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notebooklm-mcp

by jacob-bd
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    TDQS

    B3.4/5.0

    Scored across 53 tools

    Disambiguation4/5

    Most tools target distinct resources (notebooks, sources, chat, studio, collections, tags, labels, research, sharing), and the async query workflow is well documented. A few overlaps remain: chat_get vs chat_export, and download_artifact / download_all_artifacts / export_artifact could be confused, plus three parallel organizational systems (collections, tags, labels).

    Naming Consistency4/5

    The dominant pattern is domain_prefix_action in snake_case (notebook_create, source_rename, studio_status), which is highly consistent. The main deviation is a set of bare-noun 'unified' tools (label, alias, pipeline, note, tag, report, batch), which read differently but are at least a deliberate, documented grouping.

    Tool Count2/5

    53 tools is very heavy even for a feature-rich NotebookLM wrapper covering notebooks, sources, chat, studio artifacts, research, sharing, auth and pipelines. Several clusters (download/export, research, query variants, studio lifecycle) could be consolidated or namespaced into fewer entry points.

    Completeness5/5

    Coverage is broad and lifecycle-complete: full CRUD for notebooks, sources, collections, notes, tags and labels, plus studio artifact create/status/revise/download/delete, chat management, research workflow, sharing, and auth handling. No obvious dead-end operations.

    Maintenance

    ActivityActive
    ResponsivenessResponsive

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