RRepoGEO

REPOGEO REPORT · LITE

agentbay-ai/wuying-agentbay-sdk

Default branch main · commit 8e2fa8f2 · scanned 6/29/2026, 10:57:06 AM

GitHub: 1,138 stars · 53 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
33 /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
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 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
    Reposition the README's opening paragraph to clarify its niche

    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** — isolated environments with browser, desktop, mobile, and code execution capabilities. Unlike general cloud platforms or development environments, AgentBay focuses solely on providing secure, disposable environments for AI agent tasks, eliminating infrastructure management for developers.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    agent, agentbay, ai, sandbox, wuying
    COPY-PASTE FIX
    ai-agents, cloud-sandbox, ephemeral-environments, browser-automation, desktop-automation, mobile-testing, code-execution, agentbay, wuying
  • mediumcomparison#3
    Add a dedicated 'How AgentBay Differs' section to the README

    Why:

    COPY-PASTE FIX
    ## 💡 How AgentBay Differs

Unlike general cloud infrastructure providers (like Kubernetes, AWS Fargate, GKE) or broad development environments (like Gitpod, Replit), AgentBay is purpose-built for AI agents. We offer specialized, on-demand sandboxes with pre-configured browser, desktop, mobile, and code execution capabilities, allowing your agents to operate in secure, isolated environments without the overhead of managing complex infrastructure.

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
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. GKE · recommended 1×
  3. EKS · recommended 1×
  4. AKS · recommended 1×
  5. AWS Fargate · recommended 1×
  • CATEGORY QUERY
    How to create on-demand isolated cloud environments for AI agent execution?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. GKE
    3. EKS
    4. AKS
    5. AWS Fargate
    6. Azure Container Instances
    7. Google Cloud Run
    8. AWS SageMaker Studio
    9. Google Cloud Vertex AI Workbench
    10. Azure Machine Learning Compute Instances
    11. Docker Swarm
    12. HashiCorp Nomad
    13. OpenStack
    14. Nova
    15. Neutron

    AI recommended 15 alternatives but never named agentbay-ai/wuying-agentbay-sdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer ephemeral cloud sandboxes with browser and code execution for AI agents?
    you: not recommended
    AI recommended (in order):
    1. Anyscale Workspaces
    2. Gitpod
    3. Codedamn
    4. Replit
    5. Google Cloud Shell
    6. AWS CloudShell
    7. CodeSandbox

    AI recommended 7 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 did not name agentbay-ai/wuying-agentbay-sdk — 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?

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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