Data Science & ML MCP Servers for Zed

MCP server for Mettler Toledo laboratory balances (MT-SICS): weigh, tare, zero, log drift, adjust.

MCP server adapter for Thermo Fisher Orbitrap mass spectrometers via the licensed Instrument API.

A Model Context Protocol (MCP) server for analyzing large JSON files with memory-efficient streaming

MCP server for PalmSens potentiostats running MethodSCRIPT (EmStat Pico, EmStat4, Sensit, Nexus).

Csv Analytics MCP Server by MEOK AI Labs

MCP server exposing Qiskit 2.3.1 quantum computing functionality

Agent toolchain for the DualSPHysics SPH solver: case creation, runs, post-processing, validation.

MCP server for OpenCorporates — search companies, officers, and filings worldwide

MCP server for AiDataTaskRunner Panel (MT5) - Control data generation and ML model training via MCP

MCP server for UK Environment Agency Real Time Flood Monitoring API

AlbumentationsX MCP for batch previews, compare preview runs, segmentation masks, and exports.

MCP server based on the V-World (Ministry of Land, Infrastructure and Transport) API for land use plans and cadastral maps — land use plan l

Drive a running Cytoscape Desktop to load, lay out, and style biological networks.

MCP server for the open data API of the government of New Caledonia (data.gouv.nc)

Help your AI explore local data using summaries, Pearson correlation, eta squared, and Cramer's V.

Exactly explainable classifiers for agents: train, tune, predict, explain on CSV or Excel.

Anthropometric prediction API: predict measurements, list countries, list measurement names.

MCP server for LC-MS data in mzML/mzMLb and Bruker timsTOF files; vendor formats via msconvert.

GPU-accelerated MCP server for neural network training, deep learning, and model experimentation

Industrial vibration analysis, bearing fault diagnosis, ISO 20816, and ML anomaly detection

Monte Carlo decision-intelligence over MCP: simulate, optimize, and decide under uncertainty.