RRepoGEO

REPOGEO REPORT · LITE

Goekdeniz-Guelmez/Local-NotebookLM

Default branch main · commit 478ee37e · scanned 6/1/2026, 8:27:05 AM

GitHub: 905 stars · 114 forks

AI VISIBILITY SCORE
22 /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
1 / 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 Goekdeniz-Guelmez/Local-NotebookLM, 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
  • highreadme#1
    Reposition the README H1 to clarify application type and differentiator

    Why:

    CURRENT
    # Local-NotebookLM
    COPY-PASTE FIX
    # Local-NotebookLM: Your Private, Local AI Assistant for PDF-to-Audio (Offline NotebookLM Alternative)
  • hightopics#2
    Add functional and category-specific topics

    Why:

    CURRENT
    anthropic-api, anthropic-claude, dl, elevenlabs-api, gemini-api, gen, groq-api, ml, notebook, openai, openai-api, python3
    COPY-PASTE FIX
    anthropic-api, anthropic-claude, dl, elevenlabs-api, gemini-api, gen, groq-api, ml, notebook, openai, openai-api, python3, pdf-to-audio, local-llm, text-to-speech, podcast-generation, document-analysis, offline-ai, notebooklm-alternative
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add the URL for the standalone app mentioned in the README (e.g., `https://your-app-url.com` or `https://goekdeniz-guelmez.github.io/Local-NotebookLM/`).

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 Goekdeniz-Guelmez/Local-NotebookLM
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Speechify
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Speechify · recommended 1×
  2. NaturalReader · recommended 1×
  3. Murf.ai · recommended 1×
  4. WellSaid Labs · recommended 1×
  5. Play.ht · recommended 1×
  • CATEGORY QUERY
    What tools convert PDF documents into engaging audio content like podcasts or summaries?
    you: not recommended
    AI recommended (in order):
    1. Speechify
    2. NaturalReader
    3. Murf.ai
    4. WellSaid Labs
    5. Play.ht
    6. Amazon Polly
    7. Google Cloud Text-to-Speech

    AI recommended 7 alternatives but never named Goekdeniz-Guelmez/Local-NotebookLM. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to generate audio from text documents using local LLMs and text-to-speech models?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Coqui TTS (XTTSv2)
    3. Ollama
    4. Hugging Face Transformers
    5. Llama.cpp
    6. Piper
    7. GPT4All

    AI recommended 7 alternatives but never named Goekdeniz-Guelmez/Local-NotebookLM. 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 Goekdeniz-Guelmez/Local-NotebookLM?
    pass
    AI did not name Goekdeniz-Guelmez/Local-NotebookLM — likely talking about a different project

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

  • If a team adopts Goekdeniz-Guelmez/Local-NotebookLM in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Goekdeniz-Guelmez/Local-NotebookLM 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 Goekdeniz-Guelmez/Local-NotebookLM solve, and who is the primary audience?
    pass
    AI did not name Goekdeniz-Guelmez/Local-NotebookLM — likely talking about a different project

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

Embed your GEO score

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