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81,811 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

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    maintenance
    An MCP server that uses headless Chromium (Puppeteer) to capture pixel-perfect screenshots and extract DOM from URLs, with LLM-friendly step-based workflows.
    2
    22
    3
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    MCP server for viewing Docker container logs on a remote VPS via SSH.
    5
  • A
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    A
    quality
    D
    maintenance
    An MCP server for tailing Re.Pack/Rspack dev server logs. Enables AI assistants to query build logs, find errors, and monitor compilation status.
    5
    18
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to analyze ROS2 log files across multiple nodes by merging them into a unified timeline and providing smart query tools, without requiring ROS2 installation.
    11
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Integrates SAM.gov, USASpending.gov, and Tango APIs to enable natural language queries for federal procurement and spending data, providing both human-readable and structured JSON outputs.
    7
    34
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to search and analyze SAP Commerce Cloud (CCv2) runtime logs via OpenSearch Dashboards using a session cookie, providing read-only tools for full-text search and error aggregation.
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for querying and analyzing logs from VMware Aria Operations for Logs, enabling log search, incident detection, and vROps correlation.
    6
    4
    MIT
  • A
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    A
    quality
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    maintenance
    Enables LLMs to explore and analyze UK Government BEIS inspect_ai evaluation logs directly from tools like Claude Code and Cursor. It provides capabilities to list logs, view evaluation summaries, and inspect conversation histories for specific samples.
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents to fetch, tail, and clean Salesforce Commerce Cloud log files in real-time, with dynamic workspace resolution for seamless switching between multiple SFCC instances.
    13
    16
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Agent-native browser control MCP server that enables AI agents to browse and interact with web pages via accessibility tree snapshots and ref ID-based commands.
    15
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Gives AI agents a compact, semantic interface to the browser, returning structured page snapshots with stable element IDs instead of raw DOM. Enables agents to navigate, interact, and extract information from web pages efficiently.
    26
    18
    15
    MIT
  • F
    license
    A
    quality
    Not graded
    maintenance
    Enables two-way communication between Claude and Slack for posting messages, managing threads, and handling files. It specifically supports asynchronous workflows by allowing Claude to poll for remote user replies and send task notifications.
    9