RRepoGEO

REPOGEO REPORT · LITE

Saik0s/mcp-browser-use

Default branch main · commit 03e0dad7 · scanned 6/5/2026, 12:18:19 AM

GitHub: 935 stars · 112 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 Saik0s/mcp-browser-use, 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 and first sentence to clarify "MCP" and core purpose

    Why:

    CURRENT
    # mcp-server-browser-use

MCP server that gives AI assistants the power to control a web browser.
    COPY-PASTE FIX
    # mcp-browser-use: AI-Powered Browser Automation Server

This is an **MCP (Multi-Client Protocol) server** designed to give AI assistants the power to control and automate web browsers reliably for tasks like navigation, form filling, and data extraction.
  • highabout#2
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    An MCP (Multi-Client Protocol) server that enables AI assistants to reliably control and automate web browsers for tasks like navigation, form filling, and data extraction, designed for long-running operations.
  • mediumtopics#3
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-automation, browser-automation, playwright, selenium, puppeteer, llm-tools, ai-agents, web-scraping, claude-plugin, mcp-protocol

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 Saik0s/mcp-browser-use
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. Selenium WebDriver · recommended 1×
  3. Puppeteer · recommended 1×
  4. Browserless · recommended 1×
  5. Cypress · recommended 1×
  • CATEGORY QUERY
    How can I empower an AI assistant to reliably control and interact with web browsers?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. Browserless
    5. Cypress
    6. Beautiful Soup
    7. LangChain

    AI recommended 7 alternatives but never named Saik0s/mcp-browser-use. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework allows AI agents to perform long-duration, persistent web automation tasks?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. Selenium (SeleniumHQ/selenium)
    5. Puppeteer (puppeteer/puppeteer)
    6. AutoGPT (Significant-Gravitas/AutoGPT)
    7. BabyAGI (yoheinakajima/babyagi)
    8. AgentGPT (reworkd/AgentGPT)
    9. Browserless.io

    AI recommended 9 alternatives but never named Saik0s/mcp-browser-use. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 Saik0s/mcp-browser-use?
    pass
    AI named Saik0s/mcp-browser-use explicitly

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

  • If a team adopts Saik0s/mcp-browser-use in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Saik0s/mcp-browser-use 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 Saik0s/mcp-browser-use solve, and who is the primary audience?
    pass
    AI did not name Saik0s/mcp-browser-use — 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?

Embed your GEO score

Drop this badge into the README of Saik0s/mcp-browser-use. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Saik0s/mcp-browser-use.svg)](https://repogeo.com/en/r/Saik0s/mcp-browser-use)
HTML
<a href="https://repogeo.com/en/r/Saik0s/mcp-browser-use"><img src="https://repogeo.com/badge/Saik0s/mcp-browser-use.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Saik0s/mcp-browser-use — 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