RRepoGEO

REPOGEO REPORT · LITE

microsoft/WindowsAgentArena

Default branch main · commit 6d39ed88 · scanned 6/17/2026, 8:01:43 AM

GitHub: 872 stars · 95 forks

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 microsoft/WindowsAgentArena, 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
  • highabout#1
    Refine the 'About' description for precise categorization

    Why:

    CURRENT
    Windows Agent Arena (WAA) 🪟 is a scalable OS platform for testing and benchmarking of multi-modal AI agents.
    COPY-PASTE FIX
    Windows Agent Arena (WAA) 🪟 is a scalable, reproducible OS platform specifically designed for the testing and benchmarking of multi-modal AI agents interacting with the Windows desktop environment.
  • mediumtopics#2
    Add more specific topics to reinforce the platform's purpose

    Why:

    CURRENT
    agentic, ai, ai-agent, ai-benchmark, ai-research, computer, computer-use, desktop-agent, windows
    COPY-PASTE FIX
    agentic, ai, ai-agent, ai-benchmark, ai-research, computer, computer-use, desktop-agent, windows, agent-evaluation, agent-platform, ai-agent-research
  • lowcomparison#3
    Add a 'Comparison to Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Windows Agent Arena (WAA) stands apart from generic UI automation tools (like Playwright or PyAutoGUI) and general-purpose ML orchestration platforms (like Ray or Kubernetes) by offering a specialized, reproducible platform for the comprehensive testing and benchmarking of multi-modal AI agents within a realistic Windows operating system environment.

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 microsoft/WindowsAgentArena
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Gym
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Gym · recommended 1×
  2. Microsoft Playwright · recommended 1×
  3. Appium Desktop · recommended 1×
  4. PyAutoGUI · recommended 1×
  5. PyWinAuto · recommended 1×
  • CATEGORY QUERY
    How to test and benchmark multi-modal AI agents in a realistic Windows OS environment?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Microsoft Playwright
    3. Appium Desktop
    4. PyAutoGUI
    5. PyWinAuto
    6. Custom C#/.NET Automation with UI Automation API

    AI recommended 6 alternatives but never named microsoft/WindowsAgentArena. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a scalable and reproducible platform for large-scale AI agent research and evaluation.
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Kubeflow
    3. Ray
    4. Ray RLlib
    5. MLflow
    6. Databricks
    7. Apache Spark
    8. Amazon SageMaker
    9. Google Cloud Vertex AI

    AI recommended 9 alternatives but never named microsoft/WindowsAgentArena. 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 microsoft/WindowsAgentArena?
    pass
    AI named microsoft/WindowsAgentArena explicitly

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

  • If a team adopts microsoft/WindowsAgentArena in production, what risks or prerequisites should they evaluate first?
    pass
    AI named microsoft/WindowsAgentArena 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 microsoft/WindowsAgentArena solve, and who is the primary audience?
    pass
    AI named microsoft/WindowsAgentArena 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 microsoft/WindowsAgentArena. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/microsoft/WindowsAgentArena.svg)](https://repogeo.com/en/r/microsoft/WindowsAgentArena)
HTML
<a href="https://repogeo.com/en/r/microsoft/WindowsAgentArena"><img src="https://repogeo.com/badge/microsoft/WindowsAgentArena.svg" alt="RepoGEO" /></a>
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microsoft/WindowsAgentArena — 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