RRepoGEO

REPOGEO REPORT · LITE

steel-dev/surf.new

Default branch main · commit cc865e98 · scanned 6/11/2026, 5:23:07 AM

GitHub: 512 stars · 106 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 steel-dev/surf.new, 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 to clearly state its purpose as an AI agent testing platform

    Why:

    CURRENT
    A playground for testing web agents powered by Steel.dev. Experience how different AI agents can surf and interact with the web just like humans do.
    COPY-PASTE FIX
    surf.new is an open-source platform for testing and visualizing AI agents interacting with web browsers. It provides a controlled environment to simulate human-like web interactions for various AI models, serving as an alternative to tools like OpenAI Operator.
  • mediumabout#2
    Expand the repository description to include more keywords for AI agent testing

    Why:

    CURRENT
    🌊 An open-source alternative to OpenAI Operator
    COPY-PASTE FIX
    An open-source platform for testing and visualizing AI agents interacting with web browsers. Simulate human-like web interactions for AI models, offering an alternative to OpenAI Operator.
  • mediumtopics#3
    Add more specific topics to improve category visibility for AI agent web interaction

    Why:

    CURRENT
    ai-agents, browser-automation
    COPY-PASTE FIX
    ai-agents, browser-automation, web-agents, ai-simulation, agent-testing, web-interaction

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 steel-dev/surf.new
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 2×
  2. Selenium WebDriver · recommended 2×
  3. Puppeteer · recommended 2×
  4. Cypress · recommended 1×
  5. Robot Framework · recommended 1×
  • CATEGORY QUERY
    How can I test AI agents that need to interact with web browsers programmatically?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. Cypress
    5. Robot Framework
    6. BrowserStack Automate
    7. Sauce Labs
    8. Requests-HTML
    9. BeautifulSoup

    AI recommended 9 alternatives but never named steel-dev/surf.new. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source platform to simulate and evaluate AI agent web interactions.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. OpenAI Gym
    5. Minigrid

    AI recommended 5 alternatives but never named steel-dev/surf.new. 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 steel-dev/surf.new?
    pass
    AI named steel-dev/surf.new explicitly

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

  • If a team adopts steel-dev/surf.new in production, what risks or prerequisites should they evaluate first?
    pass
    AI named steel-dev/surf.new 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 steel-dev/surf.new solve, and who is the primary audience?
    pass
    AI named steel-dev/surf.new explicitly

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

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steel-dev/surf.new — 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