RRepoGEO

REPOGEO REPORT · LITE

rhysmorgan134/react-carplay

Default branch main · commit 090b43d2 · scanned 6/6/2026, 5:36:44 AM

GitHub: 857 stars · 114 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 rhysmorgan134/react-carplay, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    A React-based application enabling Apple CarPlay functionality on Raspberry Pi and other devices, utilizing Carlinkit dongles (cpc200-ccpa/ccpm) with features like CAN bus and PiMost audio integration.
  • mediumreadme#2
    Refine README's opening to emphasize Raspberry Pi and Carlinkit

    Why:

    CURRENT
    This is a react based carplay application, that utilised the Carlinkit dongle (cpc200-ccpa or cpc200-ccpm) to provide raspberry pi (and others) compatible carplay application.
    COPY-PASTE FIX
    React-Carplay is a powerful, open-source application designed to bring full Apple CarPlay functionality to your Raspberry Pi and other compatible devices. It seamlessly integrates with Carlinkit dongles (cpc200-ccpa or cpc200-ccpm) to provide a configurable CarPlay experience, including CAN bus integration for camera feeds and PiMost for audio streaming.

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 rhysmorgan134/react-carplay
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAuto Pro
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAuto Pro · recommended 1×
  2. Zlink · recommended 1×
  3. Carlinkit · recommended 1×
  4. AutoKit · recommended 1×
  5. crankshaft · recommended 1×
  • CATEGORY QUERY
    How to get Apple CarPlay running on a Raspberry Pi device?
    you: not recommended
    AI recommended (in order):
    1. OpenAuto Pro
    2. Zlink
    3. Carlinkit
    4. AutoKit
    5. crankshaft
    6. openauto
    7. Raspberry Pi OS
    8. fbcp-ili9341
    9. AAWireless
    10. Carsifi

    AI recommended 10 alternatives but never named rhysmorgan134/react-carplay. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for integrating custom car display with CAN bus and audio streaming?
    you: not recommended
    AI recommended (in order):
    1. Raspberry Pi
    2. Waveshare CAN Bus HAT
    3. Pimoroni Automation HAT
    4. python-can
    5. SocketCAN
    6. Sabrent USB External Stereo Sound Adapter
    7. HiFiBerry DAC+ ADC Pro
    8. MPD (Music Player Daemon)
    9. PulseAudio
    10. BeagleBone Black
    11. BB-CAN Cape
    12. Arduino Due
    13. Seeed Studio CAN-BUS Shield V2
    14. SparkFun CAN-BUS Shield
    15. JY-MCU Bluetooth Audio Module
    16. Adafruit TFT Shield
    17. NVIDIA Jetson Nano
    18. Kvaser Leaf Light V2
    19. Waveshare USB to CAN HAT
    20. Focusrite Scarlett 2i2
    21. Pico Automotive
    22. Android Automotive OS

    AI recommended 22 alternatives but never named rhysmorgan134/react-carplay. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 rhysmorgan134/react-carplay?
    pass
    AI named rhysmorgan134/react-carplay explicitly

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

  • If a team adopts rhysmorgan134/react-carplay in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rhysmorgan134/react-carplay 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 rhysmorgan134/react-carplay solve, and who is the primary audience?
    pass
    AI named rhysmorgan134/react-carplay explicitly

    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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  • Brand-free category queries5 vs 2 in Lite
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