RRepoGEO

REPOGEO REPORT · LITE

dmMaze/BallonsTranslator

Default branch dev · commit a374861d · scanned 6/21/2026, 7:52:03 AM

GitHub: 4,873 stars · 322 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
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
  • highreadme#1
    Add a clear tagline to the README's opening

    Why:

    COPY-PASTE FIX
    # BallonTranslator
A **desktop application** for computer-aided comic and manga translation, powered by deep learning. It offers one-click machine translation and integrated image/text editing.
  • mediumabout#2
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/dmMaze/BallonsTranslator
  • mediumtopics#3
    Add application-specific topics

    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, scanlation-tool, comic-translator-app, desktop-application, gui-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
tesseract-ocr/tesseract
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. tesseract-ocr/tesseract · recommended 1×
  2. PaddlePaddle/PaddleOCR · recommended 1×
  3. Google Translate · recommended 1×
  4. DeepL · recommended 1×
  5. saic-mdal/lama · recommended 1×
  • CATEGORY QUERY
    How can I efficiently translate manga panels using deep learning and integrated image editing?
    you: not recommended
    AI recommended (in order):
    1. Tesseract (tesseract-ocr/tesseract)
    2. PaddleOCR (PaddlePaddle/PaddleOCR)
    3. Google Translate
    4. DeepL
    5. LaMa (saic-mdal/lama)
    6. Adobe Photoshop
    7. ABBYY FineReader
    8. GIMP (GNOME/gimp)
    9. Resynthesizer (bootchk/resynthesizer)
    10. Clip Studio Paint
    11. Krita (Krita-Foundation/Krita)
    12. OpenAI's GPT-series

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for a computer-aided tool to automate comic translation, including text and image editing.
    you: not recommended
    AI recommended (in order):
    1. MangaHelpers Scanlation Suite (MHS)
    2. Comic Translator
    3. Photoshop
    4. Comic Text Tool
    5. Text Panelizer
    6. Clip Studio Paint (Manga Studio)
    7. GIMP
    8. G'MIC
    9. Script-Fu
    10. Google Translate Toolkit
    11. Google Cloud Translation API
    12. Tesseract
    13. Pillow
    14. OpenCV

    AI recommended 14 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.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/dmMaze/BallonsTranslator.svg)](https://repogeo.com/en/r/dmMaze/BallonsTranslator)
HTML
<a href="https://repogeo.com/en/r/dmMaze/BallonsTranslator"><img src="https://repogeo.com/badge/dmMaze/BallonsTranslator.svg" alt="RepoGEO" /></a>
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dmMaze/BallonsTranslator — 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