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Scored across 30 tools
Most tools have clearly distinct resource+action targets, and potentially overlapping pairs (simulation_start vs simulation_run, run_experiment vs compare_policies vs schedule_vs_reference) are differentiated by their descriptions. A few boundaries in the experiment group remain fuzzy, e.g. run_experiment vs reproduce_run vs schedule_vs_reference all execute a policy over seeds.
Tools fall into clear families (model_*, simulation_*, method_*), but the pattern within families flips between noun_verb (model_status, simulation_status, experiment_summary) and verb_noun (model_open, simulation_start, validate_instance, list_runs). The unprefixed tools (bridge_info, generate_simtalk, object_set_control, mu_create_attribute) add further variation, though everything remains readable.
30 tools is heavy relative to the apparent scope, and several (model_get_property/model_object_info, model_status/bridge_info) could plausibly be consolidated. The surface feels like it grew by adding one tool per capability rather than being scoped deliberately.
Scheduling (validate/run/reproduce/compare/list/aggregate) and model manipulation cover strong lifecycle depth, but there are gaps: no way to close or save a model session, no method delete or method listing, and deletion is limited to devices via model_delete_device. Agents can work around these but will hit dead ends when cleaning up or discovering existing methods.