RRepoGEO

REPOGEO REPORT · LITE

tencentmusic/page-eyes-agent

Default branch master · commit cf45b6d1 · scanned 6/15/2026, 6:53:00 AM

GitHub: 959 stars · 70 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 tencentmusic/page-eyes-agent, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Strengthen README's opening sentence for clarity

    Why:

    CURRENT
    PageEyes Agent 是基于 Pydantic AI 框架开发的一个轻量级 UI Agent，其中元素信息感知能力依靠 OmniParserV2 模型，整个 Agent 的优势在于不依赖视觉语言大模型...
    COPY-PASTE FIX
    PageEyes Agent 是一个轻量级、由自然语言指令驱动的AI Agent，无需编写脚本即可实现Web、Android、HarmonyOS、iOS、Electron等平台的UI自动化任务。
  • mediumlicense#2
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under the terms found in the [LICENSE](LICENSE) file.

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 tencentmusic/page-eyes-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Appvance UTP
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Appvance UTP · recommended 1×
  2. Testim · recommended 1×
  3. Leapwork · recommended 1×
  4. Mabl · recommended 1×
  5. Tricentis Tosca · recommended 1×
  • CATEGORY QUERY
    How to automate UI tests on web and mobile using natural language commands without scripting?
    you: not recommended
    AI recommended (in order):
    1. Appvance UTP
    2. Testim
    3. Leapwork
    4. Mabl
    5. Tricentis Tosca
    6. Cypress Studio
    7. TestProject.io

    AI recommended 7 alternatives but never named tencentmusic/page-eyes-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a lightweight AI agent for cross-platform UI automation, driven by natural language, without large VLM.
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. spaCy
    3. NLTK
    4. Playwright
    5. TagUI
    6. Robot Framework
    7. SeleniumLibrary
    8. AppiumLibrary
    9. PyAutoGUI
    10. TextBlob

    AI recommended 10 alternatives but never named tencentmusic/page-eyes-agent. 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 tencentmusic/page-eyes-agent?
    pass
    AI named tencentmusic/page-eyes-agent explicitly

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

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

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

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tencentmusic/page-eyes-agent — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite