REPOGEO REPORT · LITE
joeseesun/qiaomu-anything-to-notebooklm
Default branch main · commit cea6ceee · scanned 6/25/2026, 10:36:42 PM
GitHub: 5,380 stars · 592 forks
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.
3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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.
- highreadme#1Add a clear English tagline to the README's opening
Why:
CURRENTThe README's second line is `**多源内容智能处理器:任何内容 → 播客 / PPT / 思维导图 / Quiz**`.
COPY-PASTE FIXInsert this line directly after the H1: `A **Claude Skill** for **Google NotebookLM**: Multi-source content processor for podcasts, PPTs, mind maps, and more.`
- hightopics#2Expand topics to include more specific keywords
Why:
CURRENTautomation, claude, mcp, notebooklm, skill
COPY-PASTE FIXautomation, claude, notebooklm, content-processing, ai-assistant, learning-tools, summarization, transcription, knowledge-management, productivity, generative-ai, content-conversion
- mediumhomepage#3Add the repository URL as the homepage
Why:
COPY-PASTE FIXhttps://github.com/joeseesun/qiaomu-anything-to-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.
- Notion AI · recommended 2×
- QuillBot · recommended 2×
- ChatGPT Plus · recommended 1×
- Eightify · recommended 1×
- Gamma · recommended 1×
- CATEGORY QUERYNeed a tool to transform articles, videos, and documents into summaries or presentations.you: not recommendedAI recommended (in order):
- ChatGPT Plus
- Notion AI
- QuillBot
- Eightify
- Gamma
- Beautiful.ai
- Scribbr Summarizer
AI recommended 7 alternatives but never named joeseesun/qiaomu-anything-to-notebooklm. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are good AI tools for converting web content and documents into learning materials?you: not recommendedAI recommended (in order):
- ChatGPT
- AskYourPDF
- ChatWithPDF
- QuillBot
- Monica
- Notion AI
- PDFgear
- Perplexity AI
- Scribble Diffusion
AI recommended 9 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 completenesswarn
Suggestion:
- README presencepass
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?passAI 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?passAI 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?passAI 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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joeseesun/qiaomu-anything-to-notebooklm — 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