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97,619 servers. Updated
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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  • A
    license
    A
    quality
    D
    maintenance
    MCP server that enables accessing Jira and Confluence using browser cookies captured via a Chrome extension, avoiding the need for API tokens or browser automation. It wraps the mcp-atlassian toolset and works with Atlassian Cloud and Server/Data Center behind SSO.
    1
    GPL 3.0
  • A
    license
    B
    quality
    B
    maintenance
    MCP server for on-premises Azure DevOps that lets AI assistants browse repositories, review pull requests, manage work items, and interact with wikis, with NTLM authentication support.
    36
    73 PyPI
    4
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Bridges a local AI agent to a Colab session in the browser, enabling code execution and file operations through the Model Context Protocol.
    9
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    A calculator-focused MCP server template with tools, resources, and prompts built on NitroStack.
    22
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    A starter template for building calculator-focused MCP servers using NitroStack, including tools, resources, and prompts.
    6
    34 npm
    -
  • F
    license
    A
    quality
    D
    maintenance
    A calculator-focused MCP server built with NitroStack, providing tools, resources, and prompts for arithmetic operations.
    14
    -
  • A
    license
    A
    quality
    D
    maintenance
    Bridges a local agent to a Colab session in the browser, enabling seamless interaction with Colab from local clients.
    1
    1,148
    Apache 2.0
  • F
    license
    B
    quality
    B
    maintenance
    A calculator-focused MCP server for learning NitroStack fundamentals, providing tools, resources, and prompts for basic arithmetic operations.
    10
    -
  • F
    license
    B
    quality
    D
    maintenance
    Minimal calculator-focused MCP server with tools, resources, and prompts using TypeScript and Zod validation.
    2
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A calculator-focused MCP server with tools, resources, and prompts for basic arithmetic operations.
    -
  • A
    license
    A
    quality
    C
    maintenance
    A personal memory engine and MCP server that stores durable facts in markdown files managed via git, enabling hybrid search (lexical + semantic) through an MCP interface for persistent context across LLM sessions.
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Sandboxed Python execution with automatic dependency management. Executes Python scripts in isolated environments (bubblewrap or Docker) with PEP 723 inline dependencies, preventing host pollution.
    3
    35 PyPI
    1
    MIT