RRepoGEO

REPOGEO REPORT · LITE

thewh1teagle/vibe

Default branch main · commit e1dd7c94 · scanned 6/30/2026, 11:21:27 PM

GitHub: 6,634 stars · 434 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 thewh1teagle/vibe, 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
  • highabout#1
    Update the repository description to explicitly state its nature

    Why:

    CURRENT
    Transcribe on your own!
    COPY-PASTE FIX
    A cross-platform desktop application for offline audio/video transcription using OpenAI Whisper.
  • highreadme#2
    Clarify the README's opening statement to explicitly define Vibe as an application

    Why:

    CURRENT
    <p align="center"><strong>⌨️ Transcribe audio / video offline using OpenAI Whisper</strong><br/></p>
    COPY-PASTE FIX
    <p align="center"><strong>Vibe is a powerful cross-platform desktop application that transcribes audio and video offline using OpenAI Whisper.</strong><br/></p>
  • mediumreadme#3
    Add a comparison section to the README highlighting unique features

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, 'Why Vibe? (Comparison with Alternatives)', detailing Vibe's unique selling points such as ultimate privacy, Ollama/Claude API integration for summaries, batch processing, extensive output formats (SRT, VTT, PDF, DOCX), and advanced GPU optimization across platforms, explicitly contrasting these with features of common alternatives like MacWhisper or Whisper Desktop.

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 thewh1teagle/vibe
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/whisper
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/whisper · recommended 1×
  2. alphacep/vosk-api · recommended 1×
  3. mozilla/DeepSpeech · recommended 1×
  4. Dragon NaturallySpeaking · recommended 1×
  5. jordibruin/macwhisper · recommended 1×
  • CATEGORY QUERY
    What are good cross-platform tools for transcribing audio and video offline privately?
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. Vosk (alphacep/vosk-api)
    3. Mozilla DeepSpeech (mozilla/DeepSpeech)
    4. Dragon NaturallySpeaking
    5. MacWhisper (jordibruin/macwhisper)

    AI recommended 5 alternatives but never named thewh1teagle/vibe. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a desktop application to transcribe multiple audio files locally with various output formats.
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop (chidiwilliams/whisper-desktop)
    2. Trint
    3. Happy Scribe
    4. oTranscribe (oTranscribe/oTranscribe)
    5. Express Scribe

    AI recommended 5 alternatives but never named thewh1teagle/vibe. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 thewh1teagle/vibe?
    pass
    AI named thewh1teagle/vibe explicitly

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

  • If a team adopts thewh1teagle/vibe in production, what risks or prerequisites should they evaluate first?
    pass
    AI named thewh1teagle/vibe 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 thewh1teagle/vibe solve, and who is the primary audience?
    pass
    AI named thewh1teagle/vibe explicitly

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

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thewh1teagle/vibe — 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