REPOGEO REPORT · LITE

hydropix/TranslateBooksWithLLMs

Default branch main · commit 61400c78 · scanned 5/23/2026, 12:17:20 AM

GitHub: 1,727 stars · 224 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

28 /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

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 hydropix/TranslateBooksWithLLMs, 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

Clarify 'desktop application' in the README's opening statement

Why:

CURRENT

A desktop app that translates **books**, **subtitles**, and **documents** with AI - local or cloud. Drop a file, pick a language, get the result.

COPY-PASTE FIX

TBL is a powerful **desktop application** designed for translating **full-length books**, **subtitles**, and **documents** using local or cloud-based AI. Simply drop your file, select a language, and receive a perfectly formatted translation.

highhomepage#2
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
https://github.com/hydropix/TranslateBooksWithLLMs
```

mediumtopics#3

Add 'desktop-app' and 'ai-translation-app' topics

Why:

CURRENT

docx, epub, gemini, gemini-api, llm, lmstudio, local-llm, localization-tool, mistral, ollama, openai-api, openrouter, poe, srt-subtitles, translation, translation-tool

COPY-PASTE FIX

docx, epub, gemini, gemini-api, llm, lmstudio, local-llm, localization-tool, mistral, ollama, openai-api, openrouter, poe, srt-subtitles, translation, translation-tool, desktop-app, ai-translation-app

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 hydropix/TranslateBooksWithLLMs

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

DeepL Pro

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

DeepL Pro · recommended 1×
Google Cloud Translation · recommended 1×
Microsoft Translator · recommended 1×
Trados Studio · recommended 1×
Smartcat · recommended 1×

CATEGORY QUERY
How can I translate entire books or long documents using AI without losing original formatting?
you: not recommended
AI recommended (in order):
1. DeepL Pro
2. Google Cloud Translation
3. Microsoft Translator
4. Trados Studio
5. Smartcat
6. Canva
7. OnlineDocTranslator.com
AI recommended 7 alternatives but never named hydropix/TranslateBooksWithLLMs. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools allow translating EPUB or DOCX files with local large language models?
you: not recommended
AI recommended (in order):
1. Pandoc
2. Llama.cpp
3. Ollama
4. LM Studio
5. NLLB-200
6. Hugging Face Transformers
7. python-docx
8. epub_parser
9. EbookLib
10. OmegaT
11. Lokalize
12. Crow Translate
AI recommended 12 alternatives but never named hydropix/TranslateBooksWithLLMs. 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 hydropix/TranslateBooksWithLLMs?
pass
AI named hydropix/TranslateBooksWithLLMs explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts hydropix/TranslateBooksWithLLMs in production, what risks or prerequisites should they evaluate first?
pass
AI named hydropix/TranslateBooksWithLLMs 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 hydropix/TranslateBooksWithLLMs solve, and who is the primary audience?
pass
AI did not name hydropix/TranslateBooksWithLLMs — 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?

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MARKDOWN (README)

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HTML

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

Pro

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hydropix/TranslateBooksWithLLMs — 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