The Sketch server acts as a powerful intermediary, bridging the gap between Sketch design files and AI development environments. Built on the Model Context Protocol (MCP), it meticulously parses Sketch files, extracting all relevant data like nodes, styles, and hierarchies. Its key innovation lies in smart token optimization, drastically reducing AI call costs while an intelligent query system and symbol component support facilitate efficient design element discovery. The server can also render design nodes visually, empowering AI tools to perform comprehensive analysis and drive design-to-code workflows, specifically for generating Vue components.