RRepoGEO

REPOGEO REPORT · LITE

Muesli-HQ/muesli

Default branch main · commit 3af79eb0 · scanned 5/30/2026, 4:47:01 AM

GitHub: 534 stars · 49 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 Muesli-HQ/muesli, 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
    Add a disambiguation note in the README's opening

    Why:

    COPY-PASTE FIX
    Note: This is the macOS app for local dictation and transcription, not the Go TUI library.
  • mediumtopics#2
    Add platform and feature-specific topics

    Why:

    CURRENT
    dictation, on-device-ai, privacy-first, speech-to-text, transcription
    COPY-PASTE FIX
    dictation, on-device-ai, privacy-first, speech-to-text, transcription, macos-app, apple-silicon, local-transcription, speaker-diarization
  • mediumreadme#3
    Emphasize key features from failing queries in the README's opening

    Why:

    CURRENT
    Muesli is a lightweight native macOS app that combines WisprFlow-style dictation and Granola-style meeting transcription in one tool. All transcription runs locally on Apple Silicon — your audio never leaves your device unless you choose a cloud-backed meeting summary provider.
    COPY-PASTE FIX
    Muesli is a lightweight native macOS app for **on-device dictation and meeting transcription**, designed for **privacy-first** users. It combines WisprFlow-style dictation and Granola-style meeting transcription in one tool, offering **local transcription with speaker diarization** and **system audio capture** on Apple Silicon. Your audio never leaves your device unless you choose a cloud-backed meeting summary provider.

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 Muesli-HQ/muesli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MacWhisper
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MacWhisper · recommended 2×
  2. Whisper Desktop · recommended 2×
  3. Audacity · recommended 2×
  4. Otter.ai · recommended 2×
  5. Apple Dictation (Enhanced Dictation) · recommended 1×
  • CATEGORY QUERY
    What are the best on-device macOS dictation and meeting transcription tools for privacy?
    you: not recommended
    AI recommended (in order):
    1. Apple Dictation (Enhanced Dictation)
    2. MacWhisper
    3. Whisper Desktop
    4. Audacity
    5. Veed.io Desktop App
    6. Otter.ai
    7. Google Meet's transcription

    AI recommended 7 alternatives but never named Muesli-HQ/muesli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to transcribe macOS meeting audio locally with speaker diarization and system sound capture?
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop
    2. BlackHole
    3. Loopback
    4. MacWhisper
    5. Audacity
    6. Vosk
    7. pyannote.audio
    8. Whisper.cpp
    9. Otter.ai
    10. Happy Scribe

    AI recommended 10 alternatives but never named Muesli-HQ/muesli. 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 Muesli-HQ/muesli?
    pass
    AI named Muesli-HQ/muesli explicitly

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

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