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Scored across 5 tools
The tools optimai_search and optimai_start_search are nearly identical in purpose: both initiate a search and return a search ID if the search is not complete. The only difference is that optimai_search waits briefly for results, but in typical long-running searches, they behave the same. This overlap creates significant ambiguity for an agent deciding which tool to use.
The naming pattern is mostly consistent with the optimai_ prefix and verb_noun structure: get_search, list_searches, cancel_search, start_search. However, optimai_search is a bare verb and does not follow the verb_noun pattern, standing out as a deviation. This is a minor inconsistency but does not severely hinder readability.
Five tools is well-scoped for a search API, covering initiation, retrieval, listing, and cancellation without unnecessary bloat. Each tool serves a distinct lifecycle function, and the count feels appropriate for the domain.
The tool set provides complete lifecycle coverage for asynchronous searches: start a search (start_search, or the combined optimai_search), check status/results (get_search), list past searches (list_searches), and cancel in-progress ones (cancel_search). No important operations are missing, and the composite optimai_search covers the synchronous wait case.