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Scored across 14 tools
Most tools target clearly distinct query types: name search, raw plays, top lists, daily counts, entity histories, Wrapped summaries, precomputed aggregates, and live Spotify state. Some overlap remains between top_artists/top_tracks, get_stat aggregates, get_wrapped, and stored vs live recent plays, but descriptions provide explicit guidance on when to use which.
All names use readable snake_case with no camelCase or chaotic variation. The set is not a strict verb_noun pattern throughout, since many tools are noun phrases like artist_history, now_playing, and spotify_top, but the convention is still predictable and consistent.
Fourteen tools fits comfortably within the ideal 3-15 range for an analytics-style server. Each tool covers a distinct listening-history or Spotify-live query, and there is no excessive filler or fragmentation.
The surface strongly covers read-only listening analytics: search, raw plays, top artists/tracks, daily counts, artist/track histories, on-this-day, Wrapped, precomputed stats, and live Spotify tools. Minor gaps remain, such as no direct per-artist or per-track query over an arbitrary date range beyond top lists, and no metadata/import management, but core workflows are covered.