Data Science & ML MCP Servers for Claude Desktop

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

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

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

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.

Exact polynomial checks, sparse expansion and verified rule memory. Local MCP tools, no model key.

Add-on for your AI: formulate leave-on cosmetics on the NanoBase™ raw material with TDA logic.

Watts, volts, amps, kWh and electricity cost calculator tools for AI assistants.

Which parts of an ML need Hugging Face already covers. Every model and dataset checked live.

A physics verifier for Super Intelligence. Every answer comes with a cryptographic proof.