spicyapi-mcp
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TDQS
Scored across 15 tools
Each tool has a clearly distinct purpose within the API lifecycle (status, docs, models, balance, usage, tasks, upload, download, quote, create, retry, purge). Overlaps like task_get vs task_wait and task_quote vs task_create are explicitly differentiated in their descriptions, preventing misselection.
Most tools follow a consistent spicyapi_<resource>_<action> pattern (e.g., model_get, tasks_list, task_create). Minor deviations exist: upload_file uses verb_noun order and download_url_create adds an extra noun, but the overall naming remains predictable and readable.
With 15 tools, the set is well-scoped for an API covering model discovery, task lifecycle, file handling, and account queries. Each tool earns its place, and no tool feels redundant or missing from the core surface.
The surface covers the full task lifecycle: model inspection, quoting, creation with confirmation, waiting, retrieval, listing, retry, purge, plus file upload and download URL generation. No obvious gaps exist; the absence of a cancellation tool is intentional per the descriptions.