RRepoGEO

REPOGEO REPORT · LITE

pageauc/pi-timolo

Default branch master · commit 92488507 · scanned 6/4/2026, 1:03:07 PM

GitHub: 581 stars · 100 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 pageauc/pi-timolo, 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 the README's opening to emphasize its integrated solution nature

    Why:

    CURRENT
    # PI-TIMOLO
### Raspberry (Pi)camera, (Ti)melapse, (Mo)tion, (Lo)wlight
    COPY-PASTE FIX
    # PI-TIMOLO: Raspberry Pi Headless Security Camera & Monitoring System

An integrated Python application for Raspberry Pi cameras, combining motion tracking, timelapse, low-light capabilities, and Rclone cloud storage sync for remote surveillance.
  • mediumabout#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/pageauc/pi-timolo2
  • lowtopics#3
    Add solution-oriented topics to improve category visibility

    Why:

    CURRENT
    awesome-list, curl, lowlight, makevideo, motion-tracking, opencv, pi-camera, pi-timolo, plugins, python, raspberry-pi, raspberry-pi-camera, rclone, security, ssh, timelapse, video, web-server, webserver, whiptail-menu
    COPY-PASTE FIX
    awesome-list, curl, lowlight, makevideo, motion-tracking, opencv, pi-camera, pi-timolo, plugins, python, raspberry-pi, raspberry-pi-camera, rclone, security, ssh, timelapse, video, web-server, webserver, whiptail-menu, headless-camera-system, remote-monitoring, iot-security-camera, python-application

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 pageauc/pi-timolo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MotionEyeOS
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MotionEyeOS · recommended 1×
  2. Motion (Daemon) · recommended 1×
  3. Raspberry Pi OS Lite · recommended 1×
  4. Kerberos.io · recommended 1×
  5. Shinobi Community Edition · recommended 1×
  • CATEGORY QUERY
    How to set up a headless security camera system on Raspberry Pi with motion detection?
    you: not recommended
    AI recommended (in order):
    1. MotionEyeOS
    2. Motion (Daemon)
    3. Raspberry Pi OS Lite
    4. Kerberos.io
    5. Shinobi Community Edition
    6. Home Assistant
    7. Frigate
    8. Google Coral TPU

    AI recommended 8 alternatives but never named pageauc/pi-timolo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python library for Raspberry Pi camera timelapse, low light, and cloud storage sync.
    you: not recommended
    AI recommended (in order):
    1. Picamera2
    2. OpenCV
    3. RPi.GPIO
    4. Boto3
    5. Google Cloud Storage Client Library for Python
    6. Azure Storage Blob client library for Python
    7. requests

    AI recommended 7 alternatives but never named pageauc/pi-timolo. 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 pageauc/pi-timolo?
    pass
    AI named pageauc/pi-timolo explicitly

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

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

    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 pageauc/pi-timolo. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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  • Brand-free category queries5 vs 2 in Lite
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