RRepoGEO

REPOGEO REPORT · LITE

Open-Less/openless

Default branch beta · commit 95920a6b · scanned 6/23/2026, 12:27:15 AM

GitHub: 2,465 stars · 203 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
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 Open-Less/openless, 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
  • highhomepage#1
    Update GitHub repository homepage URL

    Why:

    CURRENT
    https://github.com/appergb/openless
    COPY-PASTE FIX
    https://openless.top
  • highreadme#2
    Reposition README H1 and tagline to explicitly state core function

    Why:

    CURRENT
    <h1 align="center">OpenLess</h1>
    <p align="center">
      <strong>Open-source voice input for macOS &amp; Windows</strong>
    </p>
    COPY-PASTE FIX
    <h1 align="center">OpenLess: AI-Enhanced Voice Input for Desktop</h1>
    <p align="center">
      <strong>The open-source solution for macOS &amp; Windows that delivers AI-polished text directly to your cursor in any application.</strong>
    </p>
  • mediumcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives
    
    OpenLess stands out from traditional dictation tools and other AI speech-to-text solutions by focusing on **AI-polished text output directly into any application**, rather than just raw transcription.
    
    *   **vs. Dragon NaturallySpeaking / Windows Speech Recognition / macOS Dictation:** While these offer basic voice input, OpenLess integrates advanced AI for real-time text polishing, style customization, and cross-application compatibility, going beyond simple transcription.
    *   **vs. Whisper Desktop / Vosk Speech Recognition Toolkit:** These are excellent for accurate speech-to-text transcription. OpenLess builds upon this by adding a layer of generative AI to refine, rephrase, and format the transcribed text according to user-defined styles, making it ready for immediate use.
    *   **vs. Voice In Voice Typing:** OpenLess provides a native desktop application experience for macOS and Windows, offering deeper system integration and broader compatibility across all applications, not just browser-based input.

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 Open-Less/openless
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Dragon Professional Individual
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Dragon Professional Individual · recommended 1×
  2. Dragon Home · recommended 1×
  3. Windows Speech Recognition · recommended 1×
  4. macOS Dictation · recommended 1×
  5. Voice In Voice Typing · recommended 1×
  • CATEGORY QUERY
    How to get AI-enhanced voice dictation directly into any application on my desktop?
    you: not recommended
    AI recommended (in order):
    1. Dragon Professional Individual
    2. Dragon Home
    3. Windows Speech Recognition
    4. macOS Dictation
    5. Voice In Voice Typing
    6. Otter.ai
    7. SpeechText.AI

    AI recommended 7 alternatives but never named Open-Less/openless. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source desktop voice input tool for macOS and Windows with text polishing.
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop
    2. Vosk Speech Recognition Toolkit (alphacep/vosk-api)
    3. Mozilla DeepSpeech (mozilla/DeepSpeech)
    4. Dragon NaturallySpeaking
    5. Voice Control (macOS built-in)
    6. Windows Speech Recognition (Windows built-in)

    AI recommended 6 alternatives but never named Open-Less/openless. 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 Open-Less/openless?
    pass
    AI named Open-Less/openless explicitly

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

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

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

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Open-Less/openless — 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