gaudio-developers-mcp
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Scored across 7 tools
Each tool has a distinct purpose: listing models, uploading files, creating jobs, checking job status, and two all-in-one wrappers plus API key info. The manual and wrapper tools are clearly differentiated by their descriptions, with the all-in-one tools explicitly labeled as such, leaving no ambiguity.
All tool names follow a consistent 'gaudio_' prefix with a verb_noun pattern in snake_case (list_models, upload_file, create_job, get_job, separate_audio, sync_lyrics, get_key_info). This is highly predictable and uniform.
Seven tools is well-scoped for a focused AI processing API. It covers the essential operations without unnecessary bloat, and each tool serves a clear function in the workflow, from listing models to managing jobs and retrieving results.
The tool set provides complete coverage for the domain: model discovery, file upload, job creation/status tracking, and two end-to-end workflows (separation and lyrics sync) plus account/key info. There are no obvious missing operations that would cause agent failures.