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116,930 servers. Updated
20 Best AWS MCP Servers: compared and ranked, November 2026Ranked from 838 matching servers on stars, growth, downloads and maintenance. Updated .

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"Comparison of cloud service providers: Google Cloud, AWS, Vercel, Supabase" matching MCP servers:

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  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables MCP clients to search the web and fetch individual pages through two stdio tools, returning ranked results or extracted page content, titles and outbound links. It wraps a hosted, API-key-authenticated service (or a local daemon) with zero runtime dependencies.
    13 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A cloud MCP server providing Tavily-powered tools for web search, extraction, crawling, mapping, and research, with multi-key load balancing, real-time quota tracking, and a web admin panel.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables creating AWS cost estimates through natural language, generating shareable calculator.aws links, and retrieving actual calculated costs via headless Chrome, without requiring AWS credentials.
    152 npm
    8
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    A remote MCP server providing web scraping and URL analysis tools (fetch webpage, extract links, check URL status, analyze text) with static bearer-token authentication and optional OAuth support.
    1
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI assistants to search and retrieve Beninese government services, procedures, and requirements from service-public.bj with real-time data and smart provider routing.
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Tools for AI assistant's deep research: * Google search + webpage reading (incl. JS-rendered pages) * Document & decks analysis * YouTube transcript extraction * Patents + academic paper search * Company and competitors research * Prompts for comprehensive-research, fact-check, summarize-url, news-briefing, patent-portfolio-analysis, competitive-analysis, literature-review, technical-deep-dive
    8
    157 npm
    36
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for Google Search using a logged-in browser profile, delivering personalized, ad-free results with advanced operators and pagination. It also fetches web pages as markdown through the same browser session.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides Google search, URL extraction, and academic paper inline extraction without API keys, enabling search and content retrieval from a single MCP server.
    5
    601 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to perform live Google searches and retrieve structured SERP data including organic results, AI Overviews, People Also Ask, AI Mode answers, news, shopping, and short-video results via eight read-only tools.
    10
    68 npm
    14
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets AI assistants look up any advertiser's Google ads. Search by domain or company name, retrieve ad creatives, and decode text ad content from Google's Ads Transparency Center.
    8
    292 PyPI
    14
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables retrieval of relative search interest, regional breakdowns, related queries, and related topics for search terms, with optional geo, timeframe, category, and search-property filters, and comparison of up to five terms on a shared scale.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to search live hotel and vacation-rental listings with the rate each booking site (Booking.com, Expedia, Agoda, Vrbo, Airbnb and others) is charging, and to pull a three-month daily price calendar for a single property. All results come back as JSON using a user-supplied Apify token, with no Google account or local scraping required.
    3
    1
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A production-ready Model Context Protocol (MCP) server that integrates with the Firecrawl API to give AI assistants the power to scrape, crawl, and search the web.
    3
    -
  • A
    license
    A
    quality
    D
    maintenance
    Multi-session browser MCP server that gives AI agents up to 15 fully-isolated browsers running in parallel. 36 tools including navigation, extraction, network intercept, stealth, and self-improvement. Each session has its own cookies, storage, and fingerprint so agents never collide.
    37
    81 npm
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search places, retrieve place details, reviews, photos, business posts, and contributor review histories from Google Maps through natural language, with no API keys or paid billing required.
    6
    MIT