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Scored across 10 tools
Most tools cover distinct audio operations such as stem splitting, analysis, mastering, MIDI transcription, and vocal synthesis, so many choices are clear. However, generate_music advertises stem extraction, analysis, and completion, overlapping with stem_split, analyze, and segment, which could cause misselection.
Names follow mixed conventions: verb-only (analyze, segment, master), verb_noun (generate_samples, list_results), and concatenated forms (stem_split, sound2vital, text2vox). They remain readable, but there is no predictable naming pattern.
With 10 tools, the set sits in the recommended 3-15 range and each tool represents a distinct audio or music capability. The surface does not feel bloated or thin for this domain.
Core workflows are covered: splitting, analysis, segmentation, mastering, sample/MIDI generation, music/vocal generation, synth preset conversion, and listing results. A minor gap is the lack of get_result/status or deletion/management operations beyond list_results.
