Data Science & ML MCP Servers for DeepSeek Harness

Exact statistics & probability: distributions, hypothesis tests, CIs, Bayesian updates, regression.

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

Search India datasets; inspect sources, licences and previews; get notebook and Python examples.

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

Build zero-shot video models for object detection, and category and attribute classification.

Kilobytes to megabytes

Kilograms to pounds

Exact Japanese text & date tools: char count, business days with JP holidays, era, tax, units.

Drive real optical lens design: ray tracing, optimization, MTF and aberration analysis.

Newton MCP — wraps the Newton math solver API (free, no auth)

PSI to bar, number discarded

RPM to rad/s, number discarded

Local ML: speech to text (SRT/VTT), text embeddings, reranking, similarity, entities, zero-shot.

Evaluate mathematical expressions and propagate measurement uncertainty.

US fluid ounces to milliliters, number discarded

US gallons to liters

Watts to horsepower

Yards to meters

Run FDS, OpenFOAM, CalculiX and other engineering simulations on cloudHPC from your AI assistant.

Upload spreadsheets, get plain-English analysis with real computed charts and quality scores.

Estimate theoretical and OEE-adjusted annual battery line capacity.