RRepoGEO

REPOGEO REPORT · LITE

IPADS-SAI/MobiAgent

Default branch main · commit ed092126 · scanned 6/28/2026, 12:12:01 PM

GitHub: 1,849 stars · 232 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 IPADS-SAI/MobiAgent, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    mobile-agent, gui-automation, on-device-ai, llm-agent, mobile-ai, smartphone-automation, ai-framework, research-project
  • highreadme#2
    Reposition the 'About' section to emphasize on-device AI and research

    Why:

    CURRENT
    **MobiAgent** is a powerful and customizable mobile agent system including:
    COPY-PASTE FIX
    **MobiAgent** is a cutting-edge research framework for **on-device AI agents**, enabling intelligent GUI automation and customizable control directly on smartphones. It includes:
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://arxiv.org/abs/2509.00531

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 IPADS-SAI/MobiAgent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
appium/appium
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. appium/appium · recommended 1×
  2. UI Automator · recommended 1×
  3. XCUITest · recommended 1×
  4. TestProject.io · recommended 1×
  5. mobile-dev-inc/maestro · recommended 1×
  • CATEGORY QUERY
    How can I automate mobile phone interactions using an intelligent GUI agent?
    you: not recommended
    AI recommended (in order):
    1. Appium (appium/appium)
    2. UI Automator
    3. XCUITest
    4. TestProject.io
    5. Maestro (mobile-dev-inc/maestro)
    6. SeeTest
    7. Robot Framework (robotframework/robotframework)
    8. Appium Library (robotframework/AppiumLibrary)
    9. robotframework-sikulixlibrary (robotframework/robotframework-sikulixlibrary)

    AI recommended 9 alternatives but never named IPADS-SAI/MobiAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable on-device AI agents for customizable smartphone automation?
    you: not recommended
    AI recommended (in order):
    1. Tasker
    2. Shortcuts
    3. Macrodroid
    4. Automate
    5. Home Assistant Companion App
    6. IFTTT

    AI recommended 6 alternatives but never named IPADS-SAI/MobiAgent. 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 IPADS-SAI/MobiAgent?
    pass
    AI named IPADS-SAI/MobiAgent explicitly

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

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

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

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MARKDOWN (README)
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HTML
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IPADS-SAI/MobiAgent — 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