RRepoGEO

REPOGEO REPORT · LITE

agentbay-ai/wuying-agentbay-sdk

Default branch main · commit 57874a91 · scanned 5/18/2026, 5:01:57 AM

GitHub: 1,118 stars · 50 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 agentbay-ai/wuying-agentbay-sdk, 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
    Strengthen README's opening to emphasize AI agent focus and differentiation

    Why:

    CURRENT
    AgentBay provides **on-demand cloud sandboxes** for AI agents — isolated environments with browser, desktop, mobile, and code execution capabilities. Create a sandbox in seconds, let your agent do its work, and tear it down when done. No infrastructure to manage.
    COPY-PASTE FIX
    AgentBay provides **on-demand cloud sandboxes specifically designed for AI agents**, offering isolated environments with browser, desktop, mobile, and code execution capabilities. Unlike generic cloud compute or UI testing platforms, AgentBay is purpose-built to empower AI agents with a full, secure cloud environment through a simple API, without any infrastructure to manage.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    agent, agentbay, ai, sandbox, wuying
    COPY-PASTE FIX
    agent, agentbay, ai, sandbox, wuying, isolated-environments, cloud-sandbox, agent-testing, headless-browser, desktop-automation, ai-agents
  • lowreadme#3
    Add a dedicated 'Why AgentBay?' or 'Key Differentiators' section

    Why:

    COPY-PASTE FIX
    ## ✨ Why AgentBay? 

AgentBay stands apart by offering a cloud sandbox specifically engineered for the unique needs of AI agents. Unlike general-purpose cloud functions (e.g., AWS Lambda, Google Cloud Run) or UI testing frameworks (e.g., BrowserStack, Playwright), AgentBay provides a complete, secure, and disposable environment where your AI agents can interact with real browsers, desktop applications, and code execution environments, all without the overhead of infrastructure management. It's a dedicated playground for AI agent development, testing, and deployment.

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 agentbay-ai/wuying-agentbay-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Modal Labs
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Modal Labs · recommended 1×
  2. Google Cloud Run · recommended 1×
  3. AWS Lambda · recommended 1×
  4. Azure Container Apps · recommended 1×
  5. Replicate · recommended 1×
  • CATEGORY QUERY
    How to provide isolated execution environments for AI agents without managing infrastructure?
    you: not recommended
    AI recommended (in order):
    1. Modal Labs
    2. Google Cloud Run
    3. AWS Lambda
    4. Azure Container Apps
    5. Replicate
    6. Vercel

    AI recommended 6 alternatives but never named agentbay-ai/wuying-agentbay-sdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer temporary cloud environments for testing AI agent interactions with web or desktop?
    you: not recommended
    AI recommended (in order):
    1. BrowserStack Automate
    2. BrowserStack App Live
    3. Sauce Labs
    4. Playwright
    5. Microsoft Playwright Testing
    6. LambdaTest
    7. GitHub Actions
    8. GitLab CI/CD
    9. AWS EC2
    10. Google Cloud Compute Engine
    11. Azure Virtual Machines
    12. Terraform
    13. AWS Device Farm
    14. Google Firebase Test Lab

    AI recommended 14 alternatives but never named agentbay-ai/wuying-agentbay-sdk. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 agentbay-ai/wuying-agentbay-sdk?
    pass
    AI named agentbay-ai/wuying-agentbay-sdk explicitly

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

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

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

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agentbay-ai/wuying-agentbay-sdk — 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