Amazon Redshift now integrates with the Agent Toolkit for AWS , enabling you to build, query, troubleshoot, and migrate to Amazon Redshift data warehouses and data lakes directly from AI agents such as Claude Code, Kiro, and Cursor. The integration pairs the AWS MCP (Model Context Protocol) server , which provides authenticated AWS API execution on your behalf — with Redshift skills : curated packages of tested procedures and reference material that help AI agents complete Redshift tasks more effectively. The Redshift skills cover SQL syntax references to reduce query generation errors, metada