REPOGEO REPORT · LITE

zyddnys/manga-image-translator

Default branch main · commit c0f459d1 · scanned 5/11/2026, 10:27:05 PM

GitHub: 9,881 stars · 989 forks

AI VISIBILITY SCORE

40 /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

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 zyddnys/manga-image-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

highhomepage#1

Remove broken homepage link and update description

Why:

CURRENT

https://cotrans.touhou.ai/

COPY-PASTE FIX

(remove from homepage field and update description to remove the broken link or provide a working alternative if available)

highreadme#2

Reposition README's opening to highlight combined features

Why:

CURRENT

This project aims to translate images that are unlikely to be professionally translated, such as comics/images on various group chats and image boards, making it possible for Japanese novices like me to understand the content. It mainly supports Japanese, but also supports Simplified and Traditional Chinese, English and 20 other minor languages. Supports image repair (text removal) and typesetting.

COPY-PASTE FIX

This project provides a comprehensive, one-click solution for manga and image translation, featuring automatic text translation, intelligent text removal (inpainting), and seamless typesetting. It enables users to understand untranslated comics and images by integrating translation with advanced image repair.

mediumtopics#3

Add specific topics emphasizing the tool aspect and combined functionality

Why:

CURRENT

anime, auto-translation, chinese-translation, deep-learning, image-processing, inpainting, japanese-translations, machine-translation, manga, neural-network, ocr, pytorch-implementation, text-detection, text-detection-recognition, transformer

COPY-PASTE FIX

anime, auto-translation, chinese-translation, deep-learning, image-processing, inpainting, japanese-translations, machine-translation, manga, neural-network, ocr, pytorch-implementation, text-detection, text-detection-recognition, transformer, manga-translator, image-inpainting-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 zyddnys/manga-image-translator

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Manga OCR

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Manga OCR · recommended 1×
DeepL Translator · recommended 1×
Google Cloud Translation API · recommended 1×
Adobe Photoshop · recommended 1×
GIMP · recommended 1×

CATEGORY QUERY
How can I automatically translate text from Japanese manga images and repair them?
you: not recommended
AI recommended (in order):
1. Manga OCR
2. DeepL Translator
3. Google Cloud Translation API
4. Adobe Photoshop
5. GIMP
6. OpenCV
7. Pillow
AI recommended 7 alternatives but never named zyddnys/manga-image-translator. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What open-source tools use deep learning for image text translation and inpainting?
you: not recommended
AI recommended (in order):
1. Stable Diffusion
2. ControlNet
3. Automatic1111's web UI
4. LaMa
5. GLIDE
6. DALL-E mini
7. Craiyon
8. Pytorch-GAN
AI recommended 8 alternatives but never named zyddnys/manga-image-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 zyddnys/manga-image-translator?
pass
AI named zyddnys/manga-image-translator explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts zyddnys/manga-image-translator in production, what risks or prerequisites should they evaluate first?
pass
AI named zyddnys/manga-image-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 zyddnys/manga-image-translator solve, and who is the primary audience?
pass
AI named zyddnys/manga-image-translator 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 zyddnys/manga-image-translator. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/zyddnys/manga-image-translator.svg)](https://repogeo.com/en/r/zyddnys/manga-image-translator)

HTML

<a href="https://repogeo.com/en/r/zyddnys/manga-image-translator"><img src="https://repogeo.com/badge/zyddnys/manga-image-translator.svg" alt="RepoGEO" /></a>

Pro

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zyddnys/manga-image-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