RRepoGEO

REPOGEO REPORT · LITE

Kieirra/murmure

Default branch main · commit e5a5d560 · scanned 6/12/2026, 8:17:17 AM

GitHub: 862 stars · 86 forks

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 Kieirra/murmure, 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
    Clarify the repository description to prevent miscategorization

    Why:

    CURRENT
    Fully local, private and cross platform Speech-to-Text with LLM Post-processing
    COPY-PASTE FIX
    Fully local, private, and cross-platform Speech-to-Text application, with optional LLM post-processing for transcription refinement.
  • highreadme#2
    Strengthen the README's opening sentence to explicitly state the core function and counter miscategorization

    Why:

    CURRENT
    A privacy-first, open-source speech-to-text application that runs entirely on your machine, powered by a neural network via NVIDIA’s Parakeet TDT 0.6B v3 model for fast, local transcription. Murmure turns your voice into text with no internet connection and zero data collection, and supports 25 European languages.
    COPY-PASTE FIX
    Murmure is a privacy-first, open-source speech-to-text application, *not* a music generator, notification service, or event bus. It runs entirely on your machine, powered by a neural network via NVIDIA’s Parakeet TDT 0.6B v3 model for fast, local transcription. Murmure turns your voice into text with no internet connection and zero data collection, and supports 25 European languages.
  • mediumreadme#3
    Add a "Comparison to Alternatives" section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example:
    
    ## Comparison to Alternatives
    Murmure stands out as a privacy-first, entirely local speech-to-text solution, unlike cloud-dependent services. Compared to popular on-device alternatives like Whisper.cpp or Vosk, Murmure offers a streamlined, user-friendly experience with integrated LLM post-processing for enhanced accuracy, all without requiring complex setup or command-line interaction. It leverages NVIDIA’s Parakeet TDT 0.6B v3 for fast, low-latency transcription, providing a robust and private alternative to projects like Mozilla DeepSpeech or Kaldi for users prioritizing data sovereignty and ease of use.

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 Kieirra/murmure
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. mozilla/DeepSpeech · recommended 1×
  3. alphacep/vosk-api · recommended 1×
  4. kaldi-asr/kaldi · recommended 1×
  5. Whisper.cpp · recommended 1×
  • CATEGORY QUERY
    Looking for a privacy-first, open-source speech-to-text solution that runs entirely offline.
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. Mozilla DeepSpeech (mozilla/DeepSpeech)
    3. Vosk (alphacep/vosk-api)
    4. Kaldi (kaldi-asr/kaldi)

    AI recommended 4 alternatives but never named Kieirra/murmure. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best cross-platform tools for on-device, low-latency voice transcription?
    you: not recommended
    AI recommended (in order):
    1. Whisper.cpp
    2. Vosk
    3. Picovoice Rhino Speech-to-Intent / Porcupine Wake Word + Leopard Speech-to-Text
    4. Mozilla DeepSpeech
    5. TensorFlow Lite
    6. Edge Impulse

    AI recommended 6 alternatives but never named Kieirra/murmure. 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 Kieirra/murmure?
    pass
    AI named Kieirra/murmure explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite