OfflineCreator Studio MCP
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TDQS
Scored across 9 tools
Most tools map to distinct actions, but get_generation, wait_generation, and download_output all touch the same output-retrieval step and could be confused (status fetch vs. poll vs. signed URL). Descriptions do clarify the intended use of each, keeping ambiguity low overall.
All tools use snake_case verb-first naming (list_generations, cancel_generation, get_credits, upload_input). The lone 'generate' drops the noun object but still fits the dominant verb-first convention.
Nine tools is a well-scoped set for a generation service, with each tool covering a distinct step in the create/poll/retrieve/cancel lifecycle. Nothing feels redundant or padded.
The surface covers the full generation lifecycle: models, credits, generate, upload, status, poll, cancel, and download. Minor gaps like deleting/cleaning up old generations or re-running a failed job are absent but agents can work around them.