RRepoGEO

REPOGEO REPORT · LITE

mallorbc/whisper_mic

Default branch main · commit 8e700b75 · scanned 6/3/2026, 3:53:13 PM

GitHub: 788 stars · 171 forks

AI VISIBILITY SCORE
22 /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
1 / 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 mallorbc/whisper_mic, 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 the README's opening to highlight real-time microphone integration for Whisper.

    Why:

    CURRENT
    # Whisper Mic
This repo is based on the work done here by OpenAI. This repo allows you use use a mic as demo. This repo copies some of the README from the original project.
    COPY-PASTE FIX
    # Whisper Mic: Real-time Microphone Integration for OpenAI Whisper
This repository provides a simple, real-time solution for transcribing live audio input from your microphone using OpenAI's Whisper model, enhanced with Voice Activity Detection (VAD) for efficient processing of active speech.
  • highhomepage#2
    Add a homepage URL to the repository settings.

    Why:

    COPY-PASTE FIX
    https://github.com/mallorbc/whisper_mic (or your project's dedicated website/docs URL if one exists)
  • mediumtopics#3
    Add more specific topics related to real-time and VAD.

    Why:

    CURRENT
    microphone, speech-recognition, speech-to-text, whisper, whisper-ai, whisper-api
    COPY-PASTE FIX
    microphone, speech-recognition, speech-to-text, whisper, whisper-ai, whisper-api, real-time, voice-activity-detection, vad, live-transcription

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 mallorbc/whisper_mic
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Speech-to-Text API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Speech-to-Text API · recommended 1×
  2. AssemblyAI · recommended 1×
  3. AWS Transcribe · recommended 1×
  4. Deepgram · recommended 1×
  5. OpenAI Whisper · recommended 1×
  • CATEGORY QUERY
    How can I transcribe live audio input from a microphone to text?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text API
    2. AssemblyAI
    3. AWS Transcribe
    4. Deepgram
    5. OpenAI Whisper
    6. Microsoft Azure Speech-to-Text

    AI recommended 6 alternatives but never named mallorbc/whisper_mic. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for real-time speech recognition with a local audio source?
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. Vosk (alphacep/vosk-api)
    3. Picovoice Suite (Rhino, Porcupine, Leopard) (Picovoice/picovoice)
    4. Mozilla DeepSpeech (mozilla/DeepSpeech)
    5. Kaldi (kaldi-asr/kaldi)

    AI recommended 5 alternatives but never named mallorbc/whisper_mic. 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 mallorbc/whisper_mic?
    pass
    AI did not name mallorbc/whisper_mic — 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 mallorbc/whisper_mic in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mallorbc/whisper_mic 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 mallorbc/whisper_mic solve, and who is the primary audience?
    pass
    AI did not name mallorbc/whisper_mic — 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?

Embed your GEO score

Drop this badge into the README of mallorbc/whisper_mic. 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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mallorbc/whisper_mic — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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