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      B
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      C
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      Enables AI agents to fully control PixInsight for astrophotography workflows, including calibration matching, WBPP stacking, blink review, and post-processing with visual previews.
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    • F
      license
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      quality
      D
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      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.
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    • A
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      A
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      Enables AI agents to perform GIMP-style image operations such as open, resize, crop, flip, rotate, blur, desaturate, text overlay, export, and batch processing via MCP tools, supporting both mock (Pillow) and live GIMP backends.
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      license
      B
      quality
      A
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      Enables AI agents to operate GIMP 3 end-to-end: open and inspect images, call every PDB procedure, apply GEGL filters destructively or as layer effects, measure pixels, render before/after/diff comparisons, cut out subjects with AI segmentation, and run multi-step recipes across folders.
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      Apache 2.0

    TDQS

    B3.3/5.0

    Scored across 78 tools

    Disambiguation2/5

    Several tools have genuinely blurred boundaries: save_preview and save_and_show_preview are exact duplicates, the measure_* family has multiple Sobel-based texture/detail/sharpness variants, and run_pjsr/run_pjsr_file plus run_process/run_pixelmath form overlapping fallback clusters. The individual descriptions are detailed, but an agent will struggle to reliably pick between these near-neighbor tools.

    Naming Consistency3/5

    The dominant snake_case verb_prefix pattern (run_*, measure_*, create_*, get_*, list_*) is mostly followed, but there are clear deviations: linear_fit lacks the run_ prefix used by every other process wrapper, pixelmath_new_image sits awkwardly beside run_pixelmath, and several tools lead with the object or adjective (ha_inject_red, lrgb_combine, auto_stretch) rather than a verb. The set is readable but not consistently predictable.

    Tool Count1/5

    At 78 tools this is an extreme count for an MCP surface, even given PixInsight's broad domain. The set contains many narrow near-variants that could be consolidated, such as 14 measure_* functions, multiple narrowband blending tools, and a duplicate preview alias. This volume will overwhelm context windows and make tool selection considerably harder.

    Completeness4/5

    The surface covers the main astro-image processing workflow well: opening images, measuring, stretching, background/color correction, star handling, plate-solving, masking, workspace management, and exporting. A few natural operations such as image calibration, stacking, and resampling are not first-class tools, but run_process, list_processes, and run_pjsr provide workable fallbacks.

    Maintenance

    ActivityMaintained
    ResponsivenessUnresponsive