RRepoGEO

REPOGEO REPORT · LITE

StuckAtPrototype/Racer

Default branch master · commit 846dd3e6 · scanned 5/9/2026, 8:22:28 PM

GitHub: 3,722 stars · 534 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 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
  • highabout#1
    Add a clear project description to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Open-source plans, firmware (ESP32), hardware (PCBs, schematics), and mechanical designs (3D models) for building a miniature RC car.
  • highreadme#2
    Add a concise project statement to the 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 open-source plans, firmware, hardware designs (PCBs, schematics), and mechanical files (3D models) for building a miniature RC car based on the ESP32. It's designed for hobbyists and makers interested in DIY electronics and robotics.

*thank you for the overwhelmingly positve support!! such an inspiration to keep making fun open source content!*

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
google/openbot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. google/openbot · recommended 1×
  2. Hackster.io · recommended 1×
  3. Instructables · recommended 1×
  4. GitHub · recommended 1×
  5. RC Groups forum · recommended 1×
  • CATEGORY QUERY
    How can I find open-source plans for building a miniature RC car using ESP32?
    you: not recommended
    AI recommended (in order):
    1. OpenBot (google/openbot)
    2. Hackster.io
    3. Instructables
    4. GitHub
    5. RC Groups forum
    6. YouTube
    7. Thingiverse
    8. Printables
    9. Espressif
    10. Adafruit
    11. SparkFun

    AI recommended 11 alternatives but never named StuckAtPrototype/Racer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking resources for designing custom PCBs and firmware for small hobby vehicles.
    you: not recommended
    AI recommended (in order):
    1. KiCad
    2. EasyEDA
    3. Altium Designer
    4. Eagle
    5. Arduino IDE
    6. PlatformIO
    7. STM32CubeIDE
    8. MicroPython
    9. CircuitPython

    AI recommended 9 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 named StuckAtPrototype/Racer explicitly

    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