RRepoGEO

REPOGEO REPORT · LITE

suyiiyii/AutoGLM-GUI

Default branch main · commit cc5a60ae · scanned 5/12/2026, 4:17:12 AM

GitHub: 1,022 stars · 150 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 suyiiyii/AutoGLM-GUI, 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
    android-automation, ai-agent, productivity-tool, web-gui, docker, scheduled-tasks, mobile-automation, remote-control
  • highreadme#2
    Explicitly state project's domain in README's first sentence

    Why:

    CURRENT
    **AI 驱动的 Android 自动化生产力工具支持定时任务、远程部署，让 AI 7x24 小时为你工作
    COPY-PASTE FIX
    **AutoGLM-GUI 是一款专注于 Android 自动化而非数据分析的 AI 驱动生产力工具。它支持定时任务、远程部署，让 AI 7x24 小时为你工作。**
  • mediumreadme#3
    Emphasize 24/7 AI agent and server deployment in README's core value proposition

    Why:

    CURRENT
    从个人助手到自动化中枢：支持 **定时执行**、**Docker 部署**、**对话历史**，打造你的 AI 自动化助手
    COPY-PASTE FIX
    从个人助手到自动化中枢，AutoGLM-GUI 现已进化为你的专属 AI 自动化生产力工具，支持 **定时执行**、**Docker 部署**、**对话历史**，打造 7x24 小时为你工作的 AI 自动化助手。

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 suyiiyii/AutoGLM-GUI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Appium
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Appium · recommended 2×
  2. Tasker · recommended 2×
  3. OpenCV · recommended 1×
  4. TensorFlow · recommended 1×
  5. PyTorch · recommended 1×
  • CATEGORY QUERY
    How to automate Android device tasks with AI, including scheduled execution?
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. OpenCV
    3. TensorFlow
    4. PyTorch
    5. scikit-learn
    6. UI Automator
    7. TensorFlow Lite
    8. Tasker
    9. AutoInput
    10. AutoTools
    11. Google Cloud Vision API
    12. Flask
    13. MacroDroid
    14. Robot Framework
    15. AppiumLibrary
    16. Frida

    AI recommended 16 alternatives but never named suyiiyii/AutoGLM-GUI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow deploying AI agents for 24/7 Android productivity automation on a server?
    you: not recommended
    AI recommended (in order):
    1. Genymotion Cloud SaaS
    2. Appium
    3. Android Debug Bridge (ADB)
    4. Docker
    5. Kubernetes
    6. OpenSTF (Smartphone Test Farm)
    7. Tasker

    AI recommended 7 alternatives but never named suyiiyii/AutoGLM-GUI. 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 suyiiyii/AutoGLM-GUI?
    pass
    AI named suyiiyii/AutoGLM-GUI explicitly

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

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