RRepoGEO

REPOGEO REPORT · LITE

IPADS-SAI/MobiAgent

Default branch main · commit ed092126 · scanned 5/17/2026, 10:06:40 AM

GitHub: 1,825 stars · 226 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 categorize the repository

    Why:

    COPY-PASTE FIX
    mobile-agent, gui-automation, ai-on-device, smartphone-control, llm-agent, edge-ai
  • highreadme#2
    Reposition the README's main heading to explicitly state its core function

    Why:

    CURRENT
    <h3 align="center">
MobiAgent: A Systematic Framework for Customizable Mobile Agents
</h3>
    COPY-PASTE FIX
    <h3 align="center">
MobiAgent: A Systematic Framework for Customizable Mobile Agents for Smartphone GUI Automation
</h3>
  • 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
OpenCV
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenCV · recommended 2×
  2. Appium · recommended 1×
  3. Python · recommended 1×
  4. Tesseract · recommended 1×
  5. PyTorch · recommended 1×
  • CATEGORY QUERY
    What tools can I use to build an intelligent agent for mobile phone GUI automation?
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. Python
    3. OpenCV
    4. Tesseract
    5. PyTorch
    6. TensorFlow
    7. UIAutomator2
    8. Detox
    9. TensorFlow.js
    10. Maestro
    11. TestProject.io
    12. SeeTest

    AI recommended 12 alternatives but never named IPADS-SAI/MobiAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking solutions for running AI models on smartphones to control graphical user interfaces.
    you: not recommended
    AI recommended (in order):
    1. MediaPipe
    2. TensorFlow Lite
    3. Core ML
    4. PyTorch Mobile
    5. OpenCV
    6. ML Kit
    7. tflite_flutter

    AI recommended 7 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?

Embed your GEO score

Drop this badge into the README of IPADS-SAI/MobiAgent. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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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