RRepoGEO

REPOGEO REPORT · LITE

StuckAtPrototype/Racer

Default branch master · commit 846dd3e6 · scanned 6/19/2026, 5:47:04 PM

GitHub: 3,741 stars · 537 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
23 /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
2 / 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 StuckAtPrototype/Racer, 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
    Clarify project type in README's opening

    Why:

    CURRENT
    # Micro Racer Car - StuckAtPrototype

*thank you for the overwhelmingly positve support!! such an inspiration to keep making fun open source content!*
    COPY-PASTE FIX
    # Micro Racer Car - StuckAtPrototype

This repository provides complete open-source plans (firmware, hardware, mechanical, scripts) for building your own miniature remote control car based on the ESP32. Thank you for the overwhelmingly positive support!! Such an inspiration to keep making fun open source content!
  • highabout#2
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    Complete open-source plans (firmware, hardware, mechanical, scripts) for building a miniature ESP32-based remote control car.

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 StuckAtPrototype/Racer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kevin-ESP32/ESP32-RC-Car
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kevin-ESP32/ESP32-RC-Car · recommended 1×
  2. ESP32-Cam-Car · recommended 1×
  3. Micro-ROS · recommended 1×
  4. ESP-NOW · recommended 1×
  5. PlatformIO · recommended 1×
  • CATEGORY QUERY
    What open source projects exist for building miniature remote control cars with ESP32?
    you: not recommended
    AI recommended (in order):
    1. ESP32-RC-Car (Kevin-ESP32/ESP32-RC-Car)
    2. ESP32-Cam-Car
    3. Micro-ROS
    4. ESP-NOW
    5. PlatformIO
    6. Arduino ESP32

    AI recommended 6 alternatives but never named StuckAtPrototype/Racer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find complete open source plans for a DIY embedded RC car?
    you: not recommended
    AI recommended (in order):
    1. Donkey Car (autorope/donkeycar)
    2. OpenBot (intel-isl/OpenBot)
    3. Freenove Robot Car Kit
    4. SunFounder PiCar-X
    5. SunFounder PiCar-S
    6. Instructables
    7. Hackaday.io

    AI recommended 7 alternatives but never named StuckAtPrototype/Racer. 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 StuckAtPrototype/Racer?
    pass
    AI named StuckAtPrototype/Racer explicitly

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

  • If a team adopts StuckAtPrototype/Racer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named StuckAtPrototype/Racer 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 StuckAtPrototype/Racer solve, and who is the primary audience?
    pass
    AI did not name StuckAtPrototype/Racer — 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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StuckAtPrototype/Racer — 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