RRepoGEO

REPOGEO REPORT · LITE

Vector-Wangel/XLeRobot

Default branch main · commit 51ca0ec3 · scanned 5/21/2026, 12:48:19 PM

GitHub: 5,127 stars · 553 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
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 Vector-Wangel/XLeRobot, 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
    Reposition the README's opening statement for clarity

    Why:

    CURRENT
    🚀 Bringing Embodied AI to Everyone - Cheaper Than an iPhone! 📱💵 Starts from $660 cost and ⏰ <4hrs total assembly time!!Built upon the giants: LeRobot, SO-100/SO-101, Lekiwi, Bambot*
    COPY-PASTE FIX
    XLeRobot is a practical, open-source dual-arm mobile home robot designed for embodied AI, starting from just $660 and requiring <4 hours for total assembly. Built upon giants like LeRobot, SO-100/SO-101, Lekiwi, and Bambot, it makes advanced robotics accessible to everyone.
  • mediumreadme#2
    Explicitly highlight the availability of open-source hardware designs

    Why:

    COPY-PASTE FIX
    Add a new sentence or short paragraph near the top of the README, e.g., 'All hardware designs, CAD files, and assembly instructions are openly available, enabling anyone to build and customize their own XLeRobot.'

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 Vector-Wangel/XLeRobot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenBot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenBot · recommended 2×
  2. ESP32-CAM Robot Car Kit · recommended 1×
  3. Arduino IDE · recommended 1×
  4. Freenove ESP32-WROVER Robot Car Kit · recommended 1×
  5. Elegoo Smart Robot Car Kit V4.0 · recommended 1×
  • CATEGORY QUERY
    How can I build an affordable, easy-to-assemble mobile robot for home automation tasks?
    you: not recommended
    AI recommended (in order):
    1. ESP32-CAM Robot Car Kit
    2. Arduino IDE
    3. Freenove ESP32-WROVER Robot Car Kit
    4. Elegoo Smart Robot Car Kit V4.0
    5. Arduino
    6. ESP8266
    7. ESP32
    8. GoPiGo3
    9. Raspberry Pi
    10. JetBot AI Kit
    11. Jetson Nano
    12. OpenBot
    13. Android Phone

    AI recommended 13 alternatives but never named Vector-Wangel/XLeRobot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking open-source hardware designs for a dual-arm mobile robot to explore embodied AI.
    you: not recommended
    AI recommended (in order):
    1. OpenMANIPULATOR-P
    2. TurtleBot3 Waffle Pi
    3. ROSbot XL
    4. UR3e
    5. UR5e
    6. LoCoBot
    7. WidowX 250
    8. OpenBot
    9. Frankenstein
    10. GoogLeNet

    AI recommended 10 alternatives but never named Vector-Wangel/XLeRobot. 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 Vector-Wangel/XLeRobot?
    pass
    AI named Vector-Wangel/XLeRobot explicitly

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

  • If a team adopts Vector-Wangel/XLeRobot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Vector-Wangel/XLeRobot 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 Vector-Wangel/XLeRobot solve, and who is the primary audience?
    pass
    AI named Vector-Wangel/XLeRobot 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 Vector-Wangel/XLeRobot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Vector-Wangel/XLeRobot.svg)](https://repogeo.com/en/r/Vector-Wangel/XLeRobot)
HTML
<a href="https://repogeo.com/en/r/Vector-Wangel/XLeRobot"><img src="https://repogeo.com/badge/Vector-Wangel/XLeRobot.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Vector-Wangel/XLeRobot — 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