RRepoGEO

REPOGEO REPORT · LITE

BasedHardware/OpenGlass

Default branch main · commit 19f07775 · scanned 6/29/2026, 10:02:50 AM

GitHub: 4,069 stars · 527 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
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 BasedHardware/OpenGlass, 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
    Update README to clarify project status and new location

    Why:

    CURRENT
    ## ℹ️ 🔴 We moved this project to Omi repository. Current repo isn't supported anymore =>
## ℹ️ 🔴 We moved this project to Omi repository. Current repo isn't supported anymore =>
## ℹ️ 🔴 We moved this project to Omi repository. Current repo isn't supported anymore =>
    COPY-PASTE FIX
    ## ℹ️ 🔴 This project has moved! Please visit the new repository at [BasedHardware/Omi](https://github.com/BasedHardware/Omi) for the latest code and support. This repository is no longer maintained.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    smart-glasses, diy, open-source-hardware, esp32, ai, wearable-tech, computer-vision, object-recognition, translation
  • mediumreadme#3
    Refine README H1 to emphasize project/platform nature

    Why:

    CURRENT
    # OpenGlass - Open Source Smart Glasses
    COPY-PASTE FIX
    # OpenGlass - A DIY Open Source Smart Glasses Project & Platform

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 BasedHardware/OpenGlass
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ESP32-CAM
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ESP32-CAM · recommended 2×
  2. Raspberry Pi Zero 2 W · recommended 1×
  3. Raspberry Pi Zero W · recommended 1×
  4. Raspberry Pi 3 A+ · recommended 1×
  5. opencv/opencv · recommended 1×
  • CATEGORY QUERY
    How can I build DIY smart glasses for AI features like object recognition and translation?
    you: not recommended
    AI recommended (in order):
    1. Raspberry Pi Zero 2 W
    2. Raspberry Pi Zero W
    3. Raspberry Pi 3 A+
    4. OpenCV (opencv/opencv)
    5. TensorFlow Lite (tensorflow/tensorflow)
    6. PyTorch Mobile (pytorch/pytorch)
    7. Google Coral USB Accelerator
    8. ESP32-CAM
    9. Adafruit Mini PiTFT 1.3"
    10. Waveshare 1.3inch LCD HAT
    11. Google Cloud Translation API
    12. Microsoft Translator Text API

    AI recommended 12 alternatives but never named BasedHardware/OpenGlass. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open source projects allow transforming regular glasses into AI-enabled wearable tech?
    you: not recommended
    AI recommended (in order):
    1. OpenCV
    2. TensorFlow Lite
    3. PyTorch Mobile
    4. Raspberry Pi
    5. ESP32-CAM
    6. OpenVINO Toolkit
    7. Mycroft AI

    AI recommended 7 alternatives but never named BasedHardware/OpenGlass. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 BasedHardware/OpenGlass?
    pass
    AI named BasedHardware/OpenGlass explicitly

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

  • If a team adopts BasedHardware/OpenGlass in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BasedHardware/OpenGlass 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 BasedHardware/OpenGlass solve, and who is the primary audience?
    pass
    AI named BasedHardware/OpenGlass 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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MARKDOWN (README)
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BasedHardware/OpenGlass — 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