RRepoGEO

REPOGEO REPORT · LITE

jacob-bd/notebooklm-mcp-cli

Default branch main · commit 1b1f8a89 · scanned 6/24/2026, 12:31:45 AM

GitHub: 5,023 stars · 784 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface jacob-bd/notebooklm-mcp-cli, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add specific topics for better categorization

    Why:

    COPY-PASTE FIX
    google-notebooklm, cli, ai-agent, llm-tool, python, model-context-protocol
  • highreadme#2
    Clarify README's opening statement to emphasize unofficial client status

    Why:

    CURRENT
    **Programmatic access to Google NotebookLM** — via command-line interface (CLI) or Model Context Protocol (MCP) server.
    COPY-PASTE FIX
    **Unofficial programmatic access to Google NotebookLM** — via command-line interface (CLI) or Model Context Protocol (MCP) server, enabling AI agent skills and custom integrations.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Insert URL to project homepage or documentation here]

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface jacob-bd/notebooklm-mcp-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pinecone
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Pinecone · recommended 1×
  2. weaviate/weaviate · recommended 1×
  3. Elasticsearch · recommended 1×
  4. chroma-core/chroma · recommended 1×
  5. facebookresearch/faiss · recommended 1×
  • CATEGORY QUERY
    How to programmatically access a knowledge base for AI agent context retrieval?
    you: not recommended
    AI recommended (in order):
    1. Pinecone
    2. Weaviate (weaviate/weaviate)
    3. Elasticsearch
    4. Chroma (chroma-core/chroma)
    5. FAISS (facebookresearch/faiss)
    6. PostgreSQL with pgvector (pgvector/pgvector)
    7. Redis with Redis Stack

    AI recommended 7 alternatives but never named jacob-bd/notebooklm-mcp-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide command-line or API access to a personal AI knowledge assistant?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude API
    3. Google Gemini API
    4. LlamaIndex
    5. LangChain
    6. Mycroft AI
    7. Hugging Face Transformers

    AI recommended 7 alternatives but never named jacob-bd/notebooklm-mcp-cli. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of jacob-bd/notebooklm-mcp-cli?
    pass
    AI named jacob-bd/notebooklm-mcp-cli explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts jacob-bd/notebooklm-mcp-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jacob-bd/notebooklm-mcp-cli explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo jacob-bd/notebooklm-mcp-cli solve, and who is the primary audience?
    pass
    AI named jacob-bd/notebooklm-mcp-cli explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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jacob-bd/notebooklm-mcp-cli — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite