RRepoGEO

REPOGEO REPORT · LITE

OminousIndustries/PhoneDriver

Default branch main · commit a89b1044 · scanned 6/24/2026, 9:12:56 PM

GitHub: 1,513 stars · 255 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)

3 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 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
  • hightopics#1
    Add specific topics for AI-driven Android automation

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    android-automation, ai-automation, vision-language-model, qwen3-vl, adb-control, mobile-robotics, python
  • highreadme#2
    Reposition README H1 to emphasize VLM-driven automation

    Why:

    CURRENT
    # Phone Driver
    COPY-PASTE FIX
    # Phone Driver: Vision-Language Model (VLM) for Android Automation
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/OminousIndustries/PhoneDriver

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/appium
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. appium/appium · recommended 2×
  2. opencv/opencv · recommended 2×
  3. robotframework/robotframework · recommended 2×
  4. appium/python-client · recommended 1×
  5. explosion/spaCy · recommended 1×
  • CATEGORY QUERY
    Need a tool to control Android phones through visual understanding and natural language.
    you: not recommended
    AI recommended (in order):
    1. Appium (appium/appium)
    2. Appium-Python-Client (appium/python-client)
    3. OpenCV (opencv/opencv)
    4. spaCy (explosion/spaCy)
    5. NLTK (nltk/nltk)
    6. UI Automator
    7. Google Cloud Natural Language API
    8. Tricentis qTest
    9. TestProject
    10. Robot Framework (robotframework/robotframework)
    11. AppiumLibrary (robotframework/AppiumLibrary)
    12. SikuliX (SikuliX/SikuliX1)

    AI recommended 12 alternatives but never named OminousIndustries/PhoneDriver. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are open-source Python solutions for AI-driven Android device automation?
    you: not recommended
    AI recommended (in order):
    1. Appium (appium/appium)
    2. UIAutomator2 (openatx/uiautomator2)
    3. OpenCV (opencv/opencv)
    4. ADB
    5. Robot Framework (robotframework/robotframework)

    AI recommended 5 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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MARKDOWN (README)
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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