Windsurf Supabase enhances the Supabase MCP server, specifically tailored for seamless integration with the Windsurf Editor. Building upon the Model Context Protocol (MCP) standard, it introduces significant improvements such as structured error responses with detailed context, standardized JSON formatting with UI component metadata, and enhanced SQL to REST conversion. Flexible API key management and improved header handling for PostgREST requests are also included, ensuring a robust and user-friendly experience for database interactions within the Windsurf environment.