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Scored across 13 tools
Each tool has a distinct resource+action, and the descriptions explicitly cross-reference alternatives (search_songs vs resolve_candidates, recently_played vs top_played, analyze_flow vs audit_playlist, analyze_flow vs optimize_order). An agent can reliably pick the right tool from the guidance provided.
Every tool uses a consistent am_ prefix followed by a verb_noun pattern (am_create_playlist, am_delete_playlist, am_add_tracks, am_analyze_flow). The only minor deviation is am_status, which is still readable and follows the prefix convention.
13 tools sit comfortably in the ideal 3-15 range and map cleanly onto the playlist-curation workflow (auth, discovery, resolution, creation, editing, auditing, optimization). Each tool earns its place without redundancy.
The surface covers the full lifecycle: search, resolve, create, add, delete, list, show, audit, analyze, optimize, plus status and listening history. Minor gaps exist—no remove-tracks-from-playlist or rename/update-metadata operation, and optimize_order cannot write an existing playlist's order.