RRepoGEO

REPOGEO REPORT · LITE

appergb/openless

Default branch beta · commit 2246d8f6 · scanned 5/7/2026, 2:42:24 PM

GitHub: 945 stars · 78 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 appergb/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
  • highreadme#1
    Strengthen README's opening statement for clarity

    Why:

    CURRENT
    Open-source voice input for macOS & Windows. Press a hotkey, speak, get AI-polished text at your cursor.
    COPY-PASTE FIX
    OpenLess is an open-source desktop application for macOS and Windows that provides AI-enhanced voice dictation directly into any application. It is NOT a serverless platform or a secure messaging tool.
  • mediumtopics#2
    Add application-centric topics

    Why:

    CURRENT
    ai-prompt, asr, dictation, llm, macos, open-source, prompt-engineering, rust, speech-to-text, swift, tauri, typeless, typeless-alternative, voice-input, windows, wispr-flow-alternative
    COPY-PASTE FIX
    ai-prompt, asr, dictation, llm, macos, open-source, prompt-engineering, rust, speech-to-text, swift, tauri, typeless, typeless-alternative, voice-input, windows, wispr-flow-alternative, desktop-app, productivity-tool, ai-assistant, voice-typing
  • lowhomepage#3
    Update repository homepage URL

    Why:

    CURRENT
    https://github.com/appergb/openless
    COPY-PASTE FIX
    https://openless.top

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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 appergb/openless
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Otter.ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Otter.ai · recommended 1×
  2. Dragon Professional Individual · recommended 1×
  3. Microsoft Dictate (Microsoft 365) · recommended 1×
  4. Google Docs Voice Typing · recommended 1×
  5. Braina Pro · recommended 1×
  • CATEGORY QUERY
    How can I get AI-enhanced voice dictation directly into any application on my computer?
    you: not recommended
    AI recommended (in order):
    1. Otter.ai
    2. Dragon Professional Individual
    3. Microsoft Dictate (Microsoft 365)
    4. Google Docs Voice Typing
    5. Braina Pro
    6. Descript
    7. Speechmatics

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source speech-to-text tool for macOS and Windows with text refinement.
    you: not recommended
    AI recommended (in order):
    1. Mozilla DeepSpeech
    2. Kaldi
    3. CMU Sphinx
    4. Voskrese
    5. AssemblyAI's Whisper
    6. LanguageTool

    AI recommended 6 alternatives but never named appergb/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 appergb/openless?
    pass
    AI named appergb/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 appergb/openless in production, what risks or prerequisites should they evaluate first?
    pass
    AI named appergb/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 appergb/openless solve, and who is the primary audience?
    pass
    AI named appergb/openless 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 appergb/openless. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/appergb/openless"><img src="https://repogeo.com/badge/appergb/openless.svg" alt="RepoGEO" /></a>

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