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Scored across 49 tools
Tools are grouped by domain and mostly have clear purposes, but several clusters overlap: media_thumbnail/media_extract_frames/export_thumbnail_set all extract images, multiple sam2_* tools perform mask-related operations, and export_formats/clip_format_convert/export_meta have fuzzy boundaries. The descriptions help, but an agent could still misselect among them.
The dominant pattern is a domain prefix plus an action (media_, captions_, audio_, render_, comp_, clip_ mostly use verb_noun forms), which is readable and predictable. Minor deviations like media_thumbnail (noun), health_check (no prefix), and export_meta (not a clear verb) break the pattern slightly but do not cause major confusion.
49 tools is a very large surface for an MCP server. Even though the domain is broad, the count exceeds the 25+ threshold and creates significant selection overhead; many tools could be consolidated (e.g., media_thumbnail versus export_thumbnail_set). The scope feels heavy rather than well-scoped.
The server covers a wide arc: import, probe, composition, audio, captions, rendering, export, generation, and sam2 segmentation. However, editing workflows are asymmetrical: comp_add_clip/add_overlay/add_transition have no corresponding remove/update tools, media_import has no delete/cleanup, and audio_add_track lacks a removal counterpart. These gaps are noticeable but can sometimes be worked around.