RRepoGEO

REPOGEO REPORT · LITE

appergb/openless

Default branch beta · commit a5d1b0b5 · scanned 6/17/2026, 7:07:23 PM

GitHub: 2,377 stars · 193 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)

3 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 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
  • highabout#1
    Clarify the 'about' description to prevent miscategorization

    Why:

    CURRENT
    Hold a key, speak, release — AI-polished text appears at your cursor in any app. Open-source voice input for macOS & Windows. (按住快捷键说话，松开即得润色后的文字)
    COPY-PASTE FIX
    AI-powered voice input for macOS & Windows: Hold a key, speak, release, and get AI-polished text directly at your cursor in *any* application. Not a serverless platform.
  • mediumreadme#2
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

OpenLess stands out from traditional dictation tools like Dragon, Windows Speech Recognition, or Apple Dictation by offering AI-polished text that adapts to your chosen writing style, directly into *any* application. Unlike general ASR tools like Whisper, OpenLess provides a complete voice input solution with advanced text refinement. It also serves as an open-source alternative to proprietary solutions like Typeless and Wispr Flow.
  • lowhomepage#3
    Update the GitHub repository's 'Homepage' URL

    Why:

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

Category GEO backends resolved for this scan: google/gemini-2.5-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 appergb/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 Medical One · recommended 1×
  3. Windows Speech Recognition · recommended 1×
  4. Google Chrome's Live Caption/Dictation · recommended 1×
  5. Apple Dictation · recommended 1×
  • CATEGORY QUERY
    How can I get AI-enhanced voice dictation that works across all desktop applications?
    you: not recommended
    AI recommended (in order):
    1. Dragon Professional Individual
    2. Dragon Medical One
    3. Windows Speech Recognition
    4. Google Chrome's Live Caption/Dictation
    5. Apple Dictation
    6. Otter.ai

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

    Show full AI answer
  • CATEGORY QUERY
    What open-source voice input tools offer AI text polishing for macOS and Windows?
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. MacWhisper
    3. Whisper Desktop
    4. LanguageTool
    5. Hugging Face Transformers
    6. NLTK
    7. SpaCy
    8. Vosk
    9. Mozilla DeepSpeech

    AI recommended 9 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.

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MARKDOWN (README)
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appergb/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