RRepoGEO

REPOGEO REPORT · LITE

browserbase/mcp-server-browserbase

Default branch main · commit 1e196b3d · scanned 5/29/2026, 8:01:50 AM

GitHub: 3,359 stars · 357 forks

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 browserbase/mcp-server-browserbase, 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 the README H1 and opening paragraph to prevent miscategorization

    Why:

    CURRENT
    # Browserbase MCP Server

The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you're building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need.
This server provides cloud browser automation capabilities using Browserbase and Stagehand. It enables LLMs to interact with web pages, extract information, and perform automated actions.
    COPY-PASTE FIX
    # Browserbase MCP Server: LLM-Controlled Browser Automation via Model Context Protocol

This server implements the Model Context Protocol (MCP) to provide cloud browser automation capabilities using Browserbase and Stagehand. It enables Large Language Models (LLMs) to seamlessly interact with web pages, extract information, and perform automated actions, integrating with LLM applications, AI-powered IDEs, and custom AI workflows.
  • mediumreadme#2
    Add a section explaining how the server integrates with or compares to other tools

    Why:

    COPY-PASTE FIX
    ## How Browserbase MCP Server Fits In

While tools like Playwright and Puppeteer provide low-level browser automation, and frameworks like LangChain and AutoGPT orchestrate LLM agents, the Browserbase MCP Server bridges this gap. It provides a standardized Model Context Protocol (MCP) interface, allowing LLMs to leverage powerful browser automation (via Browserbase and Stagehand) without needing to directly manage browser instances or complex scripting. This server acts as a specialized tool for LLM agents that require robust, cloud-based web interaction capabilities.
  • lowtopics#3
    Expand repository topics for better categorization and search

    Why:

    CURRENT
    ai, browser, chrome, chromium, mcp, playwright, puppeteer
    COPY-PASTE FIX
    ai, browser, chrome, chromium, mcp, playwright, puppeteer, llm-agents, web-automation, ai-tools, model-context-protocol, generative-ai, browser-automation

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 browserbase/mcp-server-browserbase
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 1×
  4. Beautiful Soup · recommended 1×
  5. Scrapy · recommended 1×
  • CATEGORY QUERY
    How can I enable an AI model to programmatically interact with web pages?
    you: not recommended
    AI recommended (in order):
    1. Selenium WebDriver
    2. Playwright
    3. Puppeteer
    4. Beautiful Soup
    5. Scrapy
    6. MechanicalSoup

    AI recommended 6 alternatives but never named browserbase/mcp-server-browserbase. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework allows large language models to perform automated actions in a web browser?
    you: not recommended
    AI recommended (in order):
    1. BrowserGPT
    2. AutoGPT
    3. LangChain
    4. Playwright
    5. Selenium
    6. Puppeteer

    AI recommended 6 alternatives but never named browserbase/mcp-server-browserbase. 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 browserbase/mcp-server-browserbase?
    pass
    AI did not name browserbase/mcp-server-browserbase — 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?

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

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

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  • Brand-free category queries5 vs 2 in Lite
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