RRepoGEO

REPOGEO REPORT · LITE

suzuran0y/CCTV-Smartphone-AI-Monitoring

Default branch main · commit 9aad065b · scanned 6/8/2026, 11:21:50 PM

GitHub: 594 stars · 43 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 suzuran0y/CCTV-Smartphone-AI-Monitoring, 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
    Strengthen README's opening to explicitly state 'home security' or 'surveillance' use case

    Why:

    CURRENT
    Sentinel is a distributed real-time vision system framework for local area networks (LAN). ... This project can be used both as a lightweight local monitoring system and as an engineering prototype platform for visual data acquisition and intelligent analysis.
    COPY-PASTE FIX
    Sentinel is a distributed real-time vision system framework for local area networks (LAN), specifically designed to repurpose unused Android devices into an AI-powered home security or surveillance monitoring system. It functions as both a lightweight local monitoring solution and an engineering prototype platform for visual data acquisition and intelligent analysis.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, specifying the terms under which the project can be used, distributed, and modified.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, documentation, or a more detailed landing page) to the 'Homepage' field in the repository settings.

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 suzuran0y/CCTV-Smartphone-AI-Monitoring
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AlfredCamera Home Security Camera
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AlfredCamera Home Security Camera · recommended 1×
  2. IP Webcam · recommended 1×
  3. Blue Iris · recommended 1×
  4. moeiscool/Shinobi · recommended 1×
  5. Manything · recommended 1×
  • CATEGORY QUERY
    How to repurpose old Android phones into an AI-powered home security monitoring system?
    you: not recommended
    AI recommended (in order):
    1. AlfredCamera Home Security Camera
    2. IP Webcam
    3. Blue Iris
    4. Shinobi Community Edition (moeiscool/Shinobi)
    5. Manything
    6. tinyCam Monitor
    7. Home Assistant (home-assistant/core)
    8. Frigate (blakeblackshear/frigate)
    9. Deepstack (deepstackai/deepstack)

    AI recommended 9 alternatives but never named suzuran0y/CCTV-Smartphone-AI-Monitoring. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a local network computer vision framework for real-time event analysis and structured output.
    you: not recommended
    AI recommended (in order):
    1. DeepStream SDK
    2. OpenVINO Toolkit
    3. TensorFlow Extended (TFX)
    4. TensorFlow Lite
    5. TensorFlow Serving
    6. PyTorch
    7. TorchScript
    8. OpenCV
    9. ONNX Runtime
    10. Frigate
    11. FFmpeg

    AI recommended 11 alternatives but never named suzuran0y/CCTV-Smartphone-AI-Monitoring. 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 suzuran0y/CCTV-Smartphone-AI-Monitoring?
    pass
    AI did not name suzuran0y/CCTV-Smartphone-AI-Monitoring — 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 suzuran0y/CCTV-Smartphone-AI-Monitoring in production, what risks or prerequisites should they evaluate first?
    pass
    AI named suzuran0y/CCTV-Smartphone-AI-Monitoring 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 suzuran0y/CCTV-Smartphone-AI-Monitoring solve, and who is the primary audience?
    pass
    AI did not name suzuran0y/CCTV-Smartphone-AI-Monitoring — 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

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suzuran0y/CCTV-Smartphone-AI-Monitoring — 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