Data Science & ML MCP Servers for OpenAI Agents SDK

Drive FreeCAD from an agent: CAD modeling, drawings, FEM, CFD, EM, and multiphysics simulation.

MCP server for EPANET water-distribution network simulation and scenario analysis.

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

MCP server for UK Environment Agency Real Time Flood Monitoring API

Access ocean data from 80+ ERDDAP servers worldwide

MCP server for microscopes controlled by Micro-Manager (pymmcore-plus).

MNE-Python neurophysiology analysis (EEG, MEG, sEEG, ECoG, fNIRS) via the Model Context Protocol

WSL / EnviDat environmental research datasets via CKAN

MCP server for YADE — open-source DEM engine. Browse API docs, run simulations, manage tasks.

Query the AEMO NEM in plain English — 5-min prices, demand, generation, rooftop PV.

Secure Python sandbox for data optimization and Matplotlib rendering via x402 microtransactions.

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)

Comprehensive tools for discrete mathematics: logic, algorithms, number theory, cryptography

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

MCP server for data science analysis design management

MCP server for JULABO heating and refrigerated circulators (CORIO, MAGIO, DYNEO).

BAK cultural heritage, ISOS, living traditions, RSS

Query the WGEA in plain English — employer pay gap, workforce composition, leave.

Model Context Protocol (MCP) server for Wildlife Insights GraphQL API with natural language tools for wildlife management and species