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19 Best Browser Automation MCP Servers — compared and ranked, August 2026Ranked from 2,623 matching servers on stars, growth, downloads and maintenance. Updated .

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"A tool for real-time error detection in web browsers" matching MCP servers:

  • agentic-detection-lookups

    detection-forge
    A
    license
    A
    quality
    C
    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

  • Real-time Stock MCP Service

    DannyWongIsAvailable
    A
    license
    A
    quality
    C
    maintenance
    Provides real-time stock market data and analysis from Chinese markets through 34 MCP tools, including K-line charts, technical indicators, fundamental analysis, financial metrics, and market insights without requiring authentication or API tokens.
    34
    53
    MIT

  • Real Time News Data MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    D
    maintenance
    Enables access to real-time news articles through search, topic headlines, full story coverage, and geo-based local news across multiple countries and languages using the Real Time News Data API.
    7
    MIT

  • MCP Error Relay

    purelledhand
    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
    9
    MIT

  • es-error-lens

    TerraCo89
    A
    license
    A
    quality
    C
    maintenance
    Enables LLM agents to search and analyze Elasticsearch logs for errors, detect recurring patterns, analyze error-rate trends, and retrieve full trace context through MCP tools.
    6
    MIT

  • Claude Error Collector

    henningziech
    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

  • time-mcp

    yokingma
    A
    license
    B
    quality
    D
    maintenance
    Giving LLMs Time Awareness Capabilities. Empower your LLMs with time awareness capabilities. Access current time, convert between timezones, and get timestamps effortlessly. Enhance your applications with precise time-related functionalities.
    6
    1,014
    69
    MIT

  • mcp-chinese-time

    wyl116
    A
    license
    A
    quality
    B
    maintenance
    MCP server for parsing Chinese fuzzy time expressions (e.g., '昨天', '下午3点', '中秋节') into standard datetime formats.
    1
    MIT

  • scratchpad-tool

    default-anton
    A
    license
    A
    quality
    F
    maintenance
    A Model Context Protocol server that provides a scratchpad tool for LLMs to organize thoughts, take notes, and plan approaches to complex problems.
    1
    5
    1
    MIT

  • Korea Real Estate MCP

    tae0y
    A
    license
    A
    quality
    A
    maintenance
    Connects to Korea's MOLIT real estate API to provide 14+ tools for live transaction data and financial scenarios like buy now, buy later, or invest only based on income and savings.
    16
    367
    MIT

  • chuk-mcp-time

    IBM
    A
    license
    A
    quality
    C
    maintenance
    Provides high-accuracy time information by querying multiple NTP servers for consensus time, and comprehensive timezone support using IANA tzdata for conversions, DST handling, and clock drift detection independent of system time.
    7
    3
    Apache 2.0

  • MCP Time Server

    mcpcentral-io
    A
    license
    A
    quality
    F
    maintenance
    MCP server providing various date/time functions including current time, timezone conversion, and relative time calculations. Supports both local stdio and remote HTTP access via Cloudflare Workers.
    6
    322
    2
    MIT

  • real-estate-ai

    CSOAI-ORG
    A
    license
    A
    quality
    C
    maintenance
    Enables AI-powered real estate analysis with built-in EU AI Act compliance, providing a production-ready MCP server for property insights and governance.
    1
    MIT