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77,171 servers. Updated
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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"A Python-based server for browser automation" matching MCP servers:

  • 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

  • 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

  • CodeQL LSP MCP Server

    flyfei-cmd
    A
    license
    A
    quality
    C
    maintenance
    Provides CodeQL language intelligence to AI agents via MCP, enabling completions, hover, definitions, references, diagnostics, formatting, and in-memory file updates for QL code.
    7
    MIT

  • Subscription Sniper — AI Agent

    anmka-j
    F
    license
    A
    quality
    C
    maintenance
    An MCP-powered AI agent that audits your Gmail for recurring subscriptions, detects silent price increases, and flags unused services.
    6

  • Apps Script MCP

    sam-ent
    A
    license
    B
    quality
    B
    maintenance
    Enables users to create, manage, and execute Google Apps Script projects through natural language. It provides comprehensive tools for code editing, function execution, deployment management, and monitoring script processes.
    50
    10
    MIT

  • 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

  • NitroStack Calculator MCP

    Tarika06
    F
    license
    C
    quality
    C
    maintenance
    A minimal MCP server template for learning NitroStack fundamentals, featuring a calculator module with tools, resources, and prompts.
    9
  • actors-mcp-server by apify

    actors-mcp-serverofficial

    apify
    A
    license
    A
    quality
    A
    maintenance
    Use 3,000+ pre-built cloud tools from Apify, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
    10
    17,539
    4,711
    MIT

  • App Store MCP Server

    LaurMost
    A
    license
    A
    quality
    A
    maintenance
    An open-source MCP server for live Apple App Store competitor research, enabling AI agents to search apps, fetch metadata, compare competitors, and retrieve reviews and top charts as structured JSON.
    7
    MIT

  • wasmagent-mcp-server

    WasmAgent
    A
    license
    A
    quality
    A
    maintenance
    Code-mode MCP server (docs_search + execute_code two-tool surface) backed by a unified capability manifest across three sandbox kernels (in-process node:vm, WASM via QuickJS / Pyodide / Wasmtime, and remote microVM via E2B / Cloudflare Sandbox). At N=30 tools the bootstrap-context cost drops to 13.6% of direct tool-use. Apache-2.0.
    2
    5
    Apache 2.0

  • Artefact Revenue Intelligence

    fastmcp-me
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides AI agents with ICP Triangulation Framework™ for scoring prospects across firmographics, behaviors, and growth signals, plus RFM analysis and pipeline health scoring, with optional HubSpot integration.
    3
    Business Source 1.1

  • OpenSCAD MCP Server

    quellant
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to render 3D models from OpenSCAD code, generating single views or multiple perspectives with full camera control. Supports animations, custom parameters, and returns base64-encoded PNG images for seamless integration.
    15
    127
    MIT
  • KumoRFM MCP Server by kumo-ai

    KumoRFM MCP Serverofficial

    kumo-ai
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to query KumoRFM for predictive analytics on relational data, including graph management, natural language to PQL conversion, and training-free predictions.
    12
    33
    MIT

  • MyMCP

    Sadivo
    F
    license
    A
    quality
    D
    maintenance
    Provides tools for Synology NAS operations (login, file management) and Chrome browser history/bookmark retrieval.
    4