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notebooklm-mcp-pro

by SantosRojas
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    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    B3.4/5.0

    Scored across 23 tools

    Disambiguation4/5

    Most tools target a clearly distinct resource/action (notebooks, sources, notes, reports, cache, quota). The main risk is the search trio—search_sources (semantic), keyword_search (BM25) and grep (regex)—which overlap conceptually, though descriptions explain when to use each. read_source vs read_source_section vs get_source_outline are also related but well differentiated.

    Naming Consistency4/5

    Predominantly consistent snake_case verb_noun pattern (list_notebooks, get_notebook, read_source, sync_notebook, clear_cache). A few deviations—grep (bare verb), keyword_search and source_stats (noun/adjective-noun), health_check—but they remain readable and predictable overall.

    Tool Count3/5

    23 tools is on the heavy side of the 16-25 band for a single server. Most tools earn their place (notebook/source/note/artifact lifecycle plus a cache and quota subsystem), but the search suite and cache utilities could be consolidated to reduce surface area.

    Completeness3/5

    The surface is strong on reading, searching and caching, but lacks creation/management operations: no create_notebook, add_source, create_note or delete tools. Notably, generate_report is referenced by read_report and get_generation_status but is absent from the tool list, creating a dead end for artifact generation.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources