RRepoGEO

REPOGEO REPORT · LITE

leoning60/browsernode

Default branch main · commit ca0ba887 · scanned 6/25/2026, 4:23:03 PM

GitHub: 1,056 stars · 111 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /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
2 / 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 leoning60/browsernode, 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 clearer AI agent positioning

    Why:

    CURRENT
    🌐 Make websites accessible for AI agents. Automate tasks online with ease.
    COPY-PASTE FIX
    🌐 Empower AI agents to control and interact with web browsers. Provides a high-level API for LLMs to automate web tasks.
  • highreadme#2
    Add a dedicated comparison section to the README

    Why:

    COPY-PASTE FIX
    ## Browsernode vs. Playwright, Puppeteer, and Selenium
Browsernode is built on top of powerful browser automation libraries like Playwright, but it is not a direct competitor. Instead, Browsernode provides a specialized, high-level API designed specifically for Large Language Models (LLMs) and AI agents to interact with and control web browsers. While Playwright offers granular control over browser actions, Browsernode abstracts away the complexities, allowing AI agents to perform web tasks with simple, intent-driven commands, making web automation accessible for AI.
  • mediumreadme#3
    Strengthen the README's initial value proposition for AI agents

    Why:

    CURRENT
    🌐 Browsernode is the easiest way to connect your AI agents with the browser. ✅ Browsernode is compatible with all of Browser-use APIs and features.
    COPY-PASTE FIX
    🌐 Browsernode is the easiest way to connect your AI agents with the browser, providing a high-level, intent-driven API specifically designed for Large Language Models (LLMs) to interact with web pages. It abstracts away the complexities of underlying browser automation tools, enabling AI to perform tasks online with unprecedented ease and reliability.

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 leoning60/browsernode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Selenium WebDriver
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Selenium WebDriver · recommended 2×
  2. microsoft/playwright · recommended 1×
  3. puppeteer/puppeteer · recommended 1×
  4. Browserless · recommended 1×
  5. WebDriverIO · recommended 1×
  • CATEGORY QUERY
    How can I enable AI agents to control and interact with web browsers?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Selenium WebDriver
    3. Puppeteer (puppeteer/puppeteer)
    4. Browserless
    5. WebDriverIO
    6. Pyppeteer (pyppeteer/pyppeteer)
    7. AutoHotkey

    AI recommended 7 alternatives but never named leoning60/browsernode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What JavaScript frameworks facilitate browser automation for large language model agents?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium WebDriver
    4. Cypress
    5. TestCafe

    AI recommended 5 alternatives but never named leoning60/browsernode. 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 leoning60/browsernode?
    pass
    AI named leoning60/browsernode explicitly

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

  • If a team adopts leoning60/browsernode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named leoning60/browsernode 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 leoning60/browsernode solve, and who is the primary audience?
    pass
    AI did not name leoning60/browsernode — likely talking about a different project

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

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leoning60/browsernode — 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