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76,924 servers. Updated
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:

  • 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

  • Web Researcher MCP

    zoharbabin
    A
    license
    A
    quality
    A
    maintenance
    MCP server for AI-powered web research — search (Google, Brave, Serper, SearXNG), scrape any page, extract PDFs/DOCX/YouTube transcripts, academic & patent search. Single Go binary. Works with Claude, Cursor, Copilot, and any MCP client.
    25
    52
    MIT

  • perplexity-web-mcp

    quequiere
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that enables AI assistants to perform web searches on Perplexity.ai using browser automation instead of an official API. It supports persistent authenticated sessions and returns search results along with cited sources directly to the client.
    3
    34
    8
    MIT

  • material-web-mcp

    shanthropic
    A
    license
    A
    quality
    C
    maintenance
    Provides programmatic access to Material Web documentation and components for AI agents, enabling documentation search, template generation, and HTML validation.
    7
    16
    1
    MIT

  • japan-real-estate-intel

    sugukurukabe
    A
    license
    A
    quality
    A
    maintenance
    | 地価トレンド予測 | 新宿区の5年後地価をAI予測。CAGR・投資シグナル付き | | 企業立地需要分析 | 名古屋市中区のオフィス・工場需要スコアを算出 | | ファミリー向け適性評価 | 横浜市西区の教育・安全・医療スコアを総合評価 | | ポートフォリオ最適化 | 東京・大阪・埼玉の3エリアに投資配分を最適化 | | What-If シナリオ分析 | 大阪市中央区で新駅開設シナリオを試算 | | 店舗出店適地評価 | 福岡市博多区の人流・商業施設・交通データで出店適性を判定 |
    2
    38
    79
    1
    AGPL 3.0

  • codex-mcp-tool

    x51xxx
    A
    license
    B
    quality
    C
    maintenance
    MCP server connecting Claude/Cursor to Codex CLI, enabling code analysis via @ file references, multi-turn conversations, sandboxed edits, and structured change mode.
    13
    201
    23
    MIT

  • The Web MCP

    bright-cn
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to access real-time web data through search, markdown scraping, and browser automation while bypassing anti-bot protections. It provides tools for web research, e-commerce monitoring, and data extraction from across the globe.
    4
    6,103
    6
    MIT

  • cortex-mcp

    j0hanz
    A
    license
    A
    quality
    D
    maintenance
    Enables multi-level reasoning with configurable depth levels, session-based state management, structured thought input, and real-time trace resources.
    1
    107
    1
    MIT

  • PTY MCP Server

    almahdi
    A
    license
    A
    quality
    D
    maintenance
    A TypeScript-based server that enables programmatic management of pseudo-terminal sessions. It allows users to spawn, control, and interact with terminal processes in real-time through the Model Context Protocol.
    5
    19
    AGPL 3.0

  • Tap

    LeonTing1010
    A
    license
    A
    quality
    B
    maintenance
    The interface protocol for AI agents. 8 kernel primitives + 16 stdlib operations to operate any interface. Forge once, run forever — zero AI at runtime. 81 skills across 41 sites.
    11
    14
    MIT

  • Paradex MCP Server

    tradeparadex
    A
    license
    A
    quality
    C
    maintenance
    A bridge between AI assistants and the Paradex perpetual futures trading platform for managing accounts, vaults, and orders. It enables users to retrieve real-time market data, monitor positions, and execute trading strategies through the Model Context Protocol.
    33
    2
    MIT
  • @1claw/mcp by 1clawAI

    @1claw/mcpofficial

    1clawAI
    A
    license
    A
    quality
    B
    maintenance
    MCP server for secure, just-in-time secret retrieval from 1claw vault and malicious content inspection, enabling AI agents to access secrets and security analysis.
    1
    702
    2
    MIT

  • Weather Pro

    swwayam
    F
    license
    A
    quality
    C
    maintenance
    A production-grade MCP server that provides real-time weather data and demonstrates the complete MCP protocol surface including tools, resources, prompts, and structured output.
    2
    2

  • superFetch MCP Server

    j0hanz
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.
    1
    314
    MIT

  • MCP Agentic Framework

    Piotr1215
    F
    license
    A
    quality
    C
    maintenance
    A communication framework that enables multiple AI agents to collaborate through asynchronous messaging, agent registration, and discovery. It facilitates complex task coordination and real-time discussion across distributed agent workflows using the Model Context Protocol.
    9
    11

  • polymarket-trader-mcp

    demwick
    A
    license
    A
    quality
    C
    maintenance
    Trade, analyze, and automate Polymarket prediction markets via AI. 34 tools for direct trading, smart money flow, copy trading, backtest, and portfolio management.
    48
    281
    14
    MIT

  • temporal-mcp-server

    jordanburke
    A
    license
    A
    quality
    A
    maintenance
    MCP server for time, timezone, and duration operations. Enables getting current time in any timezone, converting timestamps between timezones, adding/subtracting ISO-8601 durations, and computing time between two timestamps.
    5
    1
    MIT