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AI assistants often generate lengthy, verbose utility-first CSS class strings, leading to increased token costs, reduced code readability, larger bundle sizes, and potential SSR safety issues. Classmcp addresses this by serving as a Multi-Framework Model Context Protocol (MCP) server, enabling AI to use concise, semantic class names like `btn-primary` or `card` instead. This intelligent intermediary translates short semantic names into full utility class strings while providing critical metadata on SSR compatibility and offering minification options for maximum token savings across frameworks like Tailwind CSS, Bootstrap, UnoCSS, and Tachyons.