RRepoGEO

REPOGEO REPORT · LITE

pHequals7/muesli

Default branch main · commit b148b5e7 · scanned 6/17/2026, 12:07:34 PM

GitHub: 590 stars · 59 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 pHequals7/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
  • highabout#1
    Reposition the GitHub 'About' description to lead with category

    Why:

    CURRENT
    Muesli - local meeting transcription + dictation for macOS (Granola + WisprFlow alternative)
    COPY-PASTE FIX
    macOS app for local, privacy-first meeting transcription & dictation (Muesli) - a Granola + WisprFlow alternative.
  • mediumreadme#2
    Add 'Native Swift' to the README's opening summary

    Why:

    CURRENT
    Local-first dictation & meeting transcription for macOS
    COPY-PASTE FIX
    Native Swift macOS app for local-first dictation & meeting transcription
  • lowcomparison#3
    Add a 'Muesli vs. Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Muesli vs. Alternatives

While tools like MacWhisper, Whisper Desktop, and Apple Dictation offer speech-to-text capabilities, Muesli differentiates itself by combining both real-time dictation (with ~0.13s latency via Parakeet TDT on Apple Neural Engine) and comprehensive meeting transcription (with speaker diarization and system audio capture) in a single, 100% on-device, native Swift macOS app. Unlike many alternatives, Muesli is built without Python runtimes, ensuring a lightweight and integrated experience.

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 pHequals7/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. openai/whisper · recommended 1×
  3. sindresorhus/whisper-desktop · recommended 1×
  4. aiko-app/aiko · recommended 1×
  5. Apple Dictation · recommended 1×
  • CATEGORY QUERY
    How can I get private, on-device meeting transcription and dictation for my Mac?
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. MacWhisper
    3. Whisper Desktop (sindresorhus/whisper-desktop)
    4. Aiko (aiko-app/aiko)
    5. Apple Dictation
    6. Happy Scribe
    7. Otter.ai

    AI recommended 7 alternatives but never named pHequals7/muesli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a macOS tool for local speech-to-text with Apple Silicon optimization.
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. Whisper Desktop
    3. MacWhisper
    4. Whisper.cpp
    5. macOS Dictation
    6. Dragon Professional for Mac
    7. Parakeet

    AI recommended 7 alternatives but never named pHequals7/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 pHequals7/muesli?
    pass
    AI named pHequals7/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 pHequals7/muesli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pHequals7/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 pHequals7/muesli solve, and who is the primary audience?
    pass
    AI named pHequals7/muesli explicitly

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

Embed your GEO score

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pHequals7/muesli — 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