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Human guide: work with your agent → Inspect one Redshift action before starting provider-backed work. Your first result is a verified input and output contract.

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Provider-specific requirements

Use Redshift when the task requires querying an organization’s warehouse data. Prefer redshift_run_semantic_query when a saved semantic layer exists or the user asks for business metrics, dimensions, filters, funnels, or model-defined entities. The semantic query tool renders the stored Redshift semantic layer into SQL and returns both rows and the rendered SQL for inspection. Use redshift_run_query only when the user provides raw SQL, asks for direct SQL, or the semantic layer does not cover the requested analysis. Leave write unset for read-only SELECT or WITH SQL. Set write: true only when the user intentionally wants a single statement that may modify or overwrite customer data. Never expose Redshift warehouse spend as Deepline spend.

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Find an applicable action

Confirm your effective workspace, then search the live catalog:
Search returns candidates. Check the returned provider and operation rather than selecting a similar title automatically.

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Inspect the selected contract

Replace <returned-tool-id> with the identifier returned by discovery:
These commands do not execute the selected provider action. Read its required inputs, supported access mode, pricing unit, outputs, and limits. A connection does not establish that every action supports BYOK. Follow the provider-specific requirements above and the live action contract.

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Prepare one reviewed input

Use one authorized record that matches the inspected schema. Preserve its source identity and define the result you will accept. Open the action reference for its payload and response shape. Provider-backed execution can incur usage or external effects. For reusable logic, follow Write Plays. For direct-call recovery, use Tool execution recovery.
Continue only when the workspace, provider, required fields, acceptance rule, and applicable price are understood. Keep unavailable access separate from no-result evidence.