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Scored across 12 tools
Most tools have distinct purposes, but some overlap exists: gepa_evaluate_prompt and gepa_record_trajectory both relate to prompt evaluation, and gepa_select_optimal and gepa_get_pareto_frontier both involve selecting optimal candidates. The descriptions help clarify differences, but an agent might occasionally confuse these pairs.
All tool names follow a consistent 'gepa_verb_noun' pattern with snake_case, using clear verbs like create, evaluate, get, list, record, recover, restore, select, and start. This predictability makes it easy for agents to understand and use the toolset.
With 12 tools, the server is well-scoped for prompt auto-optimization, covering key areas like evaluation, evolution, backup, recovery, and selection. Each tool has a clear role, and the count is neither too sparse nor overwhelming for the domain.
The toolset provides comprehensive coverage for prompt optimization workflows, including evolution (start_evolution), evaluation (evaluate_prompt, record_trajectory), selection (select_optimal, get_pareto_frontier), reflection (reflect), and disaster recovery (backup, restore, integrity_check, recovery). A minor gap is the lack of tools for modifying or deleting components, but core operations are well-covered.