RRepoGEO

REPOGEO REPORT · LITE

CBIhalsen/PolyglotPDF

Default branch main · commit 87b3e946 · scanned 5/9/2026, 5:12:10 PM

GitHub: 1,305 stars · 196 forks

AI VISIBILITY SCORE
33 /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
2 / 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 CBIhalsen/PolyglotPDF, 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
    Add a prominent English summary to the README

    Why:

    COPY-PASTE FIX
    PolyglotPDF is the world's highest-performing open-source tool for translating eBooks and PDFs (both scanned and digital) while meticulously preserving their original layouts. It generates new, translated documents, supporting all eBook formats with online and offline translation capabilities and an elegant user interface.
  • highabout#2
    Update the 'Description' field to clarify the translated output

    Why:

    CURRENT
    A multilingual eBook processing tool supporting all eBook formats. Features online and offline translation while preserving original layouts. Compatible with both scanned and digital PDFs. Elegant user interface. The world's highest-performing open-source layout-preserving eBook translator.
    COPY-PASTE FIX
    An open-source, high-performance tool for translating eBooks and PDFs (scanned or digital) into new, layout-preserved documents. It supports all eBook formats, offers online/offline translation, and maintains original layouts with an elegant user interface.
  • mediumtopics#3
    Refine and expand topics for better categorization

    Why:

    CURRENT
    deepseek, ebook, formulas, latex, math, openai-api, pdf, pymupdf, translation
    COPY-PASTE FIX
    pdf-translation, ebook-translation, layout-preservation, document-translation, ocr-translation, multilingual-documents, python, deep-learning-translation, ai-translation

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 CBIhalsen/PolyglotPDF
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Translate
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Translate · recommended 2×
  2. Adobe Acrobat Pro DC · recommended 1×
  3. Adobe Document Cloud Translation Services · recommended 1×
  4. Smartling · recommended 1×
  5. Phrase · recommended 1×
  • CATEGORY QUERY
    How to translate PDF documents into multiple languages without losing original formatting?
    you: not recommended
    AI recommended (in order):
    1. Adobe Acrobat Pro DC
    2. Adobe Document Cloud Translation Services
    3. Smartling
    4. Phrase
    5. MemoQ
    6. Trados Studio
    7. DeepL Pro
    8. Google Translate
    9. DocTranslator
    10. Translate.com
    11. Canva's Magic Translate for PDFs
    12. Gengo
    13. One Hour Translation
    14. TransPerfect
    15. Lionbridge

    AI recommended 15 alternatives but never named CBIhalsen/PolyglotPDF. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools accurately translate scanned eBooks and digital PDFs with complex layouts?
    you: not recommended
    AI recommended (in order):
    1. Tesseract OCR (tesseract-ocr/tesseract)
    2. LibreTranslate (LibreTranslate/LibreTranslate)
    3. DeepL API
    4. ImageMagick (ImageMagick/ImageMagick)
    5. OpenCV (opencv/opencv)
    6. ReportLab (ReportLab/ReportLab)
    7. python-docx (python-openxml/python-docx)
    8. OCRmyPDF (ocrmypdf/OCRmyPDF)
    9. DocTranslator.com
    10. OmegaT (omegat-project/omegat)
    11. Google Translate
    12. LibreOffice Draw/Writer
    13. Scribus (scribusproject/scribus)

    AI recommended 13 alternatives but never named CBIhalsen/PolyglotPDF. 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 CBIhalsen/PolyglotPDF?
    pass
    AI did not name CBIhalsen/PolyglotPDF — 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 CBIhalsen/PolyglotPDF in production, what risks or prerequisites should they evaluate first?
    pass
    AI named CBIhalsen/PolyglotPDF 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 CBIhalsen/PolyglotPDF solve, and who is the primary audience?
    pass
    AI named CBIhalsen/PolyglotPDF explicitly

    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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MARKDOWN (README)
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