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Scored across 10 tools
Each tool targets a distinct operation: single vs batch evaluation, rule set management, evaluation retrieval, and account/plan information. Even the plan-related tools (whoami, get_usage, list_plans) are cleanly separated by identity, usage, and catalog purposes.
Most tools follow a clear verb_noun pattern: list_rule_sets, get_rule_set, create_rule_set, get_evaluation, list_evaluations. evaluate, evaluate_batch, and whoami are minor deviations but still verb-first and predictable.
Ten tools is well-scoped for an LLM evaluation service: two evaluation paths, three rule set operations, two evaluation lookup operations, and three account/plan tools. Each tool earns its place without redundancy.
The evaluation lifecycle is well covered: evaluate, retrieve, and list evaluations, plus list/get/create rule sets. Update and delete for rule sets are missing, which is a minor gap, but agents can work around it by creating new rule sets.