RRepoGEO

REPOGEO REPORT · LITE

dmMaze/BallonsTranslator

Default branch dev · commit 6649de10 · scanned 5/11/2026, 4:51:59 AM

GitHub: 4,774 stars · 317 forks

AI VISIBILITY SCORE
35 /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
3 / 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 dmMaze/BallonsTranslator, 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
  • highabout#1
    Strengthen the 'About' description to emphasize full application features

    Why:

    CURRENT
    深度学习辅助漫画翻译工具, 支持一键机翻和简单的图像/文本编辑 | Yet another computer-aided comic/manga translation tool powered by deeplearning
    COPY-PASTE FIX
    A comprehensive desktop application for AI-powered comic/manga translation, offering one-click machine translation and integrated image/text editing. | 深度学习辅助漫画翻译工具，支持一键机翻和简单的图像/文本编辑
  • mediumhomepage#2
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/dmMaze/BallonsTranslator
  • mediumtopics#3
    Add more specific topics to clarify application type and purpose

    Why:

    CURRENT
    auto-translation, chinese-translation, comics, computer-aided-translation, computer-vision, deep-learning, inpainting, manga, ocr, pyqt, pyqt6, pytorch, qt, qt6, scene-text-detection
    COPY-PASTE FIX
    auto-translation, chinese-translation, comics, computer-aided-translation, computer-vision, deep-learning, inpainting, manga, ocr, pyqt, pyqt6, pytorch, qt, qt6, scene-text-detection, desktop-app, gui-application, manga-translation-tool, comic-translation-tool

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 dmMaze/BallonsTranslator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Manga Translator
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Manga Translator · recommended 1×
  2. DeepL API · recommended 1×
  3. Google Cloud Vision API · recommended 1×
  4. Amazon Textract · recommended 1×
  5. OpenCV · recommended 1×
  • CATEGORY QUERY
    What tools can help me automatically translate manga panels using deep learning?
    you: not recommended
    AI recommended (in order):
    1. Manga Translator
    2. DeepL API
    3. Google Cloud Vision API
    4. Amazon Textract
    5. OpenCV
    6. Pillow (PIL)
    7. Google Cloud Translation API
    8. Tesseract OCR
    9. LibreTranslate
    10. Argos Translate
    11. Tachiyomi
    12. Manga-Style Text Translation

    AI recommended 12 alternatives but never named dmMaze/BallonsTranslator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need a desktop application for editing translated comic book text and images.
    you: not recommended
    AI recommended (in order):
    1. Clip Studio Paint
    2. Adobe Photoshop
    3. Krita
    4. Affinity Photo
    5. GIMP

    AI recommended 5 alternatives but never named dmMaze/BallonsTranslator. 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 dmMaze/BallonsTranslator?
    pass
    AI named dmMaze/BallonsTranslator explicitly

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

  • If a team adopts dmMaze/BallonsTranslator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dmMaze/BallonsTranslator 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 dmMaze/BallonsTranslator solve, and who is the primary audience?
    pass
    AI named dmMaze/BallonsTranslator explicitly

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

Embed your GEO score

Drop this badge into the README of dmMaze/BallonsTranslator. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
dmMaze/BallonsTranslator — RepoGEO report