RRepoGEO

REPOGEO REPORT · LITE

zachlatta/freeflow

Default branch main · commit 1eb452c4 · scanned 5/28/2026, 6:22:26 AM

GitHub: 1,804 stars · 156 forks

AI VISIBILITY SCORE
28 /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
2 / 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 zachlatta/freeflow, 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, voice-to-text, transcription, ai, speech-to-text, productivity, whisper, groq
  • highabout#2
    Clarify the repository's 'About' description

    Why:

    CURRENT
    Free & fast alternative to Wispr Flow
    COPY-PASTE FIX
    Free, fast, AI-powered dictation app for macOS, alternative to Wispr Flow, Superwhisper, and Monologue.
  • mediumreadme#3
    Reinforce the core purpose in the README's opening sentence

    Why:

    CURRENT
    <p align="center"> Free and open source alternative to <a href="https://wisprflow.ai">Wispr Flow</a>, <a href="https://superwhisper.com">Superwhisper</a>, and <a href="https://monologue.to">Monologue</a>. </p>
    COPY-PASTE FIX
    <p align="center"> Free and open source <b>AI dictation app for macOS</b>, alternative to <a href="https://wisprflow.ai">Wispr Flow</a>, <a href="https://superwhisper.com">Superwhisper</a>, and <a href="https://monologue.to">Monologue</a>. </p>

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 zachlatta/freeflow
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. Built-in macOS Dictation · recommended 1×
  3. VOSK · recommended 1×
  4. Whisper · recommended 1×
  5. Whisper Transcription · recommended 1×
  • CATEGORY QUERY
    Looking for a free, fast AI-powered dictation tool for macOS without subscriptions.
    you: not recommended
    AI recommended (in order):
    1. Built-in macOS Dictation
    2. VOSK
    3. Whisper
    4. MacWhisper
    5. Whisper Transcription
    6. Talon Voice

    AI recommended 6 alternatives but never named zachlatta/freeflow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best voice-to-text apps for Mac with intelligent text cleanup and editing?
    you: not recommended
    AI recommended (in order):
    1. Dragon Professional for Mac
    2. Apple Dictation
    3. Otter.ai
    4. Google Docs Voice Typing
    5. MacWhisper
    6. Descript

    AI recommended 6 alternatives but never named zachlatta/freeflow. 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 zachlatta/freeflow?
    pass
    AI did not name zachlatta/freeflow — likely talking about a different project

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

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