, models, datasets and kernels.

★ 4 MCP Server
D

data-profiler-mcp

Databases & Data

Profiles CSV/Parquet/Excel/JSON files: schema, stats, quality flags and dtype tips for LLM agents.

★ 3 MCP Server
M

mcp-compress

Databases & Data

Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection.

★ 3 MCP Server
A

Axiom — Advanced Math

Databases & Data

Exact symbolic math for LLMs: integrals, equations, matrices, and claim verification via Giac/Xcas

★ 3 MCP Server
R

ReNoUn — Crypto Regime Classification

Databases & Data

Crypto regime classifier for trading agents. 100% bounded regime accuracy. 50 free calls/day.

★ 2 MCP Server
L

llm-advisor-mcp

Databases & Data

Real-time LLM/VLM benchmarks, pricing, and recommendations. 300+ models, 5 sources.

★ 2 MCP Server
M

mathmethods-mcp

Databases & Data

Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation.

★ 1 MCP Server
F

filter-mcp-server

Databases & Data

Compare approximate filter data structures: Bloom, Counting Bloom, Cuckoo and SuRF.

★ 1 MCP Server
M

mcp-gnu-units

Databases & Data

Offline unit conversion and dimensional analysis backed by the GNU units database, with compound expressions and reduction to SI base units.

★ 1 MCP Server
G

gnomon

Databases & Data

Deterministic batch tools so LLM agents stop guessing dates and math.

★ 1 MCP Server
R

rigor

Databases & Data

Verified statistical inference for AI agents: hypothesis tests, sequential testing, power.

★ 1 MCP Server
P

pcq

Databases & Data

ML experiment contracts (cq.yaml plus JSON) to run, validate, compare and trace experiments in any framework, including PyTorch, Lightning…

★ 1 MCP Server
M

mcp-laya

Databases & Data

Safe-by-default MCP for Laya: fast, local, typed decisions (classify/score/yes-no), 100+ langs.

MCP Server
J

jevx-mcp

Databases & Data

Run zero-shot Jev AI typed decisions with criteria defined in the request and get calibrated probabilities for every option.

MCP Server
P

polymath-megablaster-mcp

Databases & Data

Local deterministic calc MCP: exact math, dates, unit conversion, stats, subnet math.

MCP Server
D

decisionmatrix-mcp

Databases & Data

Deterministic multi-criteria decision analysis for AI agents — score, rank & explain options.

MCP Server Reachable
C

cortexcloud-mcp

Databases & Data

Pay-per-call on-chain data for AI agents: token, wallet, risk, whale, NFT, tx. No API keys.

MCP Server
E

Ephemeris Time-Series Forecasting

Databases & Data
Official

Probabilistic time-series forecasts from zero-shot foundation models: routed, single or ensembled.

MCP Server