REPOGEO REPORT · LITE

lingarr-translate/lingarr

Default branch main · commit 4f6033c2 · scanned 6/9/2026, 1:47:10 AM

GitHub: 784 stars · 62 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)

3 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 lingarr-translate/lingarr, 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

Reposition README's opening to emphasize "subtitle translation application"

Why:

CURRENT

Lingarr is an application that leverages translation technologies to automatically translate subtitle files to your desired target language.

COPY-PASTE FIX

Lingarr is a self-hostable application for automated subtitle translation, supporting various AI and local translation services.

hightopics#2

Add relevant topics to improve categorization and recall

Why:

COPY-PASTE FIX

subtitle-translation, ai-translation, self-hosted, docker, translation-services, libretranslate, deepl, ollama, openai

mediumhomepage#3
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
[Add the official project website or a relevant demo/documentation URL here]
```

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 lingarr-translate/lingarr

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Google Cloud Translation API

Recommended in 3 of 2 queries

COMPETITOR LEADERBOARD

Google Cloud Translation API · recommended 3×
SubtitleEdit/subtitleedit · recommended 2×
DeepL API · recommended 2×
openai/whisper · recommended 2×
AWS Transcribe · recommended 2×

CATEGORY QUERY
How can I automatically translate subtitle files using various AI translation services?
you: not recommended
AI recommended (in order):
1. Happy Scribe
2. Trint
3. Reduct.Video
4. Google Cloud Translation API
5. Subtitle Edit (SubtitleEdit/subtitleedit)
6. Aegisub (Aegisub/Aegisub)
7. DeepL API
8. Microsoft Azure Translator Text API
9. Subtitle Edit (SubtitleEdit/subtitleedit)
AI recommended 9 alternatives but never named lingarr-translate/lingarr. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools can I use to automate subtitle translation with self-hosted or cloud AI models?
you: not recommended
AI recommended (in order):
1. WhisperX (m-bain/whisperX)
2. LibreTranslate (LibreTranslate/LibreTranslate)
3. Argos Translate (argosopentech/argos-translate)
4. OpenAI Whisper (openai/whisper)
5. Google Cloud Translation API
6. Azure Translator Text API
7. DeepL API
8. OpenAI Whisper (openai/whisper)
9. Google Cloud Speech-to-Text
10. AWS Transcribe
11. AWS MediaConvert
12. AWS Transcribe
13. AWS Translate
14. Google Cloud Video Intelligence API
15. Google Cloud Translation API
16. Hugging Face Transformers library (huggingface/transformers)
AI recommended 16 alternatives but never named lingarr-translate/lingarr. 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 lingarr-translate/lingarr?
pass
AI named lingarr-translate/lingarr explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts lingarr-translate/lingarr in production, what risks or prerequisites should they evaluate first?
pass
AI named lingarr-translate/lingarr 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 lingarr-translate/lingarr solve, and who is the primary audience?
pass
AI named lingarr-translate/lingarr 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 lingarr-translate/lingarr. 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/lingarr-translate/lingarr.svg)](https://repogeo.com/en/r/lingarr-translate/lingarr)

HTML

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

Pro

Subscribe to Pro for deep diagnoses

lingarr-translate/lingarr — 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