Scored across 94 tools
Most tools are distinct, but there are several overlapping clusters: restore_assets/restore_trash, get_asset_thumbnail/get_asset_image/get_thumbnails_batch/get_images_batch/get_album_thumbnails/get_album_images, and search_metadata/search_smart/search_random/search_explore/search_cities/search_places/search_suggestions/search_statistics. The descriptions help differentiate them, but the sheer number of similar search and thumbnail tools creates ambiguity.
The naming is mostly consistent with verb_noun patterns (list_*, get_*, create_*, update_*, delete_*, search_*). Minor deviations exist: ping, restore_assets vs restore_trash, and the pair get_video_frames/get_video_frames_json are acceptable but slightly inconsistent. Overall the pattern is predictable.
94 tools is far beyond the typical well-scoped MCP server. While the domain is broad (photos, albums, people, tags, sharing, memories, stacks, exports, notes), the count is extreme and will overwhelm agents. Many tools could be consolidated (e.g., thumbnail variants, search variants).
The tool surface is remarkably comprehensive: CRUD for albums, tags, people, shared links, memories, stacks, plus search, upload, delete/restore, duplicates, export, and notes. Minor gaps exist (e.g., no direct asset rename, no video upload beyond 25MB, no way to move assets between albums in one call), but agents can work around them.