RRepoGEO

REPOGEO REPORT · LITE

executeautomation/mcp-playwright

Default branch main · commit 2349c289 · scanned 5/12/2026, 9:33:01 PM

GitHub: 5,506 stars · 509 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 executeautomation/mcp-playwright, 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 README H1 to emphasize LLM integration

    Why:

    CURRENT
    # Playwright MCP Server 🎭
    COPY-PASTE FIX
    # Model Context Protocol (MCP) Server for LLM Browser Automation with Playwright 🎭
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    playwright, llm, large-language-models, browser-automation, web-scraping, model-context-protocol, mcp, ai-tools, claude, cursor-ide
  • mediumreadme#3
    Clarify README's introductory paragraph for LLM-specific purpose

    Why:

    CURRENT
    A Model Context Protocol server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages, take screenshots, generate test code, web scrapes the page and execute JavaScript in a real browser environment.
    COPY-PASTE FIX
    This Model Context Protocol (MCP) server empowers Large Language Models (LLMs) like Claude, Cline, and Cursor IDE to programmatically interact with web pages and automate browser tasks using Playwright. It enables LLMs to take screenshots, generate test code, perform web scraping, and execute JavaScript in a real browser environment.

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 executeautomation/mcp-playwright
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. Puppeteer · recommended 2×
  3. Selenium WebDriver · recommended 2×
  4. Browserless · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How can large language models programmatically interact with web pages and automate browser tasks?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium WebDriver
    4. Browserless
    5. LangChain
    6. AutoGPT
    7. BabyAGI

    AI recommended 7 alternatives but never named executeautomation/mcp-playwright. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow browser automation for web scraping and testing with real device emulation?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium WebDriver
    4. Cypress
    5. Appium
    6. BrowserStack
    7. Sauce Labs

    AI recommended 7 alternatives but never named executeautomation/mcp-playwright. 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 executeautomation/mcp-playwright?
    pass
    AI named executeautomation/mcp-playwright explicitly

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

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

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

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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