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Scored across 7 tools
Each tool targets a distinct stage of the QUBO workflow (setup, knowledge, guide, validate, start, poll, result). The boundary between isingq_solve_poll (queries remote and updates local record) and isingq_solve_result_get (reads local saved results) is somewhat subtle but the descriptions clarify it.
All names share the isingq_ prefix and use consistent snake_case, but verb placement varies: some are noun_verb (knowledge_get, qubo_validate) while others are verb_noun/verb_verb (solve_start, solve_poll, solve_result_get). The pattern is still predictable and readable.
Seven tools is well-scoped for a QUBO-solving service, with each tool earning its place across setup, knowledge, modeling, validation, and solve lifecycle.
The surface covers the full workflow from API key setup through modeling, validation, remote solve start, polling, and result retrieval. Minor gaps exist, such as no task cancellation, list, or batch operations, but core workflows are complete.
