RRepoGEO

REPOGEO REPORT · LITE

elanmart/cbp-translate

Default branch main · commit 4fb02f43 · scanned 6/25/2026, 8:38:17 PM

GitHub: 1,274 stars · 52 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
23 /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
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 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
  • highreadme#1
    Add a concise, direct project statement to the top of the README

    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
    This repository presents a proof-of-concept system for automatically transcribing, translating, and dynamically subtitling foreign language speech in video clips, inspired by Cyberpunk 2077's in-game translation feature.
  • highabout#2
    Add a clear description to the repository's About section

    Why:

    COPY-PASTE FIX
    Automatically transcribes, translates, and dynamically subtitles foreign language speech in video clips, mimicking Cyberpunk 2077's live translation effect.

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. Google Cloud Video AI · recommended 1×
  3. Google Cloud Translation API · recommended 1×
  4. Google Cloud Text-to-Speech · recommended 1×
  5. DaVinci Resolve · recommended 1×
  • CATEGORY QUERY
    How to automatically translate foreign language speech in video clips with dynamic subtitles?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Video AI
    2. Google Cloud Translation API
    3. Google Cloud Text-to-Speech
    4. DaVinci Resolve
    5. Happy Scribe
    6. Amara
    7. Rev
    8. Adobe Premiere Pro
    9. DeepL Pro
    10. CapCut
    11. FFmpeg
    12. Whisper (OpenAI) (openai/whisper)
    13. Argos Translate (argosopentech/argos-translate)
    14. Subtitle Edit (SubtitleEdit/subtitleedit)
    15. VEED.IO
    16. Pictory.AI

    AI recommended 16 alternatives but never named elanmart/cbp-translate. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to generate dynamic, speaker-attributed subtitles from multilingual video content?
    you: not recommended
    AI recommended (in order):
    1. Happy Scribe
    2. Trint
    3. Descript
    4. Rev.com
    5. AssemblyAI
    6. Google Cloud Speech-to-Text
    7. Azure Cognitive Services Speech

    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 did not name elanmart/cbp-translate — 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 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