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    Grounded Notebook Answers

    1

    Turn Google NotebookLM into a source-bound research layer your agent queries from the terminal, with persistent login, a notebook library, and cited answers.

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    Grounded Notebook Answers

    Grounded Notebook Answers

    Example session with this skill installed

    I keep a NotebookLM notebook loaded with our vendor contracts and product API docs (URL: https://notebooklm.google.com/notebook/ab12cd34ef56). Register it in my local notebook library using smart discovery so the title, description, and tags come from the notebook itself, not from me. Then pull every rule about data retention, deletion requests, and audit access that appears in the contract sources, and cross-check them against the compliance doc — I need document names and passage citations for each rule, and you must tell me explicitly where the sources are silent or contradict each other. Don't answer from memory.

    • Read your context and instructions
    • Compiled the grounded notebook answers
    • Generated the document

    Summary

    Registered the notebook as "Vendor Contracts & Product API" (3 sources detected) and ran two grounded passes. Four rules confirmed with citations; retention/deletion conflict flagged; audit access is not defined in the sources.

    FindingDocumentEvidenceConfidence
    7-year contract retentionMaster Services Agreement§8.2 "records retained seven years from termination"High
    Deletion within 30 days of requestData Processing Addendum§4.1 "without undue delay, no later than 30 days"High
    Backup purge after 90 daysData Processing Addendum§4.3 "backups purged within ninety days"Medium (no section heading in PDF)
    Retention vs. deletion conflictMSA §8.2 vs DPA §4.17-year retention vs 30-day deletion, no precedence clauseGap flagged
    Audit access rights—Sources silent; no auditor clause foundNot answerable

    Follow-up pass recovered the DPA §4.3 excerpt the first answer had omitted.

    Next steps

    • Set this notebook as default with notebooks set-default
    • Resolve the MSA/DPA precedence conflict with legal before relying on either rule
    • Upload the Security Addendum so audit access becomes answerable

    grounded-notebook-answers.pdf

    PDF · document

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    About this skill

    LLMs often hallucinate details from their training data when you need them to stick to your specific internal documents. This skill transforms Google NotebookLM into a source-bound research layer accessible directly from your terminal. It allows your agent to query your existing notebooks, retrieve answers grounded strictly in your uploaded documents, and maintain a local library of source materials.

    What it does

    • Grounded Q&A performs queries against NotebookLM notebooks and retrieves answers based solely on provided sources.
    • Citation Extraction captures document names, section labels, and direct excerpts to back up every factual claim.
    • Library Management maintains a local catalog of notebooks with IDs, titles, and tags for quick reference.
    • Auth Persistence manages Google session cookies and local storage to minimize manual login interruptions.
    • Automated Discovery crawls new notebook URLs to automatically generate summaries and tags for your library.

    How it works

    1. Use the auth status command to verify your Google session and auth login if a fresh browser profile is needed.
    2. Add notebooks to your local registry using notebooks add or by providing a URL for automatic discovery.
    3. Submit questions using the ask command, targeting specific notebook IDs or URLs.
    4. Review the grounded response and trigger follow-up queries if citations or details are missing.

    Frameworks & tools

    Built with Python 3.10+, Playwright for browser automation, and Google NotebookLM.

    Why this beats prompting it yourself

    Manual copy-pasting from NotebookLM to an LLM loses the active citation links and is prone to context window limits. This skill automates the browser interaction, ensuring that every answer is programmatically fetched from the grounded Gemini instance inside NotebookLM while maintaining a persistent, searchable library of your research sources.

    Use cases

    • Query complex legal contracts or technical specs for specific clauses with citations.
    • Search across multiple documentation notebooks to find which source contains specific logic.
    • Verify internal policy compliance by extracting rules directly from uploaded handbooks.
    • Debug automation failures by running queries in a visible browser mode to inspect UI selectors.

    Known limitations

    Requires manual document uploads through the NotebookLM web UI. Browser automation introduces latency, and free Google accounts may be subject to rate limits.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

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