Data Science & ML MCP Servers

High-entropy alloy and oxide descriptors, phase rules, corpus, properties, and design tools.

Stateful SageMath MCP server with 40 tools and a sandboxed Sage session per client.

Verify US contractor license + surety bond + insurance from official state data. WA live, CA beta.

NIST ITS-90 thermocouple conversion, all 8 types, cold-junction compensation, NIST-table verified.

Irish property due diligence: planning, prices, flood, radon, zoning, BER and crime context.

Local stdio MCP server: publication figures, structure checks and conversions for AI assistants

MLflow MCP — experiments, runs, registered models, versions, traces, assessments (MLflow 3)

Verifiable science: units, GUM uncertainty, requirements with margins and provenance on every run.

Airflow MCP — list DAGs/runs/task instances, tail logs, trigger and clear (write-gated)

Run Hansl/Gretl econometrics workflows via MCP with GUI launch and artifacts.

Physics assistant: checked equations, live simulations, claims verified against arXiv papers

Query Swedish public data: companies, SCB statistics, weather, transport, and more.

MCP (Model Context Protocol) server for searching Japanese subsidy information

Cross-client ECharts chart MCP server: data to interactive HTML and inline images.

Verifiable test-data analysis: deterministic tools, evidence ledger, number-level checks.

Agent-native MCP server for Swiss health insurance premiums.

Local survey workflow and statistical crosstab analysis with auditable evidence

MCP server exposing Qiskit 2.3.1 quantum computing functionality

MCP server for French administration — taxes, URSSAF, CAF, unemployment (ARE), dismissal, CPF, invoices, administrative letters

AI-callable calculators and engineering models with real formulas. No hallucinated math.

MCP server for Modbus TCP/RTU devices with typed, scaled register maps and per-point limits.