RRepoGEO

REPOGEO REPORT · LITE

Turbo1123/roubao

Default branch main · commit c8a6d7f0 · scanned 5/24/2026, 11:02:05 PM

GitHub: 2,202 stars · 237 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 Turbo1123/roubao, 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
    Add a direct, explicit opening sentence to the README

    Why:

    CURRENT
    The README currently starts with a centered H1 and subtitle.
    COPY-PASTE FIX
    Roubao (肉包) is an open-source AI Phone Automation Assistant built natively on Android using Kotlin and Vision-Language Models (VLMs), designed to automate complex mobile tasks without needing a computer.
  • highabout#2
    Refine the repository description to emphasize its open-source framework nature

    Why:

    CURRENT
    Android Automation Tool Based on Vision-Language Models
    COPY-PASTE FIX
    An open-source, native Android automation framework powered by Vision-Language Models (VLMs), enabling on-device AI agents to automate complex mobile tasks without a PC.
  • mediumhomepage#3
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    [Insert project homepage URL here, e.g., a GitHub Pages site or dedicated project website]

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 Turbo1123/roubao
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MacroDroid
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MacroDroid · recommended 1×
  2. Tasker · recommended 1×
  3. Automate · recommended 1×
  4. IFTTT · recommended 1×
  5. Bixby Routines · recommended 1×
  • CATEGORY QUERY
    How can I automate Android tasks using AI directly on the phone without a computer?
    you: not recommended
    AI recommended (in order):
    1. MacroDroid
    2. Tasker
    3. Automate
    4. IFTTT
    5. Bixby Routines
    6. Google Assistant Routines

    AI recommended 6 alternatives but never named Turbo1123/roubao. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a native Android automation framework that doesn't rely on ADB or Python scripts.
    you: not recommended
    AI recommended (in order):
    1. Espresso
    2. UI Automator
    3. Appium
    4. Kaspresso
    5. Barista

    AI recommended 5 alternatives but never named Turbo1123/roubao. 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 Turbo1123/roubao?
    pass
    AI named Turbo1123/roubao explicitly

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

  • If a team adopts Turbo1123/roubao in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Turbo1123/roubao 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 Turbo1123/roubao solve, and who is the primary audience?
    pass
    AI named Turbo1123/roubao explicitly

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

Embed your GEO score

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MARKDOWN (README)
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Turbo1123/roubao — 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