RRepoGEO

REPOGEO REPORT · LITE

savbell/whisper-writer

Default branch main · commit 370333b1 · scanned 5/11/2026, 10:57:20 AM

GitHub: 1,050 stars · 181 forks

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 savbell/whisper-writer, 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 opening to emphasize desktop dictation application

    Why:

    CURRENT
    WhisperWriter is a small speech-to-text app that uses OpenAI's Whisper model to auto-transcribe recordings from a user's microphone to the active window.
    COPY-PASTE FIX
    WhisperWriter is a powerful, open-source desktop dictation application that leverages OpenAI's Whisper model for accurate, continuous speech-to-text transcription directly into your active window, designed for productivity and writing.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Your project's homepage URL, e.g., https://savbell.github.io/whisper-writer]
  • lowtopics#3
    Add 'gui-application' topic to reinforce desktop app nature

    Why:

    CURRENT
    dictation, faster-whisper, openai, openai-api, openai-whisper, speech-recognition, speech-to-text, typing-assistant, whisper
    COPY-PASTE FIX
    dictation, faster-whisper, gui-application, openai, openai-api, openai-whisper, speech-recognition, speech-to-text, typing-assistant, whisper

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 savbell/whisper-writer
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Dragon Professional Individual
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Dragon Professional Individual · recommended 1×
  2. Windows Speech Recognition · recommended 1×
  3. Apple Dictation · recommended 1×
  4. Google Chrome's Live Caption/Dictation Feature · recommended 1×
  5. alphacep/vosk-api · recommended 1×
  • CATEGORY QUERY
    I need a desktop application for accurate speech-to-text dictation from my microphone.
    you: not recommended
    AI recommended (in order):
    1. Dragon Professional Individual
    2. Windows Speech Recognition
    3. Apple Dictation
    4. Google Chrome's Live Caption/Dictation Feature
    5. VOSK (alphacep/vosk-api)

    AI recommended 5 alternatives but never named savbell/whisper-writer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools offer continuous voice transcription for productivity and writing?
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. Vosk
    3. Mozilla DeepSpeech
    4. Kaldi
    5. Coqui STT

    AI recommended 5 alternatives but never named savbell/whisper-writer. 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 savbell/whisper-writer?
    pass
    AI named savbell/whisper-writer explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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