RRepoGEO

REPOGEO REPORT · LITE

jesselau76/ebook-GPT-translator

Default branch main · commit ec48b792 · scanned 5/27/2026, 2:38:33 AM

GitHub: 1,707 stars · 206 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 jesselau76/ebook-GPT-translator, 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 paragraph

    Why:

    CURRENT
    Modernized ebook translation toolkit for TXT, EPUB, DOCX, PDF, and optional MOBI input. Supports Codex, Claude Code, and Gemini CLI as local translation providers alongside OpenAI/Azure APIs.
    COPY-PASTE FIX
    Modernized ebook translation toolkit for TXT, EPUB, DOCX, PDF, and optional MOBI input. This CLI-driven tool supports a wide range of AI providers, including local Codex, Claude Code, and Gemini, alongside OpenAI/Azure APIs, making it a versatile solution for format-preserving ebook translation without relying solely on cloud services.
  • hightopics#2
    Add more specific topics

    Why:

    CURRENT
    docx, epub, mobi, pdf, python, translation, translator
    COPY-PASTE FIX
    cli, ebook-translator, local-ai, llm-translation, document-translation, python, epub, pdf, docx, mobi, translation, translator
  • mediumreadme#3
    Add a 'Why choose this?' section to highlight differentiators

    Why:

    COPY-PASTE FIX
    ## Why ebook-GPT-translator?
Unlike generic cloud translation APIs or simple scripts, ebook-GPT-translator offers:
- **Local-first translation:** Integrate with local AI providers like Codex, Claude Code, and Gemini CLI for privacy and control.
- **Multi-format support:** Seamlessly translate TXT, EPUB, DOCX, PDF, and MOBI files while preserving original formatting.
- **Robust CLI:** A full-featured command-line interface for efficient batch processing and automation.
- **Provider flexibility:** Easily switch between local LLMs and cloud APIs (OpenAI, Azure) based on your needs.
- **Resume & Cache:** Intelligent caching and resume capabilities for large translation jobs.

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 jesselau76/ebook-GPT-translator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DeepL Pro
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. DeepL Pro · recommended 1×
  2. Google Cloud Translation AI · recommended 1×
  3. Amazon Translate · recommended 1×
  4. Microsoft Azure Translator · recommended 1×
  5. MateCat · recommended 1×
  • CATEGORY QUERY
    Tool for automated document translation across multiple ebook formats using AI?
    you: not recommended
    AI recommended (in order):
    1. DeepL Pro
    2. Google Cloud Translation AI
    3. Amazon Translate
    4. Microsoft Azure Translator
    5. MateCat
    6. Smartcat
    7. Trados Studio

    AI recommended 7 alternatives but never named jesselau76/ebook-GPT-translator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python utility for translating large documents locally, supporting various file types?
    you: not recommended
    AI recommended (in order):
    1. Argos Translate
    2. Hugging Face Transformers
    3. MarianMT
    4. NLLB-200
    5. DeepL API
    6. Google Cloud Translation API
    7. Microsoft Translator Text API
    8. python-docx
    9. PyPDF2
    10. pdfminer.six
    11. BeautifulSoup4
    12. openpyxl

    AI recommended 12 alternatives but never named jesselau76/ebook-GPT-translator. 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 jesselau76/ebook-GPT-translator?
    pass
    AI did not name jesselau76/ebook-GPT-translator — 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 jesselau76/ebook-GPT-translator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jesselau76/ebook-GPT-translator 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 jesselau76/ebook-GPT-translator solve, and who is the primary audience?
    pass
    AI named jesselau76/ebook-GPT-translator explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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jesselau76/ebook-GPT-translator — 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
jesselau76/ebook-GPT-translator — RepoGEO report