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    • F
      license
      Not graded
      quality
      D
      maintenance
      MCP server that gives text-only models vision capabilities via free GLM vision models, supporting image description, OCR, chart/document analysis, and grounding with automatic model fallback.
      1
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    • A
      license
      Not graded
      quality
      A
      maintenance
      A multi-model vision MCP server that gives image understanding to AI coding assistants lacking native vision, letting them analyze screenshots, error messages, UIs, and documents through a single image_understand tool. It routes requests to major vision LLM providers such as GLM, DeepSeek-OCR, Qwen-VL, Doubao, and Hunyuan, with automatic image preprocessing, cropping, and retries.
      866 npm
      MIT

    TDQS

    A4.3/5.0

    Scored across 8 tools

    Disambiguation5/5

    Each tool targets a distinct visual input type (UI, text, error, diagram, data viz, diff, generic, video) with explicit 'do not use for' boundaries. The generic analyze_image is clearly positioned as a fallback, preventing overlap with specialized tools.

    Naming Consistency4/5

    All names use snake_case, but verb-first pattern is inconsistent: ui_to_artifact and ui_diff_check are noun-first while others are verb-first. Still, the style is uniform and readable.

    Tool Count5/5

    8 tools is well-scoped for a vision analysis server, covering major categories of visual understanding without unnecessary bloat.

    Completeness5/5

    The tool surface covers UI conversion, OCR, error diagnosis, diagrams, data visualization, diff checking, generic image analysis, and video analysis—a comprehensive set for the domain. The fallback analyze_image ensures no dead ends.

    Maintenance

    ActivityStale
    ResponsivenessNo issues