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19 Best Browser Automation MCP Servers — compared and ranked, August 2026Ranked from 2,623 matching servers on stars, growth, downloads and maintenance. Updated .

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  • Flag MCP

    the-nine-nation
    A
    license
    A
    quality
    D
    maintenance
    Enables human-in-the-loop interaction for AI coding workflows through native desktop dialogs that present route choices, text input, and image annotation capabilities when AI assistants encounter decision points.
    1
    2
    MIT

  • mcp-python-exec-sandbox

    lu-zhengda
    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
    1
    MIT

  • DateTime-LocalMCPServer

    VikasPrajapati1998
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server built with FastMCP that provides tools for retrieving the current local date and time. It allows LLMs to access precise temporal information directly from the host environment.
    9
    MIT

  • gitea-mcp

    werebear73
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that enables AI assistants to read, create, and manage issues, repositories, and releases on Gitea, Forgejo, or Codeberg instances via personal access tokens.
    21
    MIT

  • EMS MCP Server

    mattsq
    A
    license
    A
    quality
    C
    maintenance
    Provides LLM access to the Event Monitoring System (EMS) API for comprehensive flight data analytics and monitoring. It enables users to query flight records, retrieve time-series analytics, and explore aircraft assets or database hierarchies.
    10
    MIT

  • atlassian-browser-mcp

    tinyc0der
    A
    license
    A
    quality
    B
    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

  • amrita-companion-mcp

    aksharasuresh05-rgb
    F
    license
    A
    quality
    C
    maintenance
    A minimal NitroStack starter template with a calculator module including tools, resources, and prompts for learning MCP server fundamentals.
    4

  • CampusMind-AI

    Maheshdayyala
    A
    license
    A
    quality
    B
    maintenance
    A calculator-focused MCP server template with tools, resources, and prompts built on NitroStack.
    22
    MIT

  • pathpilot-mcp-server

    Godofdeath1709
    F
    license
    A
    quality
    C
    maintenance
    A starter template for building calculator-focused MCP servers using NitroStack, including tools, resources, and prompts.
    6
    46

  • Trade-engine-MCP

    6002aravind-cyber
    F
    license
    A
    quality
    C
    maintenance
    A calculator-focused MCP server built with NitroStack, providing tools, resources, and prompts for arithmetic operations.
    14

  • vibe-finance-kit

    dandacompany
    A
    license
    A
    quality
    B
    maintenance
    Provides read-only investment research and audit tools for validating ETF snapshots, comparing ETF structures, and auditing backtest reports, while strictly excluding any order or trading capabilities.
    4
    MIT

  • NitroStack Calculator MCP

    Rookie-1207
    F
    license
    B
    quality
    C
    maintenance
    A minimal MCP server template for learning NitroStack, featuring a calculator module with tools, resources, and prompts for arithmetic operations.
    4
    46

  • NitroStack Calculator MCP

    harinie-4466
    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

  • my-mcp-server

    kcbabo
    F
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server built with FastMCP that enables dynamic tool loading and configuration from individual Python files. It provides a flexible framework for automatically discovering, testing, and running tools via Stdio or HTTP transport modes.
    1