RRepoGEO

REPOGEO REPORT · LITE

elanmart/cbp-translate

Default branch main · commit 4fb02f43 · scanned 5/15/2026, 4:48:11 AM

GitHub: 1,276 stars · 52 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 elanmart/cbp-translate, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise 'About' description for the repository

    Why:

    COPY-PASTE FIX
    A proof-of-concept system to automatically transcribe, translate, and subtitle foreign language speech in video clips, inspired by Cyberpunk 2077's live translation feature.
  • highreadme#2
    Reposition README's H1 and opening paragraph to state core purpose

    Why:

    CURRENT
    # 1. Introduction
# 1.1 The main idea
I finally got around to playing Cyberpunk 2077 the other day, and I noticed that the game has one interesting feature: 
when a character speaks a foreign language, the text first appears above them in the original form, and then gets sort of live-translated into English.
    COPY-PASTE FIX
    # Cyberpunk 2077-inspired Live Video Speech Translation PoC

This project is a proof-of-concept system for automatically transcribing, translating, and generating dynamic subtitles for foreign language speech in video clips. Inspired by Cyberpunk 2077's live translation feature, it processes multi-speaker dialogue, translates it, and overlays subtitles mimicking the game's style.

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 elanmart/cbp-translate
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Happy Scribe
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Happy Scribe · recommended 2×
  2. Trint · recommended 2×
  3. Google Cloud Video AI · recommended 1×
  4. Google Cloud Translation API · recommended 1×
  5. AWS MediaConvert · recommended 1×
  • CATEGORY QUERY
    How to automatically translate foreign language speech in video clips with live subtitles?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Video AI
    2. Google Cloud Translation API
    3. AWS MediaConvert
    4. Amazon Transcribe
    5. Amazon Translate
    6. AWS Elemental MediaConvert
    7. Azure Video Indexer
    8. Azure Translator
    9. DeepL Pro
    10. Happy Scribe
    11. Trint
    12. Rev.ai
    13. Veed.io
    14. CapCut
    15. Adobe Premiere Pro
    16. Transcriptive
    17. Simon Says
    18. Google Translate
    19. DeepL

    AI recommended 19 alternatives but never named elanmart/cbp-translate. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to transcribe and translate multi-speaker video dialogue into dynamic subtitles?
    you: not recommended
    AI recommended (in order):
    1. Happy Scribe
    2. Trint
    3. Descript
    4. Rev.com
    5. Amara
    6. Google Cloud Speech-to-Text API
    7. Google Translate API

    AI recommended 7 alternatives but never named elanmart/cbp-translate. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 elanmart/cbp-translate?
    pass
    AI named elanmart/cbp-translate explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts elanmart/cbp-translate in production, what risks or prerequisites should they evaluate first?
    pass
    AI named elanmart/cbp-translate 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 elanmart/cbp-translate solve, and who is the primary audience?
    pass
    AI named elanmart/cbp-translate 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 elanmart/cbp-translate. 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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elanmart/cbp-translate — 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