Skip to main content
Glama
95,516 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,477 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Tools for Enhancing Browser Functionality or Performance" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.
    62 npm
    1
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides OpenRouter model pricing data, enabling price lookups, trending/cheapest lists, and model searches without an API key.
    -
  • F
    license
    A
    quality
    C
    maintenance
    An MCP server that enables querying performance review periods, records, details, and saving self-assessment drafts without final submission.
    4
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    AutomateLab SEO Performance combines search and analytics data into clear actions for each URL. Find content to refresh and track results from your MCP client. Product and documentation: https://automatelab.tech/products/mcp/seo-performance-mcp/
    9
    58 npm
    3
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables web performance analysis using Google PageSpeed Insights and Chrome UX Report APIs, providing compact metrics and diagnostics without local browser automation.
    5
    8 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides live wait times and office details for all 60 Oregon DMV field offices by scraping the ODOT website, with no authentication required.
    3 npm
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    A Python-based MCP server that analyzes PostgreSQL query plans, suggests indexes, and checks pagination safety to help optimize database performance.
    -
  • F
    license
    B
    quality
    D
    maintenance
    Enables comprehensive analysis of AWS Lambda performance including cold start tracking, memory utilization monitoring, cost analysis, and optimization recommendations. Provides real-time metrics, comparative analysis across multiple functions, and actionable insights to improve Lambda performance and reduce costs.
    8
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive, AI-powered performance analysis and monitoring platform for OpenShift/Kubernetes clusters. This project provides Model Context Protocol (MCP) servers for analyzing etcd, network, and OVN-Kubernetes components with deep performance insights, automated root cause analysis, and actionable recommendations.
    1
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    MCP server that exposes tools to route natural language queries to typed IDs, describe catalog entries, and list repository verification commands for the m-dev-tools organization.
    3
    AGPL 3.0
  • A
    license
    B
    quality
    F
    maintenance
    A headless browser MCP server that allows AI agents to fetch web content and perform Google searches without API keys, supporting various output formats like Markdown, JSON, HTML, and text.
    2
    24
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that wraps sendblue-browser-use's HTTP API, providing tools to control a stealth-patched Chromium browser with persistent sessions, navigation, screenshots, and script execution.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Read-only observation of a single live URL: parses static HTML to report security posture, forms, links, accessibility signals, and leaks, with described fixes. SSRF-gated and safe, never executes JavaScript.
    92 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that lets agents drive your real Chrome browser with existing logins and sessions via an outbound-only WebSocket extension. It exposes Playwright-compatible browser tools for navigation, clicking, typing, and snapshots.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.
    21 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude Agent SDK agents to safely operate a remote user machine via a WebSocket tunnel, providing six client__* MCP tools with path fencing and phase-switch adjudication.
    MIT