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Scored across 31 tools
The tool set has clear distinct purposes for core operations like notebook management (add_notebook, create_notebook, list_notebooks) and media generation (generate_audio_overview, generate_video_overview), but there is significant overlap between tools like ask_question, get_notebook_chat_history, and get_query_history, which all involve querying or retrieving chat data, potentially causing confusion. Additionally, cleanup_data and re_auth both handle authentication/session cleanup with overlapping functions.
Tool names follow a highly consistent verb_noun pattern throughout, such as add_notebook, create_notebook, list_notebooks, generate_audio_overview, get_health, and sync_library. All tools use snake_case without deviation, making them predictable and easy to parse for agents.
With 31 tools, the count is excessive for the server's purpose of managing NotebookLM notebooks and media. Many tools could be consolidated (e.g., multiple chat history tools, overlapping cleanup/auth tools), leading to a bloated interface that may overwhelm agents and increase misselection risk.
The tool surface provides comprehensive coverage for NotebookLM operations, including CRUD for notebooks and sources, media generation (audio, video, data tables), session management, authentication, and library syncing. Minor gaps exist, such as no direct tool for editing source content or managing sharing settings, but agents can work around these with existing tools.