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85,190 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,971 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that adds billing and settlement to any MCP server, enabling paid tool calls with configurable pricing, spending limits, and automatic invoicing through the AllScale CLI.
    MIT
  • -
    license
    Not graded
    quality
    C
    maintenance
    Provides AI clients with deterministic Playwright-driven browser control, enabling navigation, interaction, screenshots, and inspection of rendered HTML, computed styles, console diagnostics, and font audits without an embedded LLM or API key.
    -
  • A
    license
    D
    quality
    D
    maintenance
    AI-driven browser automation server that implements the Model Context Protocol to enable natural language control of web browsers for tasks like navigation, form filling, and visual interaction.
    1
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to interact with web browsers using natural language, featuring automated browsing, form filling, vision-based element detection, and structured JSON responses for systematic browser control.
    62
    MIT
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    MCP server enabling LLMs to perform browser tasks via SSE transport, allowing clients like Cursor.ai and Claude to open websites and interact with web content through natural language commands.
    1
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that gives AI agents secure, consent-based access to a single browser tab, supporting read-only snapshots, element interaction with per-action approval, and frozen multi-step plans, all audited.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to automatically inspect and analyze application runtime log files for debugging and troubleshooting. Supports monitoring multiple log directories simultaneously with tools for listing, reading, searching, and paginating through log files.
    8
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context.
    7
    100
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for streaming and searching macOS Console.app and iOS device logs, enabling real-time log access and debugging through natural language.
    14
    6
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Reduces log files to remove noise and duplicate information, cutting tokens by 70-90% for AI agents, preserving only errors, warnings, and unique events.
    52
    MIT