RRepoGEO

REPOGEO REPORT · LITE

suyiiyii/AutoGLM-GUI

Default branch main · commit fc2051be · scanned 6/22/2026, 10:32:04 AM

GitHub: 1,070 stars · 164 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
28 /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
2 / 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    android-automation, ai-agent, mobile-automation, productivity-tool, gui, web-gui, docker, scheduled-tasks, device-control, android-control, ai-automation
  • highreadme#2
    Clarify the project's domain in the README's H1 title

    Why:

    CURRENT
    # AutoGLM-GUI
    COPY-PASTE FIX
    # AutoGLM-GUI (AI 驱动的 Android 自动化工具)
  • mediumreadme#3
    Strengthen the README's opening sentence to explicitly state the core problem solved

    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 是一款强大的 AI 驱动的 Android 自动化生产力工具，旨在简化和自动化 Android 设备操作，支持定时任务、远程部署，让 AI 7x24 小时为你工作。

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/appium
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. appium/appium · recommended 2×
  2. opencv/opencv · recommended 2×
  3. UI Automator · recommended 2×
  4. Tasker · recommended 1×
  5. AutoApps · recommended 1×
  • CATEGORY QUERY
    How can I automate Android device tasks using AI with scheduled execution?
    you: not recommended
    AI recommended (in order):
    1. Tasker
    2. AutoApps
    3. AutoInput
    4. AutoNotification
    5. AutoWeb
    6. AutoVoice
    7. Google Cloud Vision
    8. OpenAI's GPT
    9. Appium (appium/appium)
    10. Python
    11. Java
    12. OpenCV (opencv/opencv)
    13. Tesseract (tesseract-ocr/tesseract)
    14. scikit-learn (scikit-learn/scikit-learn)
    15. transformers (huggingface/transformers)
    16. UI Automator
    17. Kotlin
    18. MacroDroid
    19. Flask (pallets/flask)
    20. Puppeteer (puppeteer/puppeteer)
    21. Node.js
    22. Selenium (SeleniumHQ/selenium)
    23. TensorFlow Lite (tensorflow/tensorflow)
    24. ML Kit
    25. AWS Rekognition

    AI recommended 25 alternatives but never named suyiiyii/AutoGLM-GUI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow deploying an AI Android automation agent on a server for 24/7 operation?
    you: not recommended
    AI recommended (in order):
    1. Genymotion Cloud SaaS
    2. Genymotion Desktop
    3. Appium (appium/appium)
    4. UI Automator
    5. Espresso
    6. Android Emulator
    7. budtmo/docker-android (budtmo/docker-android)
    8. AWS Device Farm
    9. Google Cloud Test Lab
    10. Firebase Test Lab
    11. Bluestacks
    12. NoxPlayer
    13. OpenCV (opencv/opencv)
    14. AutoHotkey
    15. PyAutoGUI (asweigart/pyautogui)

    AI recommended 15 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 did not name suyiiyii/AutoGLM-GUI — likely talking about a different project

    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

Drop this badge into the README of suyiiyii/AutoGLM-GUI. 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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Pro

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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