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Scored across 57 tools
The set covers many distinct Ableton resources, but several device-parameter and clip-placement tools overlap enough to cause hesitation. set_device_parameters, set_parameter_real, device_property, and set_sidechain all modify device state, while arrangement_audio_clip, arrangement_place, load_audio_clip, and create_clip differ mainly by context.
Most tools use snake_case and an action_object pattern, but the convention is not uniform: transport, ping, browse, and device_property are noun/single-word tools, while others are verb_noun or noun_verb phrases. The names remain readable but are not fully predictable.
57 tools is far beyond the typical 3-15 well-scoped range and exceeds the 50+ threshold for an extreme mismatch. Even for a complex DAW, this surface creates high selection cost and makes it hard to keep the set coherent.
The surface covers core Ableton workflows: transport, tracks, clips, scenes, devices, browser, arrangement, rendering, and audio analysis. Minor gaps remain, such as reading clip automation/envelopes or explicit master-track operations, but agents can mostly work around them.