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mcpware
by mcpware

Related Servers

Alternatives to notebooklm-api

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    Related Servers

    • F
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      F
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      Enables semantic search across documentation stored in Gemini FileSearchStores, returning AI-generated answers with source citations.
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    • F
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      Enables document indexing and question answering with Retrieval-Augmented Generation, providing cited answers from user-supplied documents.
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    • A
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      D
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      Enables uploading, organizing, and semantically searching documents with support for various file types and embedding providers.
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    • F
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      quality
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      Enables semantic search and question-answering over uploaded documents using vector embeddings and Google AI. Supports document organization with tags, section-aware queries, and hierarchical markdown structure preservation.
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    TDQS

    A3.8/5.0

    Scored across 7 tools

    Disambiguation5/5

    Each tool targets a distinct resource action: store creation/listing/deletion, document upload/listing/deletion, and question answering. The 'ask' tool is clearly separated from file management operations, so an agent should not confuse any two tools.

    Naming Consistency4/5

    Most tools follow a clear verb_noun snake_case pattern (create_store, list_documents, delete_document). The plural forms in list_stores/list_documents and the bare-verb 'ask' are minor deviations, but they do not undermine readability.

    Tool Count5/5

    Seven tools is a well-scoped size for this document Q&A server. Each tool covers a necessary part of the workflow without redundancy or bloat.

    Completeness4/5

    The store and document lifecycles are mostly covered: create, list, delete, and upload, plus the core ask/search capability. The only noticeable gaps are update/replace operations and a simple get-document detail operation, but these are not critical for the intended workflow.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues