RRepoGEO

REPOGEO REPORT · LITE

Mentra-Community/MentraOS

Default branch dev · commit f961e3c0 · scanned 6/28/2026, 4:27:09 AM

GitHub: 2,197 stars · 306 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)

2 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 Mentra-Community/MentraOS, 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
    Add a clear, concise opening statement to the README

    Why:

    CURRENT
    The README currently starts with navigation links, followed by '## Write Once, Run on Any Smart Glasses'.
    COPY-PASTE FIX
    MentraOS is the leading open-source operating system for smart glasses. It empowers developers to build apps with live captions, AI interaction, view streaming, and hands-free photo capture on compatible devices.
  • mediumtopics#2
    Enhance topics to explicitly include OS and XR development terms

    Why:

    CURRENT
    activelook, conversational-ai, even-realities, even-realities-g1, mentra, mentra-live, rayneo, smart-glasses, smartglasses, vuzix, vuzix-shield, vuzix-ultralite, wearable, wearables
    COPY-PASTE FIX
    activelook, conversational-ai, even-realities, even-realities-g1, mentra, mentra-live, rayneo, smart-glasses, smartglasses, vuzix, vuzix-shield, vuzix-ultralite, wearable, wearables, operating-system, os, xr-development, augmented-reality-development, smart-eyewear-os
  • lowreadme#3
    Add a 'Why MentraOS?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why MentraOS for Smart Glasses Development?

Unlike general XR development frameworks, MentraOS is a dedicated operating system built from the ground up for smart glasses. It abstracts away device-specific complexities, handling pairing, connection, data streaming, and hardware access across a growing ecosystem of smart glasses. This allows developers to focus purely on building innovative applications, significantly accelerating development from months to days, without needing to manage low-level OS or hardware integrations.

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 Mentra-Community/MentraOS
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unity
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Unity · recommended 1×
  2. OpenXR · recommended 1×
  3. WebXR · recommended 1×
  4. Three.js · recommended 1×
  5. A-Frame · recommended 1×
  • CATEGORY QUERY
    How can I build applications that run on multiple smart eyewear devices?
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. OpenXR
    3. WebXR
    4. Three.js
    5. A-Frame
    6. Unreal Engine
    7. Meta Quest SDK
    8. Magic Leap SDK
    9. Snapdragon Spaces
    10. Flutter
    11. ar_flutter_plugin
    12. flutter_arkit
    13. flutter_arcore

    AI recommended 13 alternatives but never named Mentra-Community/MentraOS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What development kit supports building AI-driven features for smart glasses applications?
    you: not recommended
    AI recommended (in order):
    1. Qualcomm Snapdragon Spaces XR Developer Platform
    2. Meta Spark Studio
    3. OpenCV
    4. Google ARCore
    5. Unity MARS

    AI recommended 5 alternatives but never named Mentra-Community/MentraOS. 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 Mentra-Community/MentraOS?
    pass
    AI named Mentra-Community/MentraOS explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts Mentra-Community/MentraOS in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Mentra-Community/MentraOS 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 Mentra-Community/MentraOS solve, and who is the primary audience?
    pass
    AI named Mentra-Community/MentraOS 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 Mentra-Community/MentraOS. 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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HTML
<a href="https://repogeo.com/en/r/Mentra-Community/MentraOS"><img src="https://repogeo.com/badge/Mentra-Community/MentraOS.svg" alt="RepoGEO" /></a>
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Mentra-Community/MentraOS — 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