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Scored across 13 tools
Most tools target distinct resources and actions, but search_models and explore both describe browsing/choosing models, and recommend_model also overlaps in model discovery. The detailed descriptions and explicit nextAction guidance help reduce misselection, so the ambiguity is minor.
The vast majority of tools follow a clear verb_noun snake_case pattern: search_models, get_model_schema, run_model, cancel_task, upload_file. The single bare-verb tool 'explore' breaks the pattern slightly, but the overall naming scheme is predictable and readable.
Thirteen tools is well within the ideal range for a model-execution platform and each tool addresses a distinct phase: discovery, schema inspection, execution, task monitoring, cancellation, pricing, file upload, and documentation. No tool feels unnecessary, and the count is not bloated.
The tool surface covers the full model workflow: find/recommend/explore models, inspect schemas, run models, wait for tasks, retrieve task status, list historical tasks, check pricing, cancel or kill tasks, upload files, and search docs. There are no obvious dead ends or missing lifecycle operations for the domain.
