RRepoGEO

REPOGEO REPORT · LITE

X-PLUG/MobileAgent

Default branch main · commit 0e5065e9 · scanned 6/30/2026, 1:53:27 AM

GitHub: 8,889 stars · 894 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 X-PLUG/MobileAgent, 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
  • highreadme#1
    Clarify primary purpose in README's introductory paragraph

    Why:

    CURRENT
    The README immediately follows the H2 with links to demos and model collections.
    COPY-PASTE FIX
    Mobile-Agent is a cutting-edge family of Large Language Model (LLM)-powered agents designed for advanced, multimodal control and automation of mobile application Graphical User Interfaces (GUIs). It enables intelligent interaction and task execution directly within Android environments, moving beyond traditional scripting to offer true AI-driven mobile app manipulation.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    A valid URL for the project's official homepage (e.g., a project website, documentation portal, or a dedicated page on Alibaba Group's site).
  • mediumreadme#3
    Add a 'Why Mobile-Agent?' or 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    A new section in the README, e.g., '## Why Mobile-Agent?' or '## Key Features', that clearly articulates its unique value proposition as an LLM-powered, multimodal GUI agent for mobile app control, contrasting it with traditional automation frameworks and highlighting its advanced capabilities.

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 X-PLUG/MobileAgent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Firebase ML
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Firebase ML · recommended 2×
  2. Appium · recommended 1×
  3. Appium-AI · recommended 1×
  4. TensorFlow Lite · recommended 1×
  5. PyTorch Mobile · recommended 1×
  • CATEGORY QUERY
    How can I automate complex user interactions within Android applications using AI agents?
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. Appium-AI
    3. TensorFlow Lite
    4. PyTorch Mobile
    5. UI Automator
    6. Google Cloud ML Kit
    7. Firebase ML
    8. OpenAI GPT-4V
    9. LLaVA
    10. Stable Baselines3
    11. Ray RLlib
    12. Frida

    AI recommended 12 alternatives but never named X-PLUG/MobileAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a multimodal AI solution to programmatically control and interact with mobile apps.
    you: not recommended
    AI recommended (in order):
    1. Appium (appium/appium)
    2. Google Cloud Vision API
    3. Azure Cognitive Services
    4. YOLO
    5. Google Cloud
    6. Firebase ML
    7. Dialogflow
    8. Microsoft Azure Cognitive Services
    9. Azure Computer Vision
    10. Azure Speech
    11. Azure Language Understanding (LUIS)
    12. OpenAI GPT-4o
    13. SeeTest
    14. OpenCV (opencv/opencv)
    15. TensorFlow (tensorflow/tensorflow)
    16. PyTorch (pytorch/pytorch)

    AI recommended 16 alternatives but never named X-PLUG/MobileAgent. 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 X-PLUG/MobileAgent?
    pass
    AI named X-PLUG/MobileAgent explicitly

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

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

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

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X-PLUG/MobileAgent — 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