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112,189 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,794 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
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    maintenance
    Machine-readable detection lookups for SIEM enrichment and AI agents. Query 800+ LOLBAS and GTFOBins binaries plus process parent-child baselines — get risk levels, abuse categories, and MITRE ATT\&CK mappings without embedding data in prompts.
    6
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Relays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.
    3
    4 npm
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    Provides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.
    2
    MIT
  • F
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    Not graded
    quality
    C
    maintenance
    Enables LLMs to perform addition calculations through a stdio-based MCP server with an add_numbers tool and type-safe validation.
    53 npm
    -
  • F
    license
    B
    quality
    D
    maintenance
    An MCP server that enables Claude to learn from user corrections by recording them as persistent rules in CLAUDE.md files. It manages project-specific or global guidelines to ensure the assistant avoids repeating the same mistakes in future sessions.
    2
    4
    -
  • A
    license
    C
    quality
    D
    maintenance
    A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.
    1
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Claude Model Configuration Protocol (MCP) server that provides real-time timezone-aware date and time information.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to read any Windows window as text with coordinates, including control names, roles, clickability, and all on-screen text positions, so even models without vision can understand and act on the desktop. It is read-only, listing windows, finding elements by name, and waiting for text to appear, without clicking, typing, or stealing focus.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Schedule Windows desktop reminders from Claude Desktop using PowerShell and Windows Task Scheduler. Supports one-time and recurring reminders that persist across reboots.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables multi-tier AI-detection screening on academic papers by extracting text from .tex and .docx files, splitting into standard sections, and running a pipeline of statistical and LLM-based analysis.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides a real browser that bypasses bot detection (Cloudflare, Turnstile) for AI agents, enabling navigation, clicking, typing, screenshots, and data collection through MCP tools.
    450 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Lightweight MCP server providing system time tools (current time, date, datetime, time components, unix timestamp) for LLM applications.
    1
    MIT