Scored across 94 tools
Most tools target a distinct resource+action and descriptions actively cross-reference each other (e.g. search_metadata vs search_smart vs list_assets), which greatly reduces misselection. However, several near-identical families exist — six thumbnail/image tools (get_asset_thumbnail, get_asset_image, get_thumbnails_batch, get_images_batch, get_album_thumbnails, get_album_images) and get_video_frames vs get_video_frames_json differ only by output encoding, which an agent can easily pick wrongly.
Overwhelmingly consistent snake_case verb_noun pattern (list_albums, create_album, update_album, delete_album; tag_assets/untag_assets; restore_trash/empty_trash). Minor deviations: the bare 'ping', and a '_json' suffix variant rather than a distinct verb, plus search_* is used for both query tools and plain lookups (search_cities, search_places).
94 tools is far beyond a well-scoped surface for a photo library manager, and the set includes many parallel variants (base64 vs image-block thumbnails, video frames JSON vs image, raw vs filtered listing). Individual tools are justified in isolation, but the aggregate is too large to navigate reliably and buries core operations.
Coverage is exhaustive: full CRUD across assets, albums, tags, people, memories, stacks, shared links, partners, activities, trash, duplicates, plus upload/download, PDF export, notes/review bookkeeping and server capability discovery. No meaningful lifecycle gaps remain.