pixinsight-mcp
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TDQS
Scored across 78 tools
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.
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.
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.
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.