Data Science & ML MCP Servers for Gemini CLI

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)

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

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

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

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

Statistical baselines — check if values are normal or anomalous for a given category.

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.