RRepoGEO

REPOGEO REPORT · LITE

appergb/openless

Default branch beta · commit 29d3a79e · scanned 5/8/2026, 5:52:27 AM

GitHub: 1,000 stars · 83 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
  • highhomepage#1
    Update homepage URL to official site

    Why:

    CURRENT
    https://github.com/appergb/openless
    COPY-PASTE FIX
    https://openless.top
  • highreadme#2
    Add explicit 'Problem Solved' and 'Audience' section

    Why:

    COPY-PASTE FIX
    Add a new H2 section, e.g., `## What Problem Does OpenLess Solve?` followed by: `OpenLess addresses the need for fast, accurate, and AI-enhanced text input across any application on macOS and Windows. It empowers users to dictate naturally, then automatically refines their speech into polished text, eliminating manual typing and editing for a wide range of users, from writers and developers to anyone seeking an efficient voice interface.`
  • mediumreadme#3
    Add explicit 'Key Differentiators' section

    Why:

    COPY-PASTE FIX
    Add a new H2 section, e.g., `## Key Differentiators` followed by: `Unlike proprietary dictation software or basic OS voice typing, OpenLess offers an open-source, cross-platform solution that integrates advanced AI for real-time text polishing. It provides direct-to-cursor output in any application, focusing on user privacy and offering a modern, customizable alternative to tools like Dragon Professional, Windows Voice Typing, or raw Whisper implementations.`

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 Home · recommended 1×
  3. Windows Voice Typing · recommended 1×
  4. Dictation (macOS) · recommended 1×
  5. Google Chrome's Live Caption · recommended 1×
  • CATEGORY QUERY
    How can I get AI-polished text from voice input directly into any application on my desktop?
    you: not recommended
    AI recommended (in order):
    1. Dragon Professional Individual
    2. Dragon Home
    3. Windows Voice Typing
    4. Dictation (macOS)
    5. Google Chrome's Live Caption
    6. VB-Cable
    7. Google Docs Voice Typing
    8. Grammarly
    9. QuillBot
    10. ChatGPT
    11. Otter.ai
    12. Speechnotes.co
    13. Grammarly Premium
    14. Jasper
    15. Copy.ai

    AI recommended 15 alternatives but never named appergb/openless. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking open-source voice dictation software with AI text refinement for macOS and Windows.
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop
    2. Ollama
    3. Vosk
    4. spaCy
    5. Mozilla DeepSpeech
    6. Talon Voice
    7. SpeechNote

    AI recommended 7 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)
[![RepoGEO](https://repogeo.com/badge/appergb/openless.svg)](https://repogeo.com/en/r/appergb/openless)
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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  • Brand-free category queries5 vs 2 in Lite
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appergb/openless — RepoGEO report