REPOGEO REPORT · LITE

yihong0618/bilingual_book_maker

Default branch main · commit c0386ed1 · scanned 6/21/2026, 7:21:42 AM

GitHub: 9,332 stars · 1,246 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

22 /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

1 / 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 yihong0618/bilingual_book_maker, 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

hightopics#1

Add specific topics to improve categorization

Why:

COPY-PASTE FIX

ai-translation, epub-translator, bilingual-books, machine-translation, pdf-translation, ebook-tools, chatgpt-api, language-learning

highreadme#2

Reposition the README's opening to emphasize 'bilingual book creation'

Why:

CURRENT

The bilingual_book_maker is an AI translation tool that uses ChatGPT to assist users in creating multi-language versions of epub/txt/srt/pdf files and books. This tool is exclusively designed for translating epub and other public domain works and is not intended for copyrighted works. Before using this tool, please review the project's **[disclaimer](./disclaimer.md)**.

COPY-PASTE FIX

The `bilingual_book_maker` is an AI-powered tool specifically designed to transform single-language epub, txt, srt, and PDF files into beautifully formatted bilingual books. Ideal for language learners and readers, it leverages various AI models to create multi-language versions of public domain works. Before use, please review the project's **[disclaimer](./disclaimer.md)**.

mediumhomepage#3
Add the GitHub repository URL as the homepage
Why:
COPY-PASTE FIX
```
https://github.com/yihong0618/bilingual_book_maker
```

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 yihong0618/bilingual_book_maker

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

DeepL Pro

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

DeepL Pro · recommended 2×
Smartcat · recommended 2×
SDL Trados Studio · recommended 2×
Google Cloud Translation API · recommended 1×
Microsoft Translator Text API · recommended 1×

CATEGORY QUERY
How can I automatically translate an ebook into another language for a bilingual version?
you: not recommended
AI recommended (in order):
1. DeepL Pro
2. Google Cloud Translation API
3. Microsoft Translator Text API
4. Amazon Translate
5. Smartcat
6. SDL Trados Studio
AI recommended 6 alternatives but never named yihong0618/bilingual_book_maker. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best tools for AI-driven translation of EPUB and PDF documents?
you: not recommended
AI recommended (in order):
1. DeepL Pro
2. Google Cloud Translation
3. SDL Trados Studio
4. memoQ
5. Smartcat
6. Transifex
7. DocTranslator.com
AI recommended 7 alternatives but never named yihong0618/bilingual_book_maker. 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 yihong0618/bilingual_book_maker?
pass
AI did not name yihong0618/bilingual_book_maker — 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 yihong0618/bilingual_book_maker in production, what risks or prerequisites should they evaluate first?
pass
AI named yihong0618/bilingual_book_maker 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 yihong0618/bilingual_book_maker solve, and who is the primary audience?
pass
AI did not name yihong0618/bilingual_book_maker — 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?

Embed your GEO score

Drop this badge into the README of yihong0618/bilingual_book_maker. 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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HTML

<a href="https://repogeo.com/en/r/yihong0618/bilingual_book_maker"><img src="https://repogeo.com/badge/yihong0618/bilingual_book_maker.svg" alt="RepoGEO" /></a>

Pro

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yihong0618/bilingual_book_maker — 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