RRepoGEO

REPOGEO REPORT · LITE

savbell/whisper-writer

Default branch main · commit 370333b1 · scanned 6/21/2026, 3:31:49 PM

GitHub: 1,069 stars · 186 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
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
    Clarify README's core purpose to counter AI hallucination

    Why:

    CURRENT
    # WhisperWriter
    
    <p align="center">
        
    </p>
    
    **Update (2024-05-28):** I've just merged in a major rewrite of WhisperWriter! We've migrated from using `tkinter` to using `PyQt5` for the UI, added a new settings window for configuration, a new continuous recording mode, support for a local API, and more! Please be patient as I work out any bugs that may have been introduced in the process. If you encounter any problems, please open a new issue!
    
    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: Your Desktop Dictation App (Transcription Only, No Content Generation)
    
    WhisperWriter is a small, open-source desktop application that uses OpenAI's Whisper model to provide real-time speech-to-text transcription directly to your active window. It's designed for efficient dictation and typing assistance, focusing purely on accurate transcription of your spoken words. **Please note: WhisperWriter does not integrate with GPT models or generate any AI content; it is solely a transcription tool.**
    
    **Update (2024-05-28):** I've just merged in a major rewrite of WhisperWriter! We've migrated from using `tkinter` to using `PyQt5` for the UI, added a new settings window for configuration, a new continuous recording mode, support for a local API, and more! Please be patient as I work out any bugs that may have been introduced in the process. If you encounter any problems, please open a new issue!
  • mediumhomepage#2
    Add a homepage URL to About section

    Why:

    COPY-PASTE FIX
    https://github.com/savbell/whisper-writer
  • lowtopics#3
    Add 'real-time' to repository topics

    Why:

    CURRENT
    dictation, faster-whisper, openai, openai-api, openai-whisper, speech-recognition, speech-to-text, typing-assistant, whisper
    COPY-PASTE FIX
    dictation, faster-whisper, openai, openai-api, openai-whisper, real-time, 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
Google Docs Voice Typing
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Docs Voice Typing · recommended 2×
  2. Dragon Professional Individual · recommended 1×
  3. Microsoft Dictate · recommended 1×
  4. Apple Dictation · recommended 1×
  5. Otter.ai · recommended 1×
  • CATEGORY QUERY
    What's a good dictation app for transcribing microphone input to text?
    you: not recommended
    AI recommended (in order):
    1. Dragon Professional Individual
    2. Google Docs Voice Typing
    3. Microsoft Dictate
    4. Apple Dictation
    5. Otter.ai

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

    Show full AI answer
  • CATEGORY QUERY
    How to get real-time speech recognition for typing on my computer?
    you: not recommended
    AI recommended (in order):
    1. Windows Speech Recognition
    2. Google Chrome's Live Caption/Dictation
    3. Dragon Professional Individual / Dragon Home
    4. macOS Dictation
    5. Voice In
    6. Google Docs Voice Typing
    7. Microsoft 365 Dictate

    AI recommended 7 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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savbell/whisper-writer — 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