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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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"Accessing a browser programmatically to capture snapshots and logs" matching MCP servers:

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  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to extract video frames at configurable FPS and compose them into grid sheets for multimodal LLMs, with support for video download, HLS streams, and job management via MCP tools.
    2
    Apache 2.0
  • -
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables reading Docker container logs and stats from remote servers via SSH, supporting container listing, log retrieval, stats, inspection, and Docker Compose logs.
  • A
    license
    A
    quality
    D
    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
    license
    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
    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
    license
    A
    quality
    D
    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
    B
    quality
    D
    maintenance
    Enables querying Azure Application Insights logs by order number through natural language. Provides secure access to Azure Monitor logs with comprehensive error handling and rate limiting.
    1
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables a secure append-only write service for mobile ChatGPT captures, storing text, voice transcriptions, and attachments as new files in a private GitHub KnowledgeHub repository without overwriting or deleting existing content.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables evidence-grade capture of web pages as screenshots, PDFs, or HTML, returning a signed artifact URL, SHA-256 digest, timestamp, and optional public evidence page for attestation.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Reliable, scalable browser infrastructure for AI agents. Route, pool, and failover across any browser provider. 8 built-in browser tools using raw Chrome CDP - navigate, screenshot, snapshot, interact, evaluate. Zero-config with auto Chrome detection & concurrent sessions support
    799
    8
    MIT