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Related Servers

Alternatives to ocular

No user-submitted related servers found.

    Related Servers

    • A
      license
      A
      quality
      B
      maintenance
      Provides vision understanding capabilities such as image analysis, OCR, object localization, and video frame analysis, plus optional image generation and editing, to coding agents via OpenAI-compatible multimodal models. Runs as a local MCP server with HTTP and stdio transports, configurable for clients like Codex, Claude Code, Kimi, and Cursor.
      3
      14 npm
      MIT
    • A
      license
      Not graded
      quality
      B
      maintenance
      MCP server that gives Claude and other clients vision capabilities including screenshot-to-code, OCR, error diagnosis, diagram analysis, data-viz insights, UI diff checks, and video analysis via any OpenAI-compatible vision endpoint.
      7,547 npm
      Apache 2.0
    • A
      license
      Not graded
      quality
      A
      maintenance
      Local vision-capable MCP server that lets AI agents describe screenshots, UI, charts, and photos via vision and OCR tools, with support for multiple providers and automatic fallback.
      6
      MIT

    TDQS

    A3.7/5.0

    Scored across 8 tools

    Disambiguation4/5

    Most tools have clear, distinct purposes (OCR, UI analysis, chart analysis, etc.), but analyze_image serves as a general fallback and could overlap with specialized tools like analyze_ui_screenshot or analyze_chart_image if an agent picks poorly. The descriptions are specific enough to guide selection in most cases.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern using snake_case: analyze_image, extract_text_from_image, compare_ui_screenshots, etc. This consistency makes it easy to predict what a tool does based on its name.

    Tool Count5/5

    With 8 tools, the set is well-scoped for an image analysis server. Each tool serves a distinct purpose, and the count is neither too sparse nor overwhelming.

    Completeness5/5

    The tool set covers a broad range of image analysis needs for coding agents: general analysis, OCR, UI analysis, error screenshots, table extraction, chart analysis, and image comparison. The inclusion of an upload session tool addresses local file handling, filling the only potential gap.

    Maintenance

    ActivitySlowing
    ResponsivenessUnresponsive