RRepoGEO

REPOGEO REPORT · LITE

OminousIndustries/PhoneDriver

Default branch main · commit a89b1044 · scanned 5/14/2026, 8:48:09 AM

GitHub: 1,493 stars · 254 forks

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 OminousIndustries/PhoneDriver, 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
    Reposition README H1 and clarify project scope

    Why:

    CURRENT
    # Phone Driver

A Python-based mobile automation agent that uses Qwen3-VL vision-language models to understand and interact with Android devices through visual analysis and ADB commands.
    COPY-PASTE FIX
    # Phone Driver: AI-Powered Android Automation Agent

A Python-based mobile automation agent that uses Qwen3-VL vision-language models to understand and interact with Android devices through visual analysis and ADB commands. This tool focuses on intelligent control and automation of Android applications, not on turning your phone into a PC peripheral.
  • hightopics#2
    Add relevant topics

    Why:

    COPY-PASTE FIX
    android-automation, mobile-automation, ai-agent, vision-language-model, qwen3-vl, adb, python, gradio
  • mediumreadme#3
    Add a statement clarifying project intent/origin

    Why:

    COPY-PASTE FIX
    Developed by OminousIndustries, this project is a robust open-source solution for advanced mobile automation, intended for developers and researchers.

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 OminousIndustries/PhoneDriver
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. OpenCV · recommended 1×
  3. spaCy · recommended 1×
  4. NLTK · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    How to automate Android device control using visual understanding and natural language commands?
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. OpenCV
    3. spaCy
    4. NLTK
    5. Hugging Face Transformers
    6. UI Automator
    7. Adb (Android Debug Bridge)
    8. SeeTest
    9. TestProject.io

    AI recommended 9 alternatives but never named OminousIndustries/PhoneDriver. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python tools exist for AI-driven mobile automation based on screen analysis?
    you: not recommended
    AI recommended (in order):
    1. Appium (appium/appium)
    2. OpenCV (opencv/opencv)
    3. Pillow (python-pillow/Pillow)
    4. UIAutomator2 (openatx/uiautomator2)
    5. Airtest (AirtestProject/Airtest)
    6. Poco (AirtestProject/Poco)
    7. Airtest IDE (AirtestProject/AirtestIDE)
    8. Maestro (mobile-dev-inc/maestro)
    9. Tesseract OCR (tesseract-ocr/tesseract)
    10. pytesseract (madmaze/pytesseract)

    AI recommended 10 alternatives but never named OminousIndustries/PhoneDriver. 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 OminousIndustries/PhoneDriver?
    pass
    AI named OminousIndustries/PhoneDriver explicitly

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

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