RRepoGEO

REPOGEO REPORT · LITE

Open-Less/openless

Default branch beta · commit c5bdb025 · scanned 5/12/2026, 4:07:45 PM

GitHub: 1,230 stars · 98 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 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 repository homepage URL to official site

    Why:

    CURRENT
    https://github.com/appergb/openless
    COPY-PASTE FIX
    https://openless.top
  • highreadme#2
    Strengthen README's opening statement to clarify application type and core value

    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 a free and open-source **desktop application** for macOS and Windows that provides **AI-powered voice input**. Simply press a hotkey, speak, and instantly receive **AI-polished, ready-to-use text** at your cursor in *any* application.
  • mediumtopics#3
    Add more specific topics to emphasize application nature and AI text polishing

    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, ai-dictation, text-polishing, smart-dictation

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
openai/whisper
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/whisper · recommended 1×
  2. GPT-3.5 Turbo · recommended 1×
  3. GPT-4 · recommended 1×
  4. alphacep/vosk-api · recommended 1×
  5. mozilla/DeepSpeech · recommended 1×
  • CATEGORY QUERY
    Seeking an open-source voice input solution for macOS and Windows with AI text polishing.
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. GPT-3.5 Turbo
    3. GPT-4
    4. Vosk (alphacep/vosk-api)
    5. Mozilla DeepSpeech (mozilla/DeepSpeech)
    6. Rhino Speech-to-Text (Picovoice/rhino)

    AI recommended 6 alternatives but never named Open-Less/openless. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI-powered speech-to-text tools for seamless dictation across applications?
    you: not recommended
    AI recommended (in order):
    1. Dragon Professional Individual
    2. Windows Speech Recognition
    3. Google Chrome's Live Caption
    4. Google Docs' Voice Typing
    5. Apple Dictation
    6. Otter.ai
    7. Deepgram
    8. Happy Scribe

    AI recommended 8 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?

Embed your GEO score

Drop this badge into the README of Open-Less/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)
[![RepoGEO](https://repogeo.com/badge/Open-Less/openless.svg)](https://repogeo.com/en/r/Open-Less/openless)
HTML
<a href="https://repogeo.com/en/r/Open-Less/openless"><img src="https://repogeo.com/badge/Open-Less/openless.svg" alt="RepoGEO" /></a>
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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