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    • A
      license
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      quality
      A
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      Enables AI assistants to programmatically interact with Google NotebookLM, allowing them to create and manage notebooks, add sources, query content, generate audio/video, and perform research tasks through natural language commands.
      49
      12,935 PyPI
      6,096
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    • A
      license
      B
      quality
      B
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      Enables AI assistants to programmatically access and manage Gemini Notebook (formerly Google NotebookLM), including creating notebooks, adding sources, querying content, generating studio content, downloading artifacts, and running batch or cross-notebook workflows through natural language.
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    • A
      license
      A
      quality
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      Enables AI agents to interact with Google NotebookLM, including listing and managing notebooks and sources, asking grounded questions with citations, and generating audio overviews, briefings, quizzes, and mind maps.
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    • A
      license
      A
      quality
      Not graded
      maintenance
      Enables interaction with Google's NotebookLM through natural language, allowing users to create and manage notebooks, add sources from URLs/YouTube/Google Drive, query AI for insights, generate audio podcasts and other studio content, and perform AI-powered research and analysis.
      32
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    TDQS

    A3.6/5.0

    Scored across 39 tools

    Disambiguation4/5

    Most tools target distinct resources and actions (notebook_*, source_*, studio_*, research_*), and the async query start/status split is clearly documented. Minor overlap exists between notebook_share_invite vs notebook_share_batch and between download_artifact vs export_artifact, but descriptions disambiguate them adequately.

    Naming Consistency4/5

    A predictable resource_action snake_case pattern dominates (notebook_list, source_add, studio_create, research_start). The only deviations are the unified single-word action tools (note, tag, label, batch, pipeline) and prefix-less helpers (refresh_auth, server_info), which are still readable and consistent within themselves.

    Tool Count3/5

    39 tools is heavy and near the upper bound, even for a feature-rich domain. Several consolidated multi-action tools (note, tag, label, batch, studio_create, source_add) reduce sprawl, but the surface still feels broad and could likely be trimmed further.

    Completeness5/5

    The surface covers the full lifecycle: notebook CRUD+describe, source add/get/sync/rename/delete/describe, note CRUD, studio create/status/revise/delete/download/export, sharing, research, tags, labels, and auth management. No obvious operational gaps remain for the domain.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues