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Scored across 5 tools
Each tool targets a distinct action: ask_marvin initiates a question, get_response polls an async answer, cancel_response stops a running answer, list_conversations enumerates conversations, and get_conversation retrieves a specific conversation's history. There is no overlap in purpose, and the async lifecycle is cleanly split between ask and poll.
All names use snake_case and follow a verb_noun pattern (get_response, cancel_response, list_conversations, get_conversation). ask_marvin is a minor deviation because it names the assistant rather than a resource type, but it remains clear and consistent overall.
Five tools neatly cover the core operations—asking, polling, cancelling, listing, and retrieving—without redundancy. This is well within the typical 3-15 range for a focused assistant server.
The set provides complete coverage of the primary response and conversation lifecycle. Minor gaps like deleting or renaming conversations exist, but agents can work around them for most workflows.