Scored across 8 tools
Most tools have clearly distinct purposes: list vs get vs query operations are separated, and each targets a different entity (datasets, evaluations, traces, spans, projects). The main potential confusion is between get_traces and query_traces, though descriptions clarify query_traces as a structured filtering alternative.
All tool names follow the verb_noun pattern consistently: get_ for single entities, list_ for collections, and query_ for the structured trace query. No style mixing or vague verbs; the naming is predictable and uniform.
Eight tools provide a focused and well-scoped surface for a Phoenix evaluation/tracing server. Each tool addresses a distinct need without redundancy or bloat, fitting squarely in the ideal range.
The server covers the core read-only interactions with datasets, evaluations, traces, spans, and projects, including both list and detail views. Notable gaps include no tool to fetch a specific evaluation run's detailed results or a specific project's configuration, but these are minor for a query-focused eval server.