spicyapi-mcp
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TDQS
Scored across 15 tools
Most tools are clearly separated by resource (service, docs, models, balance, usage, tasks, files, URLs) and action. The only mild overlap is task_get vs task_wait vs download_url_create, but their descriptions distinguish reading a task, waiting for completion, and creating a signed URL.
The naming follows a consistent spicyapi_<resource>_<action> pattern, e.g. models_list, model_get, task_create, task_get. Minor deviation: download_url_create uses a noun phrase (download_url) rather than a resource noun like url, but it is still readable and predictable.
15 tools is at the upper end of the ideal range but each tool maps to a distinct operation in the API lifecycle: service status, docs, models, balance, usage, task CRUD/wait/retry/purge, upload, download, and quote. No tool feels redundant.
The surface covers the full task lifecycle: quote, create, get, wait, retry, purge, plus upload/download and account management. Minor gaps: no explicit task cancellation (documented as unavailable) and no webhook management tool, but the descriptions explain workarounds.