RRepoGEO

REPOGEO REPORT · LITE

altic-dev/FluidVoice

Default branch main · commit cc5d2711 · scanned 6/19/2026, 3:36:45 AM

GitHub: 2,382 stars · 134 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 altic-dev/FluidVoice, 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

2 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 clearly state it's a macOS dictation app

    Why:

    CURRENT
    Fully open source voice-to-text dictation app for macOS with AI enhancement.
    COPY-PASTE FIX
    FluidVoice is the fastest, fully offline, open-source voice-to-text dictation app for macOS, enhanced with local AI processing.
  • mediumreadme#2
    Add a clear statement about the app's readiness for use

    Why:

    COPY-PASTE FIX
    FluidVoice is a robust, ready-to-use application designed for daily macOS dictation, leveraging cutting-edge local AI for speed and accuracy.

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 altic-dev/FluidVoice
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
sindresorhus/whisper-desktop
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. sindresorhus/whisper-desktop · recommended 1×
  2. jordibruin/macwhisper · recommended 1×
  3. alphacep/vosk-api · recommended 1×
  4. mozilla/DeepSpeech · recommended 1×
  5. Apple Dictation · recommended 1×
  • CATEGORY QUERY
    What are good offline voice to text tools for macOS with local AI processing?
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop (sindresorhus/whisper-desktop)
    2. MacWhisper (jordibruin/macwhisper)
    3. Vosk (alphacep/vosk-api)
    4. DeepSpeech (Mozilla) (mozilla/DeepSpeech)

    AI recommended 4 alternatives but never named altic-dev/FluidVoice. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which macOS applications offer fast, accurate, and offline voice dictation?
    you: not recommended
    AI recommended (in order):
    1. Apple Dictation
    2. Dragon Professional for Mac
    3. MacWhisper
    4. Parallels Desktop
    5. VMware Fusion
    6. Dragon Professional for Windows

    AI recommended 6 alternatives but never named altic-dev/FluidVoice. 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 altic-dev/FluidVoice?
    pass
    AI named altic-dev/FluidVoice explicitly

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

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

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

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altic-dev/FluidVoice — 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