RRepoGEO

REPOGEO REPORT · LITE

altic-dev/FluidVoice

Default branch main · commit 43fa7ddf · scanned 5/9/2026, 8:22:03 AM

GitHub: 2,100 stars · 123 forks

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

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    macos, dictation, speech-to-text, voice-to-text, offline, local, ai, whisper, parakeet, cohere, accessibility
  • highreadme#2
    Strengthen README H1 and opening sentence for competitive positioning

    Why:

    CURRENT
    # FluidVoice

Fully open source voice-to-text dictation app for macOS with AI enhancement.
    COPY-PASTE FIX
    # FluidVoice: The Fastest Offline Voice-to-Text Dictation App for macOS

Fully local, AI-powered dictation for macOS, designed to be a fast, private, and open-source alternative to services like Dragon or built-in macOS dictation.
  • mediumabout#3
    Refine the repository description for clarity and keywords

    Why:

    CURRENT
    FluidVoice - Fastest macOS Offline Dictation app - Voice to Text fully Local. One ⭐ takes us a long way :))
    COPY-PASTE FIX
    FluidVoice: The fastest, fully local, and offline voice-to-text dictation app for macOS, powered by advanced AI for superior accuracy and privacy.

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
MacWhisper
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MacWhisper · recommended 2×
  2. Dragon Professional Individual for Mac · recommended 1×
  3. Built-in macOS Dictation · recommended 1×
  4. Voice Control · recommended 1×
  5. Dictate · recommended 1×
  • CATEGORY QUERY
    What are the best offline voice-to-text dictation apps for macOS?
    you: not recommended
    AI recommended (in order):
    1. Dragon Professional Individual for Mac
    2. Built-in macOS Dictation
    3. MacWhisper
    4. Voice Control
    5. Dictate

    AI recommended 5 alternatives but never named altic-dev/FluidVoice. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a fast, local speech recognition tool for macOS with AI capabilities.
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. whisper.cpp (ggerganov/whisper.cpp)
    3. MacWhisper
    4. Whisper Transcription
    5. Speechly
    6. Vosk (alphacep/vosk-api)
    7. Mozilla DeepSpeech (mozilla/DeepSpeech)

    AI recommended 7 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?

Embed your GEO score

Drop this badge into the README of altic-dev/FluidVoice. 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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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