RRepoGEO

REPOGEO REPORT · LITE

dcrebbin/meta-glasses-api

Default branch main · commit c02ce8e5 · scanned 6/3/2026, 7:21:50 PM

GitHub: 681 stars · 61 forks

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 dcrebbin/meta-glasses-api, 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
    Reposition README H1 to emphasize browser extension and smart glasses

    Why:

    CURRENT
    # Mai - Meta Glasses API for Messenger
    COPY-PASTE FIX
    # Mai: Browser Extension for Meta Ray-Ban Smart Glasses AI Bots on Messenger
  • highabout#2
    Refine repository description for clarity and focus

    Why:

    CURRENT
    "Hey Meta send a message to ChatGPT" Mai: A Hacky Messenger browser extension & pseudo API for the Meta Glasses :eyeglasses:
    COPY-PASTE FIX
    "Hey Meta send a message to ChatGPT" Mai: A browser extension for integrating custom AI bots with Meta Ray-Ban Smart Glasses via Messenger.
  • hightopics#3
    Add specific topics for project type and platform

    Why:

    CURRENT
    deepseek, gpt4, meta, openai, perplexity
    COPY-PASTE FIX
    browser-extension, meta-rayban-smart-glasses, messenger, ai-integration, voice-control, smart-glasses, deepseek, gpt4, meta, openai, perplexity

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 dcrebbin/meta-glasses-api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Speech-to-Text
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Speech-to-Text · recommended 1×
  2. Google Cloud Dialogflow · recommended 1×
  3. OpenAI API · recommended 1×
  4. openai/whisper · recommended 1×
  5. AWS Transcribe · recommended 1×
  • CATEGORY QUERY
    How to send voice-activated messages to AI models from smart glasses or a messaging app?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text
    2. Google Cloud Dialogflow
    3. OpenAI API
    4. OpenAI Whisper (openai/whisper)
    5. AWS Transcribe
    6. AWS Lambda
    7. Amazon Lex
    8. Amazon Comprehend
    9. Amazon Bedrock
    10. Azure Cognitive Services Speech
    11. Azure Bot Service
    12. Azure OpenAI Service
    13. AssemblyAI
    14. Hugging Face Transformers (huggingface/transformers)
    15. Deepgram
    16. LangChain (langchain-ai/langchain)
    17. LlamaIndex (run-llama/llama_index)
    18. Vosk (alphacep/vosk-api)
    19. Kaldi (kaldi-asr/kaldi)

    AI recommended 19 alternatives but never named dcrebbin/meta-glasses-api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a browser extension to integrate custom AI bots with a communication platform.
    you: not recommended
    AI recommended (in order):
    1. Tampermonkey
    2. Greasemonkey
    3. Text Blaze
    4. Zapier
    5. Make
    6. Voiceflow

    AI recommended 6 alternatives but never named dcrebbin/meta-glasses-api. 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 dcrebbin/meta-glasses-api?
    pass
    AI named dcrebbin/meta-glasses-api explicitly

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

  • If a team adopts dcrebbin/meta-glasses-api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dcrebbin/meta-glasses-api 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 dcrebbin/meta-glasses-api solve, and who is the primary audience?
    pass
    AI named dcrebbin/meta-glasses-api explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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