RRepoGEO

REPOGEO REPORT · LITE

Purewhiter/mobilegym

Default branch main · commit 399235e7 · scanned 6/16/2026, 11:37:03 PM

GitHub: 626 stars · 99 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 Purewhiter/mobilegym, 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
  • highabout#1
    Simplify and clarify the 'About' description to focus solely on the core purpose

    Why:

    CURRENT
    MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GUI Agent Research · 浏览器里运行的安卓模拟器 · Browser-hosted Android Simulator · Verifiable Evaluation · Scalable Online RL Training
    COPY-PASTE FIX
    A verifiable, highly parallel simulation platform for mobile GUI agent research, providing a browser-hosted Android simulator for scalable online RL training and verifiable evaluation.
  • highreadme#2
    Add an explicit clarifying statement at the top of the README

    Why:

    COPY-PASTE FIX
    Add the following line immediately after the main H1 title:
`> **Note:** MobileGym is a research platform for AI agents and mobile GUI simulation, not a fitness application.`
  • mediumtopics#3
    Expand topics to include more explicit 'platform' and 'research' keywords

    Why:

    CURRENT
    agent, agents, ai, android, automation, benchmark, gym, llm, llm-agents, mobile-agent, online-rl, react, reinforcement-learning, rl, rl-environment, sim-to-real, simulator, typescript, vlm
    COPY-PASTE FIX
    Add `ai-research-platform`, `mobile-simulation-platform`, `rl-platform` to the existing topics.

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 Purewhiter/mobilegym
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Appium
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Appium · recommended 1×
  2. Reinforcement Learning for Android (RL4Android) · recommended 1×
  3. UIAutomator2 · recommended 1×
  4. OpenSTF (Smartphone Test Farm) · recommended 1×
  5. Genymotion · recommended 1×
  • CATEGORY QUERY
    What are good platforms for simulating mobile GUI environments to train AI agents?
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. Reinforcement Learning for Android (RL4Android)
    3. UIAutomator2
    4. OpenSTF (Smartphone Test Farm)
    5. Genymotion
    6. Xcode Simulators
    7. Android Studio Emulators

    AI recommended 7 alternatives but never named Purewhiter/mobilegym. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a scalable, browser-hosted Android simulator for verifiable reinforcement learning experiments.
    you: not recommended
    AI recommended (in order):
    1. Genymotion Cloud SaaS
    2. Android Studio Emulator
    3. BrowserStack
    4. Sauce Labs
    5. LambdaTest
    6. Corellium
    7. AWS Device Farm
    8. Google Cloud Test Lab

    AI recommended 8 alternatives but never named Purewhiter/mobilegym. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 Purewhiter/mobilegym?
    pass
    AI named Purewhiter/mobilegym explicitly

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

  • If a team adopts Purewhiter/mobilegym in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Purewhiter/mobilegym 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 Purewhiter/mobilegym solve, and who is the primary audience?
    pass
    AI named Purewhiter/mobilegym 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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Purewhiter/mobilegym — 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