REPOGEO REPORT · LITE
BasedHardware/OpenGlass
Default branch main · commit 19f07775 · scanned 5/18/2026, 4:13:04 AM
GitHub: 4,024 stars · 522 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 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.
- highreadme#1Convert README to a clear redirect
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 => # OpenGlass - Open Source Smart Glasses Turn any glasses into hackable smart glasses with less than $25 of off-the-shelf components. Record your life, remember people you meet, identify objects, translate text, and more. ## Video Demo [](https://youtu.be/DsM_-c2e1ew) ## Want a Pre-built Version? We will ship a limited number of pre-built kits. Fill out the interest form to get notified. ## Community Join the Based Hardware Discord for setup questions, contribution guide, and more. ## Getting Started Follow these steps to set up OpenGlass: ### Hardware 1. Gather the required components: - Seeed Studio XIAO ESP32 S3 Sense - EEMB LP502030 3.7v 250mAH battery - 3D printed glasses mount case 2. 3D print the glasses mount case using the provided STL file. 3. Open the firmware folder and open the `.ino` file in the Arduino IDE. - If you don't have the Arduino IDE installed, download and install it from the official website. - Alternatively, follow the steps in the [firmware readme](firmware/readme.md) to build using `arduino-cli` 4. Follow the software preparation steps to set up the Arduino IDE for the XIAO ESP32S3 board: - Add ESP32 board package to your Arduino IDE: - NavigateCOPY-PASTE FIX# OpenGlass - Project Moved This project has moved to the Omi repository. This repository is no longer supported or maintained. Please refer to the new repository for the latest code and information.
- highabout#2Update repository description to reflect project status
Why:
CURRENTTurn any glasses into AI-powered smart glasses
COPY-PASTE FIXThis project has moved to the Omi repository and is no longer supported here. Please see the new repository for details.
- mediumtopics#3Add relevant topics to the repository
Why:
COPY-PASTE FIXsmart-glasses, esp32, ai, wearable-tech, open-source-hardware, diy, augmented-reality
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.
- Vuzix Blade Upgraded · recommended 1×
- North Star (Focals 1.0) Display Module · recommended 1×
- Lumus DK-50 · recommended 1×
- Sony ECX339A · recommended 1×
- eMagin OLED microdisplays · recommended 1×
- CATEGORY QUERYHow can I build my own open source smart glasses for AI assistance?you: not recommendedAI recommended (in order):
- Vuzix Blade Upgraded
- North Star (Focals 1.0) Display Module
- Lumus DK-50
- Sony ECX339A
- eMagin OLED microdisplays
- Texas Instruments DLP Pico
- Raspberry Pi Zero 2 W
- NVIDIA Jetson Nano Developer Kit
- Google Coral Dev Board Mini
- ESP32-S3-BOX-3
- Intel Neural Compute Stick 2
- Respeaker 2-Mics Pi HAT
- Seeed Studio ReSpeaker 4-Mic Array for Raspberry Pi
- InvenSense ICS-43432
- Synaptics ClearPad
- Adafruit Capacitive Touch Sensor Breakout Boards (MPR121)
- Alps SKTA Series Tactile Switches
- Pupil Labs Core (pupil-labs/pupil)
- Tobii Eye Tracking Modules
- Adafruit Bone Conduction Transducer
- TDK Haptic/Audio Actuators
- Knowles Balanced Armature Speakers
- Small Electret Speakers
- Adafruit Lithium Ion Polymer Batteries
- SparkFun LiPo Batteries
- Adafruit PowerBoost 1000C
- TP4056 LiPo Charger Module
- Pololu Step-Up/Step-Down Regulators
- Raspberry Pi OS
- Ubuntu
- TensorFlow Lite
- PyTorch Mobile
- OpenCV (opencv/opencv)
- Mycroft AI (MycroftAI/mycroft-core)
- Rhasspy (rhasspy/rhasspy)
- Picovoice
- Porcupine (Picovoice/porcupine)
- Rhino (Picovoice/rhino)
- Python
- C++
- Prusa i3 MK3S+
- Ender 3 V2
- Fusion 360
- FreeCAD (FreeCAD/FreeCAD)
- OpenSCAD (openscad/openscad)
- Zemax OpticStudio
- LightTools
AI recommended 47 alternatives but never named BasedHardware/OpenGlass. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat projects allow adding AI capabilities to existing eyeglasses using ESP32?you: not recommendedAI recommended (in order):
- OpenMV Cam H7 Plus
- STM32H7
- TensorFlow Lite Micro
- ESP32-S3-EYE Development Board
- ESP-DL library
- ESP32-CAM
- M5Stack Timer Camera X
- ArduCAM Mini 2MP Plus
- ESP32 DevKitC
- ESP32-WROOM-32D
- Seeed Studio XIAO ESP32S3 Sense
- GC0308
- OV2640
AI recommended 13 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 completenesswarn
Suggestion:
- 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 BasedHardware/OpenGlass?passAI did not name BasedHardware/OpenGlass — likely talking about a different project
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?passAI 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?passAI did not name BasedHardware/OpenGlass — likely talking about a different project
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 BasedHardware/OpenGlass. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/BasedHardware/OpenGlass)<a href="https://repogeo.com/en/r/BasedHardware/OpenGlass"><img src="https://repogeo.com/badge/BasedHardware/OpenGlass.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
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