RRepoGEO

REPOGEO REPORT · LITE

nicobailon/surf-cli

Default branch main · commit 27c677d3 · scanned 6/7/2026, 2:31:59 PM

GitHub: 508 stars · 45 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 nicobailon/surf-cli, 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
    Clarify README positioning to explicitly state Surf is not a terminal browser

    Why:

    CURRENT
    **The CLI for AI agents to control Chrome. Zero config, agent-agnostic, battle-tested.**
    COPY-PASTE FIX
    **The CLI for AI agents to control Chrome. Zero config, agent-agnostic, battle-tested. Surf is not a terminal browser; it orchestrates a real Chrome instance (headless or visible) for your agents.**
  • mediumcomparison#2
    Add a dedicated 'Comparison' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Playwright, Puppeteer, and Selenium
While tools like Playwright and Puppeteer offer robust browser automation, Surf is purpose-built for AI agents. It prioritizes agent-agnostic CLI commands over complex scripting APIs, offers zero-config setup without servers, and is battle-tested against agent-hostile pages, making it uniquely suited for autonomous agent workflows where other tools require significant adaptation.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://your-project-website.com

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 nicobailon/surf-cli
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 2×
  2. puppeteer/puppeteer · recommended 2×
  3. SeleniumHQ/selenium · recommended 1×
  4. cypress-io/cypress · recommended 1×
  5. browserless/browserless · recommended 1×
  • CATEGORY QUERY
    How can I enable my AI agent to programmatically control a web browser?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Selenium WebDriver (SeleniumHQ/selenium)
    3. Puppeteer (puppeteer/puppeteer)
    4. Cypress (cypress-io/cypress)
    5. Browserless (browserless/browserless)
    6. Splash (scrapy-plugins/splash)

    AI recommended 6 alternatives but never named nicobailon/surf-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best CLI tools for AI agent web automation without complex setup?
    you: not recommended
    AI recommended (in order):
    1. Playwright CLI (microsoft/playwright)
    2. Puppeteer CLI (puppeteer/puppeteer)
    3. Selenium IDE (SeleniumHQ/selenium-ide)
    4. curl (curl/curl)
    5. HTTPie (httpie/httpie)
    6. Wget (mirror/wget)

    AI recommended 6 alternatives but never named nicobailon/surf-cli. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 nicobailon/surf-cli?
    pass
    AI named nicobailon/surf-cli explicitly

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

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

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HTML
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite