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NotebookLM MCP Structured

by paolodalprato
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    TDQS

    A4/5.0

    Scored across 16 tools

    Disambiguation4/5

    Most tools have clearly distinct roles: notebook CRUD, search/stats, question asking, session lifecycle, and auth/maintenance are separated cleanly. The only notable overlap is setup_auth vs re_auth, though their descriptions do differentiate use cases.

    Naming Consistency5/5

    Tool names consistently follow a snake_case verb_noun pattern: list_notebooks, get_notebook, add_notebook, update_notebook, remove_notebook, search_notebooks, close_session, reset_session. Even the auth tools (setup_auth, re_auth, get_health) and cleanup_data fit the same predictable convention.

    Tool Count4/5

    At 16 tools, the surface is slightly above the ideal range but each tool maps to a real need: notebook library management, question answering, session lifecycle, and authentication/support. The auth/maintenance cluster adds weight, but it is coherent with the server's operational scope.

    Completeness4/5

    The notebook lifecycle is well covered with list/get/add/update/remove/search, plus select, ask_question, and library stats. Minor gaps exist: there is no source-level management and no way to create a brand-new NotebookLM notebook from within the tool set, which are workable limitations.

    Maintenance

    ActivitySlowing
    ResponsivenessSlow

    Resources