Data Science Tools – MCP servers
46 MCP servers in the category Data Science Tools. Open-source Model Context Protocol (MCP) servers that let AI assistants and agents use external tools and data. Entries come from the community list awesome-mcp-servers; we have not tested each server, so check the repository before you install one.
98lukehall/renoun-mcp
Structural observability for AI conversations: detects loops, stuck states, breakthroughs and convergence without analyzing content.
abhiphile/fermat-mcp
Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization.
agmonetti/mathmethods-mcp
Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation.
Archerkattri/mathlas
Math tools for agents: theorem search, PSLQ constant identification, OEIS lookup, Lean kernel checks and applicability checklists.
arrismo/kaggle-mcp
Connect to Kaggle to download and analyze datasets.
aurelio-nakamura/dataloupe
Offline tabular data access: describe, preview and query CSV, TSV, JSON, Parquet and Excel files, diff datasets and build an interactive HTML…
avisangle/calculator-server
Mathematical computations: basic arithmetic, advanced functions, statistical analysis, unit conversions and financial calculations.
bradleylab/stella-mcp
Create, read, validate and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
Bright-L01/networkx-mcp-server
Graph analysis with NetworkX: centrality algorithms, community detection, PageRank and graph visualization.
chohyerinn/filter-mcp-server
Compare approximate filter data structures: Bloom, Counting Bloom, Cuckoo and SuRF.
ChronulusAI/chronulus-mcp
Forecasting and prediction with Chronulus AI agents.
clouatre-labs/math-mcp-learning-server
Educational server for math operations, statistics, visualization and persistent workspaces.
Daichi-Kudo/llm-advisor-mcp
Real-time LLM and VLM comparison with benchmarks, prices and personalized recommendations from multiple data sources.
DataEval/dingo
Data quality evaluation with Dingo: run rule-based and LLM-based evaluations and list its rules and prompts.
datalayer/jupyter-mcp-server
Interact with Jupyter.
dockndevai/mcp-laya
Fast, local, non-autoregressive System-1 decision engine as MCP tools — typed decisions (classify / score / yes-no) over text, email, tickets or…
FantasyLab-ai/aurora
Transparent statistical analysis with cited findings, integrity-hashed result bundles and a calibration corpus of measured detector false-fire rates.
gpartin/WaveGuardClient
Physics-based anomaly detection with Klein-Gordon wave equations: scans, fingerprinting, token risk, wallet profiling and price manipulation…
growthbook/growthbook-mcp
Create and interact with GrowthBook feature flags and experiments.
haiiibin/data-profiler-mcp
Profile local tabular files (CSV, TSV, Parquet, Excel, JSON): dataset overview, per-column statistics, data-quality audits and dtype suggestions.
hanshs474/jevx-mcp
Run zero-shot Jev AI typed decisions with criteria defined in the request and get calibrated probabilities for every option.
headlessherm-creator/polymath-megablaster-mcp
Local deterministic calculations: exact-precision math, date arithmetic, unit conversion, statistics, subnet math, haversine and Levenshtein distance.
HumanSignal/label-studio-mcp-server
Create, manage and automate Label Studio projects, tasks and predictions for data labeling workflows.
inity13/decisionmatrix-mcp
Deterministic multi-criteria decision analysis: rank options on weighted criteria via weighted-sum, weighted-product or TOPSIS, with sensitivity…
jjsantos01/jupyter-notebook-mcp
Interact with and control Jupyter Notebooks.
jonahthan433/cortexcloud-mcp
QUBO/Ising optimization with classical, hybrid and quantum solvers, paid per call via x402 (USDC on Base).
kdqed/zaturn
Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations.
Kungie/gut
Judgment calls on small, cheap models: yes/no, pick-one and rate questions about any text, answered YES, NO or UNSURE. Runs on TypeSafe's Jev, open…
laszlopere/mcp-gnu-units
Offline unit conversion and dimensional analysis backed by the GNU units database, with compound expressions and reduction to SI base units.
leap-laboratories/discovery-engine
Exploratory data analysis that finds feature interactions and subgroup effects, with p-values, effect sizes and literature citations.
lihtness/gnomon-mcp
Deterministic date, math and unit tools: time snapshots, calendar math with natural-language parsing, expression evaluation and Pint-based unit…
mckinsey/vizro-mcp
Create validated, maintainable data charts and dashboards with Vizro tools and templates.
mrnh/rigor
Classical hypothesis testing, effect sizes, power and sample-size analysis and multiple-comparisons correction, returned as cited,…
optuna/optuna-mcp
Orchestrate hyperparameter search and other optimization tasks with Optuna.
phisanti/MCPR
Connect AI agents to interactive live R sessions.
phuongrealmax/code-guardian
Code refactoring engine: code analysis, hotspot detection, complexity metrics, persistent memory and automated refactoring plans.
playidea-lab/pcq
ML experiment contracts (cq.yaml plus JSON) to run, validate, compare and trace experiments in any framework, including PyTorch, Lightning and…
pramod/kaggle
Browse Kaggle competitions, leaderboards, models, datasets and kernels.
reading-plus-ai/mcp-server-data-exploration
Autonomous data exploration of CSV datasets with generated insights.
ShipItAndPray/mcp-compress
Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection.
ShipItAndPray/mcp-turboquant
LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub.
subelsky/bundler_mcp
Query local information about dependencies in a Ruby project's Gemfile.
TensorLink-AI/ephemeris-mcp
Probabilistic time-series forecasting: quantile forecasts from Chronos-2, TimesFM 2.5, Toto 2, TiRex-2 and IBM Granite foundation models, routed to…
tufantunc/axiom-advanced-math-mcp
Offline exact symbolic math via the Giac/Xcas computer algebra system: calculus, equation solving, linear algebra, combinatorics and claim…
Whatsonyourmind/oraclaw
Decision intelligence algorithms: bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis and graph algorithms.
zcaceres/markdownify-mcp
Convert almost any file or web content into Markdown.