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114,918 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 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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  • -
    license
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    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
    9 npm
    3
    MIT
  • F
    license
    A
    quality
    D
    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
    8 npm
    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
    A
    quality
    C
    maintenance
    An MCP server that enables automating Capture One Pro on macOS, providing tools for reading and editing images, managing layers/masks, recipes, and processing with risk-tiered write gating.
    18
    2
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI agents to drive TradingView Desktop, switch through a layout's symbols, and export each chart's rendered image, CSV data, and indicator details to local files, which they can then read in part or crop on demand. It runs jobs in a background process that does not consume agent tokens and keeps only the current day's output, leaving symbol choice, analysis, and use of the data to the caller.
    8
    1
    Apache 2.0
  • 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
    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
  • 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
    Enables AI agents to call tools through a security gateway that intercepts requests, enforces deterministic policy and risk checks, blocks or escalates high-risk actions for human approval, and keeps tool credentials and audit logs protected.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables MCP-capable agents to add, search, edit, archive, and delete locally stored notes over streamable HTTP without using the web UI.
    MIT
  • A
    license
    Not graded
    quality
    A
    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
    378 npm
    19
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides a local MCP interface to query captured, PII-scrubbed prompt telemetry from coding agents and browser chats, enabling time summaries, prompt search, and activity analysis without data leaving the machine.
    9
    MIT
  • A
    license
    A
    quality
    C
    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
    35
    MIT