Build a Customer-Facing Analytics App

Use this skill when the user is embedding analytics into a product for external users and needs a concrete serving architecture, not just a dashboard.

This is a use-case skill. It orchestrates motherduck-connect, motherduck-explore, motherduck-model-data, motherduck-query, and motherduck-load-data.

Start Here: Is a MotherDuck Server Active?

Always determine this first.