RRepoGEO

REPOGEO REPORT · LITE

SSShooter/ebook-to-mindmap

Default branch master · commit 18840ae0 · scanned 5/20/2026, 7:33:19 PM

GitHub: 1,201 stars · 145 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
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 SSShooter/ebook-to-mindmap, 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 more specific topics to improve categorization

    Why:

    CURRENT
    ai, book, summary
    COPY-PASTE FIX
    ai, epub, pdf, mindmap, summarization, ebook, document-ai, knowledge-management, generative-ai
  • highabout#2
    Refine the repository description to emphasize core functionality

    Why:

    CURRENT
    AI-powered Summaries by Extracting Content from EPUB and PDF. epub、pdf 拆书 AI 总结
    COPY-PASTE FIX
    AI-powered tool to generate structured mind maps and text summaries directly from EPUB and PDF ebooks. Supports Google Gemini & OpenAI GPT models. epub、pdf 拆书 AI 总结，生成思维导图和文字总结。
  • mediumreadme#3
    Add a 'Compared to other tools' section in the README

    Why:

    COPY-PASTE FIX
    ## 🆚 Compared to other tools

Unlike general-purpose mind mapping software (e.g., MindMeister, XMind) or simple document chat tools (e.g., ChatPDF, ChatDOC), SSShooter/ebook-to-mindmap uniquely focuses on *generating* structured mind maps and comprehensive text summaries *directly from EPUB and PDF files* using AI. We provide a complete workflow from document ingestion to structured knowledge output, rather than just a blank canvas or a chat interface.

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 SSShooter/ebook-to-mindmap
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MindMeister
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MindMeister · recommended 2×
  2. XMind · recommended 2×
  3. Coggle · recommended 2×
  4. ChatPDF · recommended 1×
  5. ChatDOC · recommended 1×
  • CATEGORY QUERY
    How can I automatically summarize PDF and EPUB books into text and mind maps?
    you: not recommended
    AI recommended (in order):
    1. ChatPDF
    2. ChatDOC
    3. AskYourPDF
    4. Humata AI
    5. MindMeister
    6. XMind
    7. Coggle
    8. Obsidian
    9. OpenAI's GPT-4
    10. Calibre
    11. Python
    12. PyPDF2
    13. pdfminer.six
    14. NLTK
    15. spaCy
    16. Gensim
    17. sumy
    18. graphviz
    19. networkx

    AI recommended 19 alternatives but never named SSShooter/ebook-to-mindmap. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use AI to generate structured mind maps from long document content?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GPT-4
    3. MindMeister
    4. XMind
    5. Milanote
    6. Coggle
    7. Scrintal

    AI recommended 7 alternatives but never named SSShooter/ebook-to-mindmap. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 SSShooter/ebook-to-mindmap?
    pass
    AI did not name SSShooter/ebook-to-mindmap — 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 SSShooter/ebook-to-mindmap in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SSShooter/ebook-to-mindmap 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 SSShooter/ebook-to-mindmap solve, and who is the primary audience?
    pass
    AI did not name SSShooter/ebook-to-mindmap — 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?

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SSShooter/ebook-to-mindmap — 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