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Scored across 49 tools
The schedule tools are nearly indistinguishable (list_schedules vs app_schedules, create_schedule vs create_app_schedule, delete_schedule vs delete_app_schedule). Additionally, vibekit_agent_reset bundles four distinct actions into one tool, and several other tools have overlapping purposes (deploy vs create_app, exec vs chat), creating significant ambiguity.
The naming convention is inconsistent: some tools use verb_noun (list_apps, create_app) while others use noun_verb (app_logs, agent_status, database_query). Several tools are bare verbs (deploy, redeploy, rollback) without a clear resource, making the API unpredictable.
With 49 tools, the surface is far too large for coherent navigation. It spans multiple subdomains (apps, agents, files, database, schedules, tasks, QA, skills), overwhelming the agent and diluting the clarity of each tool's role.
The toolset is remarkably complete for the VibeKit domain, covering app lifecycle, environment, domain management, agent interaction, file editing, database operations, schedules, tasks, QA, and skills. Minor gaps exist (no update schedule, no cancel task, no delete database) but the overall domain is thoroughly covered.