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pixinsight

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    • pixinsight-mcp

      mxcoppell
      A
      license
      B
      quality
      A
      maintenance
      Enables any MCP-compatible AI agent to directly operate PixInsight through about 80 tools for opening and editing images, running processes, PixelMath, astrometry, and channel operations.
      78
      1
      MIT

    • pixinsight-mcp

      iftahs
      A
      license
      B
      quality
      C
      maintenance
      Enables AI agents to fully control PixInsight for astrophotography workflows, including calibration matching, WBPP stacking, blink review, and post-processing with visual previews.
      92
      MIT

    • PixInsight MCP Bridge

      priestjim
      F
      license
      Not graded
      quality
      D
      maintenance
      Enables LLMs to interact with PixInsight's image processing capabilities through a local HTTP/SSE server, allowing listing processes, invoking them, viewing images, and more.
      -

    • indigo-mcp

      Richard-Ni
      A
      license
      Not graded
      quality
      C
      maintenance
      MCP server for the INDIGO astronomy automation protocol, enabling AI agents to control telescopes, cameras, focusers, filter wheels, domes, and other observatory equipment through natural language.
      MIT
    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    B3.4/5.0

    Scored across 78 tools

    Disambiguation3/5

    Most tools are aimed at distinct processes or metrics, and the descriptions are unusually detailed. However, save_and_show_preview is an exact alias for save_preview, and several measure_* tools (sharpness vs highlight_texture vs subject_detail, stars vs star_layer) plus run_abe vs run_per_channel_abe overlap conceptually, so an agent can still misselect.

    Naming Consistency3/5

    The set is consistently snake_case and mostly follows a verb_noun pattern, which helps readability. But the run_ prefix is applied unevenly: linear_fit, pixelmath_new_image, combine_channels, lrgb_combine, and auto_stretch are process wrappers that lack it, and save_and_show_preview is a redundant alias rather than a distinct, predictable name.

    Tool Count1/5

    78 tools is far beyond the 25+ threshold and squarely in the 50+ extreme range. Even for a broad PixInsight automation connector, the generic run_process and run_pjsr fallbacks make many specialized wrappers redundant, so the tool surface feels bloated.

    Completeness5/5

    The surface covers file/workspace management, calibration, noise reduction, stretching, masking, narrowband blending, star processing, and an extensive measurement suite. The explicit run_pjsr and run_process escape hatches ensure any PixInsight process not directly wrapped is still reachable, so there are no significant dead ends.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

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