RRepoGEO

REPOGEO REPORT · LITE

AI-FanGe/OpenAIglasses_for_Navigation

Default branch main · commit 46d90ab7 · scanned 5/26/2026, 6:07:33 PM

GitHub: 1,279 stars · 388 forks

AI VISIBILITY SCORE
22 /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
1 / 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 AI-FanGe/OpenAIglasses_for_Navigation, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Add a clear English H1 and opening sentence to the README

    Why:

    CURRENT
    # AI 智能盲人眼镜系统 🤖👓
    COPY-PASTE FIX
    # AI Smart Glasses System for Visually Impaired Navigation 🤖👓

This repository presents an open framework for blind navigation and assistance, integrating features like blind path guidance, crosswalk assistance, object recognition, and real-time voice interaction, primarily based on ESP32.
  • mediumhomepage#2
    Add a project homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    (Add a URL to a project website, demo, or documentation portal here, e.g., "https://aifange.github.io/OpenAIglasses_for_Navigation")

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 AI-FanGe/OpenAIglasses_for_Navigation
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenCV
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenCV · recommended 2×
  2. TensorFlow Lite · recommended 2×
  3. PyTorch Mobile · recommended 2×
  4. OpenAL · recommended 1×
  5. OpenSL ES · recommended 1×
  • CATEGORY QUERY
    What open-source frameworks help develop navigation aids for the visually impaired?
    you: not recommended
    AI recommended (in order):
    1. OpenCV
    2. TensorFlow Lite
    3. PyTorch Mobile
    4. OpenAL
    5. OpenSL ES
    6. React Native
    7. Flutter
    8. ESpeak NG
    9. RHVoice
    10. ROS
    11. OSMnx
    12. OpenStreetMap

    AI recommended 12 alternatives but never named AI-FanGe/OpenAIglasses_for_Navigation. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a smart guidance system with real-time object detection and voice prompts for accessibility?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow Lite
    2. TensorFlow
    3. Keras
    4. gTTS (Google Text-to-Speech)
    5. PyTorch Mobile
    6. PyTorch
    7. OpenCV
    8. MediaPipe
    9. Azure Custom Vision
    10. AWS Rekognition Custom Labels
    11. Google Cloud AutoML Vision Edge
    12. Azure Text-to-Speech
    13. Amazon Polly
    14. Google Cloud Text-to-Speech
    15. LabelImg
    16. CVAT
    17. Google Cloud Speech-to-Text
    18. Azure Speech Service
    19. Mozilla DeepSpeech

    AI recommended 19 alternatives but never named AI-FanGe/OpenAIglasses_for_Navigation. 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 AI-FanGe/OpenAIglasses_for_Navigation?
    pass
    AI did not name AI-FanGe/OpenAIglasses_for_Navigation — 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 AI-FanGe/OpenAIglasses_for_Navigation in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AI-FanGe/OpenAIglasses_for_Navigation 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 AI-FanGe/OpenAIglasses_for_Navigation solve, and who is the primary audience?
    pass
    AI did not name AI-FanGe/OpenAIglasses_for_Navigation — 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?

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AI-FanGe/OpenAIglasses_for_Navigation — 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