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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

  • 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

  • Error Debugging MCP Server

    firozanam
    A
    license
    Not graded
    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.
    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

  • Perplexity Tool for Claude

    letsbuildagent
    A
    license
    C
    quality
    F
    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

  • Time MCP

    samay58
    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

  • prompt-time

    RyanJamesStewart
    A
    license
    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

  • mcp-ai-detection

    carminelau
    A
    license
    Not graded
    quality
    B
    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

  • Real Browser MCP

    qxZap
    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.
    71
    MIT

  • time-mcp

    DochertyDev
    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

  • Fraud Detection MCP

    liatdavid2
    F
    license
    Not graded
    quality
    B
    maintenance
    AI-powered fraud detection and investigation platform that exposes tools for querying, scoring, and investigating financial applications using LangGraph, MLflow, and SQLite in-memory.

  • fraud-detection-risk-status

    ankitanaik13
    F
    license
    Not graded
    quality
    C
    maintenance
    Exposes account risk status from a fraud detection pipeline, returning risk scores, flagged transaction history, and LLM-generated explanations via the get_account_risk_status tool.

  • 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