RRepoGEO

REPOGEO REPORT · LITE

web-arena-x/webarena

Default branch main · commit dce04686 · scanned 5/14/2026, 2:47:39 PM

GitHub: 1,469 stars · 237 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 web-arena-x/webarena, 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 statement to emphasize its role as an agent evaluation infrastructure

    Why:

    CURRENT
    WebArena is a standalone, self-hostable web environment for building autonomous agents
    COPY-PASTE FIX
    WebArena is a standalone, self-hostable web environment and robust web navigation infrastructure, powered by BrowserGym, designed for building, training, and rigorously evaluating autonomous AI agents in realistic web settings.
  • hightopics#2
    Add specific topics to clarify the repo's domain

    Why:

    CURRENT
    agent, nlp
    COPY-PASTE FIX
    ai-agents, web-environment, llm-agents, browser-automation, agent-benchmarking, reinforcement-learning-environment, browsergym, web-navigation
  • mediumreadme#3
    Integrate key features from the 'Update' section into a prominent 'About' or 'Features' section

    Why:

    CURRENT
    The 'Update on 12/5/2024' section.
    COPY-PASTE FIX
    ## Key Features and Why WebArena?
WebArena provides a robust web navigation infrastructure, significantly enhanced by AgentLab. Key features include:
*   Support for parallel experiments using BrowserGym.
*   Integration of popular web navigation benchmarks (e.g., VisualWebArena) within a unified framework.
*   Unified leaderboard reporting.
*   Improved handling of environment edge cases.
We strongly recommend using this framework for your autonomous agent experiments.

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 web-arena-x/webarena
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 1×
  2. puppeteer/puppeteer · recommended 1×
  3. SeleniumHQ/selenium · recommended 1×
  4. cypress-io/cypress · recommended 1×
  5. BrowserStack Automate · recommended 1×
  • CATEGORY QUERY
    What tools can I use to develop and test autonomous agents in a web browser?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Puppeteer (puppeteer/puppeteer)
    3. Selenium WebDriver (SeleniumHQ/selenium)
    4. Cypress (cypress-io/cypress)
    5. BrowserStack Automate
    6. Sauce Labs
    7. Headless Chrome

    AI recommended 7 alternatives but never named web-arena-x/webarena. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-hostable web environment for training and evaluating AI agents.
    you: not recommended
    AI recommended (in order):
    1. MLflow
    2. Kubeflow
    3. ClearML
    4. TensorBoard
    5. Weights & Biases (W&B) Local

    AI recommended 5 alternatives but never named web-arena-x/webarena. 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 web-arena-x/webarena?
    pass
    AI named web-arena-x/webarena explicitly

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

  • If a team adopts web-arena-x/webarena in production, what risks or prerequisites should they evaluate first?
    pass
    AI named web-arena-x/webarena 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 web-arena-x/webarena solve, and who is the primary audience?
    pass
    AI named web-arena-x/webarena explicitly

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

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web-arena-x/webarena — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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