This is a GraphQL helper for the Shopify Partner API, which means it's for partner accounts, not merchant stores. It walks you through querying app metrics, theme distribution, transaction histories, and affiliate payouts. The workflow is strict: you must search the docs first, generate your GraphQL, then validate before it returns anything. It's built around search_docs.mjs and validate.mjs scripts with instrumentation flags baked in. If you're managing multiple apps or tracking partner revenue across organizations, this keeps you from guessing at field names or shipping broken queries. The validation loop retries up to three times with targeted doc searches when types don't match.
npx skills add https://github.com/shopify/shopify-ai-toolkit --skill shopify-partner