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Alternatives to NotebookBrain MCP

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    Related Servers

    • A
      license
      B
      quality
      C
      maintenance
      Enables code agents to read, search (local BM25/grep or semantic), and reason over NotebookLM sources stored as Markdown with minimal context use, including outline-based section reading, cached stats, cited chat answers, and export to .md files. Read-only by default, with write and destructive operations requiring explicit opt-in and exact-title confirmation.
      23
      MIT
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents and MCP hosts to query locally indexed notes, docs, chat logs, and other files via hybrid vector/BM25 retrieval with section-level citations. Exposes tools, resources, and prompts for searching and asking over the indexed content.
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    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to search and query a local knowledge base of scattered notes and docs through hybrid vector plus BM25 retrieval with section-level citations, and to store, retract and explore durable memories, note links and agent harness memories. It also exposes note resources plus briefing, study-plan and contradiction-check prompts, all backed by a shared local index.
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    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to search and question a personal knowledge base of notes and documents through hybrid vector and BM25 retrieval, with section-level citations. It also lets agents store, retract, and explore durable memories, links, and indexing statistics across tools.
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    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to search scattered notes and docs with hybrid vector + BM25 retrieval, get cited answers with section-level references, and store, retract, or explore durable memories and note links. It also exposes index inspection/refresh along with note resources and briefing, study-plan, and contradiction-check prompts.
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    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI hosts and agents to query locally indexed notes, docs, PDFs, chat logs, and other scattered files through hybrid vector and BM25 retrieval with section-level citations. It exposes tools, resources, and prompts for searching, asking questions, scoping by tags, traversing links, and reranking results.
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    TDQS

    A3.9/5.0

    Scored across 3 tools

    Disambiguation5/5

    Each tool has a distinct action and resource: add_source writes a source, list_sources enumerates sources, and ask queries the accumulated sources. There is no plausible overlap in agent selection.

    Naming Consistency4/5

    add_source and list_sources follow a clear verb_noun snake_case convention, and ask is also snake_case but is a bare verb. This is mostly consistent with a minor deviation.

    Tool Count5/5

    The set is intentionally small and well-scoped for a source-backed question-answering server: ingestion, listing, and querying are the three core operations. Each tool earns its place and three tools fit within the recommended range.

    Completeness3/5

    The surface covers adding sources, listing them, and asking grounded questions, but lacks update/delete operations and a way to inspect or retrieve an individual source's contents. These are notable lifecycle gaps, though the core ask workflow is present.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues