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Scored across 53 tools
Most tools are clearly distinct (e.g., list_models vs get_loaded_model, run_sub_agent vs start_sub_agent_job), but a few pairs could be confused: nanites_deregisterProviderModel vs nanites_removeProviderKey (deregister vs remove), and get_download_status vs download_and_wait overlap in polling behavior. Overall, the core model/test workflows are well separated.
Naming is mixed: some tools use snake_case with domain prefix (nanites_*), others use plain verbs (chat, load_model, create_profile), and a few use different conventions (get_cost_saved_report, seed_provider_models). The pattern is not uniform, making it harder to predict tool names, though each individual name is readable.
With 53 tools, the surface is both wide and deep, covering profiles, providers, models, testing, jobs, workflows, and notifications. While each domain has its own cluster, the sheer number exceeds what an agent can easily navigate, and some tools (e.g., send_ntfy, get_cost_saved_report) feel peripheral. A more focused set of ~25-35 would be more manageable.
The set covers the full lifecycle for models (list/load/unload/download/test), profiles (create/update/switch/list), providers (add/remove/list/toggle keys, set preference), and test management (validate/register/run/judge). Minor gaps exist: no explicit tool to delete a profile or a test unit, and no tool to list provider errors beyond 'show' (which is read-only). Overall, core workflows are well-covered.