WebMCP · local-first analytics

Your data never leaves the tab.The agent still does the work.

Airlock is an analytics workspace where an AI agent profiles sensitive payroll data through WebMCP tools, not raw rows. Aggregates pass; individual values need your approval. Watch a full gender pay-gap review complete with zero cells released.

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Shared notebook

Where the agent writes charts and findings — the same surface you see.

The notebook is empty

Run the pay gap story to watch an agent build charts and findings here — while the airlock counter stays at zero.