RRepoGEO

REPOGEO REPORT · LITE

joeseesun/qiaomu-anything-to-notebooklm

Default branch main · commit cea6ceee · scanned 5/15/2026, 6:37:31 AM

GitHub: 2,320 stars · 253 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 joeseesun/qiaomu-anything-to-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's opening to highlight NotebookLM specificity

    Why:

    CURRENT
    一个 **Claude Code Skill**，用自然语言把**任何内容**变成**任何格式**。
    COPY-PASTE FIX
    一个 **Claude Code Skill**，专为 **Google NotebookLM** 设计，用自然语言把**任何内容**（微信文章、网页、YouTube、PDF等）变成**任何格式**（播客、PPT、思维导图、Quiz等）。
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/joeseesun/qiaomu-anything-to-notebooklm
  • mediumtopics#3
    Refine and expand repository topics for better categorization

    Why:

    CURRENT
    automation, claude, mcp, notebooklm, skill
    COPY-PASTE FIX
    notebooklm, claude-skill, content-processor, paywall-bypass, format-conversion, ai-assistant-tool, wechat-articles, youtube-transcription, pdf-processing

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 joeseesun/qiaomu-anything-to-notebooklm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 2×
  2. Notion AI · recommended 2×
  3. Claude 3 · recommended 1×
  4. Google Gemini · recommended 1×
  5. Gamma · recommended 1×
  • CATEGORY QUERY
    Seeking an AI assistant to process diverse content sources and generate summaries, presentations, or quizzes.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Claude 3
    3. Google Gemini
    4. Notion AI
    5. Gamma
    6. QuillBot
    7. QuestionWell

    AI recommended 7 alternatives but never named joeseesun/qiaomu-anything-to-notebooklm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to automatically convert paywalled articles, videos, and documents into structured formats like mind maps?
    you: not recommended
    AI recommended (in order):
    1. Bypass Paywalls Clean (iamadamdev/bypass-paywalls-chrome)
    2. ChatGPT
    3. Claude
    4. Gemini
    5. MindMeister
    6. XMind
    7. Perplexity AI
    8. Obsidian
    9. Roam Research
    10. Excalidraw (excalidraw/excalidraw)
    11. Readwise Reader
    12. MindNode
    13. Coggle
    14. Outline.com
    15. TLDR This
    16. FreeMind (freemind/freemind)
    17. MindManager
    18. Notion AI
    19. Scrintal
    20. Miro
    21. Lucidchart

    AI recommended 21 alternatives but never named joeseesun/qiaomu-anything-to-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 joeseesun/qiaomu-anything-to-notebooklm?
    pass
    AI did not name joeseesun/qiaomu-anything-to-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 joeseesun/qiaomu-anything-to-notebooklm in production, what risks or prerequisites should they evaluate first?
    pass
    AI named joeseesun/qiaomu-anything-to-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 joeseesun/qiaomu-anything-to-notebooklm solve, and who is the primary audience?
    pass
    AI did not name joeseesun/qiaomu-anything-to-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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  • Brand-free category queries5 vs 2 in Lite
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