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Empower your AI agents and coding assistants with intelligent access to AWS Cloudscape Design System documentation. This Model Context Protocol (MCP) server enables semantic search, allowing natural language queries to retrieve highly relevant documentation. It's designed for efficiency, returning concise file lists initially and full content on demand, optimizing token usage. Leveraging Jina Code Embeddings and LanceDB, it offers a local, fast, and hardware-optimized solution for integrating design system knowledge into agent workflows.