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
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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.
- highhomepage#1Update GitHub repository homepage URL
Why:
CURRENThttps://github.com/appergb/openless
COPY-PASTE FIXhttps://openless.top
- highreadme#2Reposition 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 & 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 & Windows that delivers AI-polished text directly to your cursor in any application.</strong> </p>
- mediumcomparison#3Add 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.
- Dragon Professional Individual · recommended 1×
- Dragon Home · recommended 1×
- Windows Speech Recognition · recommended 1×
- macOS Dictation · recommended 1×
- Voice In Voice Typing · recommended 1×
- CATEGORY QUERYHow to get AI-enhanced voice dictation directly into any application on my desktop?you: not recommendedAI recommended (in order):
- Dragon Professional Individual
- Dragon Home
- Windows Speech Recognition
- macOS Dictation
- Voice In Voice Typing
- Otter.ai
- SpeechText.AI
AI recommended 7 alternatives but never named Open-Less/openless. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking an open-source desktop voice input tool for macOS and Windows with text polishing.you: not recommendedAI recommended (in order):
- Whisper Desktop
- Vosk Speech Recognition Toolkit (alphacep/vosk-api)
- Mozilla DeepSpeech (mozilla/DeepSpeech)
- Dragon NaturallySpeaking
- Voice Control (macOS built-in)
- 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 completenesspass
- README presencepass
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?passAI 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?passAI 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?passAI 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
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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