RRepoGEO

REPOGEO REPORT · LITE

steel-dev/steel-browser

Default branch main · commit fc75fcae · scanned 5/27/2026, 11:22:13 AM

GitHub: 7,077 stars · 933 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/steel-browser, 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
    Add a clear, concise 'What is Steel Browser?' section to the README

    Why:

    CURRENT
    The open-source browser API for AI agents & apps.
    COPY-PASTE FIX
    ## What is Steel Browser?
Steel Browser is *not* a web browser for human users. It is an open-source, headless browser API and sandbox specifically designed for AI agents and applications to programmatically interact with the web. It provides a managed environment for web automation, similar to a hosted Puppeteer or Playwright, but optimized for AI workflows.
  • mediumreadme#2
    Add a section on how Steel Browser integrates with AI agents and frameworks

    Why:

    COPY-PASTE FIX
    ## How Steel Browser Powers AI Agents
Steel Browser acts as the 'eyes and hands' for your AI agents, allowing them to browse, click, type, and extract information from any website. It integrates seamlessly with popular AI frameworks like LangChain and LlamaIndex by providing a robust, scalable web interaction layer, freeing your agents from the complexities of browser infrastructure.
  • mediumcomparison#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives
Unlike self-hosting Puppeteer or Playwright, Steel Browser provides a fully managed, scalable browser sandbox. Compared to services like Browserless or Apify, Steel is specifically optimized for AI agent workflows, offering a simpler API for complex web interactions without the overhead of managing infrastructure or individual browser instances.

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/steel-browser
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI Function Calling · recommended 1×
  4. Anthropic's Claude · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    How can I enable my AI agent to perform actions and browse the web?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. Anthropic's Claude
    5. AutoGPT
    6. BabyAGI
    7. Selenium
    8. Playwright
    9. SerpAPI
    10. Google Search API
    11. Beautiful Soup
    12. lxml

    AI recommended 12 alternatives but never named steel-dev/steel-browser. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide a managed browser sandbox for scalable web automation?
    you: not recommended
    AI recommended (in order):
    1. Browserless (browserless/browserless)
    2. Puppeteer (puppeteer/puppeteer)
    3. AWS Lambda
    4. Google Cloud Functions
    5. Azure Functions
    6. Playwright (microsoft/playwright)
    7. Apify Platform
    8. Selenium Grid (SeleniumHQ/selenium)
    9. AWS EC2 Auto Scaling Groups
    10. Kubernetes (kubernetes/kubernetes)
    11. Selenoid (aerokube/selenoid)
    12. Moon (aerokube/moon)
    13. HeadlessBrowsers.com
    14. Render.com
    15. Heroku

    AI recommended 15 alternatives but never named steel-dev/steel-browser. 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/steel-browser?
    pass
    AI named steel-dev/steel-browser 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/steel-browser in production, what risks or prerequisites should they evaluate first?
    pass
    AI named steel-dev/steel-browser 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/steel-browser solve, and who is the primary audience?
    pass
    AI named steel-dev/steel-browser explicitly

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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steel-dev/steel-browser — 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