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REPOGEO REPORT · LITE

echohive42/AI-reads-books-page-by-page

Default branch main · commit 1b68f195 · scanned 6/26/2026, 6:58:02 AM

GitHub: 2,155 stars · 211 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)

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

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 echohive42/AI-reads-books-page-by-page, 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

2 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 clarify its developer-tool nature

    Why:

    CURRENT
    # 📚 AI reads books: Page-by-Page PDF Knowledge Extractor & Summarizer

The `read_books.py` script performs an intelligent page-by-page analysis of PDF books, methodically extracting knowledge points and generating progressive summaries at specified intervals. It processes each page individually, allowing for detailed content understanding while maintaining the contextual flow of the book.
    COPY-PASTE FIX
    # 📚 AI reads books: Page-by-Page PDF Knowledge Extractor & Summarizer (Python Script for Developers)

This Python script (`read_books.py`) provides a robust, AI-powered framework for developers to build advanced PDF knowledge extraction and summarization applications. It uniquely processes PDF books page-by-page, ensuring granular content understanding and contextual flow, ideal for creating intelligent agents or RAG systems.
  • mediumabout#2
    Refine the 'About' description for clarity and audience

    Why:

    CURRENT
    AI reads books: Page-by-Page PDF Knowledge Extractor & Summarizer. script performs an intelligent page-by-page analysis of PDF books, methodically extracting knowledge points and generating progressive summaries at specified intervals
    COPY-PASTE FIX
    A Python script for developers to build AI applications that perform intelligent page-by-page PDF knowledge extraction and progressive summarization, maintaining document context.

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 echohive42/AI-reads-books-page-by-page
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatPDF
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatPDF · recommended 2×
  2. PDF.ai · recommended 2×
  3. Humata AI · recommended 2×
  4. Obsidian · recommended 2×
  5. Text Generator · recommended 2×
  • CATEGORY QUERY
    How to automatically extract knowledge points and summarize large PDF documents page by page?
    you: not recommended
    AI recommended (in order):
    1. Adobe Acrobat Pro DC
    2. PDFelement
    3. ChatPDF
    4. AskYourPDF
    5. PDF.ai
    6. Humata AI
    7. Microsoft Word
    8. Copilot
    9. Editor
    10. Obsidian
    11. Text Generator
    12. Smart Connections

    AI recommended 12 alternatives but never named echohive42/AI-reads-books-page-by-page. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for AI-powered progressive summarization of long PDF books with knowledge extraction?
    you: not recommended
    AI recommended (in order):
    1. Humata AI
    2. ChatPDF
    3. PDF.ai
    4. Claude
    5. ChatGPT Plus
    6. Mem
    7. Obsidian
    8. Smart Connections
    9. Text Generator
    10. OpenAI's GPT
    11. Anthropic's Claude

    AI recommended 11 alternatives but never named echohive42/AI-reads-books-page-by-page. 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 echohive42/AI-reads-books-page-by-page?
    pass
    AI did not name echohive42/AI-reads-books-page-by-page — 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 echohive42/AI-reads-books-page-by-page in production, what risks or prerequisites should they evaluate first?
    pass
    AI named echohive42/AI-reads-books-page-by-page 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 echohive42/AI-reads-books-page-by-page solve, and who is the primary audience?
    pass
    AI did not name echohive42/AI-reads-books-page-by-page — 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite