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Scored across 3 tools
Each tool maps to a distinct stage of the pipeline: readiness check (sing_probe), online candidate discovery (sing_search), and audio rendering (sing_cover). The only blur is that sing_cover also performs an internal search+download, so an agent may be unsure whether searching first is optional, but the descriptions explicitly prescribe search-then-cover when unsure.
All three tools use the same 'sing_' prefix plus a short verb/noun (probe, search, cover), all lowercase snake_case. The pattern is immediately recognizable and predictable.
Three tools is lean for the domain but each earns its place as a step in a single workflow (diagnose, select, render). It sits at the low edge of the comfortable range, with no filler tools.
The core lifecycle is covered: check readiness, find a song, produce a 60s clip in original or AI-voice mode, with explicit failure reporting. Minor gaps exist — no way to list/manage previously generated artifacts or to render a specific candidate from search results by handle — but agents can work around them with another search query.