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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,678 matching servers on stars, growth, downloads and maintenance. Updated .

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    maintenance
    MCP server for executing Databricks SQL queries and comparing table data, supporting CLI and VS Code integration.
    1
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables MCP clients that lack built-in search — such as Claude Code through Bedrock or local LLM clients — to run web queries against Amazon's operated search index via a Gateway deployed in your own AWS account, with queries never leaving AWS and citation URLs preserved. Supports IAM/SigV4, Cognito, and API key authentication, per-gateway rate limits, IP and domain restrictions, and result filtering by domain and publication date.
    MIT
  • F
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    Not graded
    quality
    D
    maintenance
    A remote MCP server deployed on Cloudflare Workers with OAuth, enabling tools like math operations and integration with Claude Desktop via SSE.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    A template for deploying and monetizing MCP servers on Apify, supporting stdio and streamable HTTP transports with authentication and pay-per-event billing.
    34 npm
    -
  • A
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    quality
    C
    maintenance
    A tool that allows deployment of a Model Context Protocol server on Cloudflare Workers without authentication requirements, enabling users to create and use custom AI tools via the Cloudflare AI Playground or Claude Desktop.
    7 npm
    ISC
  • A
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    Not graded
    quality
    D
    maintenance
    A powerful MCP server for Supabase that provides interactive tools and React widgets for exploring and querying your Supabase database.
    6,247,394 npm
    20
    MIT
  • F
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    quality
    D
    maintenance
    Enables managing OVHcloud Web Hosting services via Model Context Protocol, providing tools to list, configure, and manage hosting resources through natural language.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Publishes static sites to Drop2Run from an AI agent: hand it files written in the chat or a folder on disk, and it returns a live HTTPS URL. Six tools — publish_files, publish_dir, list_sites, delete_site, and login / login_code — with no git, no build step and no repository.
    7
    1
    MIT
  • F
    license
    C
    quality
    D
    maintenance
    A modern AI service proxy that enables interaction with multiple AI providers (Anthropic Claude, OpenAI) through a unified API, deployed globally using Cloudflare Workers.
    5
    34 npm
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables secure, read-only querying of Google BigQuery datasets through a stateless MCP server with OAuth 2.1 authorization, designed for integration with Atlassian Rovo.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    MCP server that converts hardware specs into Azure price quotes using live Azure Retail Prices API. Provides tools to propose VM flavors, get full quotes with disk and reservation options, and batch-analyze RVTools exports.
    MIT