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20 Best Web Scraping MCP Servers: compared and ranked, November 2026Ranked from 2,036 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to access pay-per-call web unlocking, structured extraction, clean scraping, Python sandbox execution, persistent key-value memory, and clearinghouse task bounties, with settlement via Bitcoin Lightning L402 or Base/Solana USDC x402.
    6
    38 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A tool that generates MCP servers for Smithery with Cursor IDE integration, allowing users to quickly create servers from templates such as Basic, Web Search, or Database interactions.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to browse, create, edit, and execute Jupyter notebook cells against local .ipynb files or a running Jupyter Server, including kernel interrupt/restart and notebook export. Outputs (text, tables, PNG images) are written back to the notebook and returned to the conversation.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A self-hosted OAuth MCP server that connects ChatGPT developer mode to an isolated coding workspace for listing and opening projects, reading and editing files, running shell commands, and observing or acting on terminal sessions.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to securely inspect, search, edit, build, and test explicitly authorized local development projects over MCP, with sandboxed filesystem access and sensitive-file protection.
    2
    AGPL 3.0
  • A
    license
    Not graded
    quality
    F
    maintenance
    A secure, container-based implementation of the Model Context Protocol (MCP) that provides sandboxed environments for AI systems to safely execute code, run commands, access files, and perform web operations.
    22
    Apache 2.0
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Provides access to OpenAI's advanced models (including o3) with integrated web search, Python code interpreter, and combined analysis capabilities. Enables users to perform web searches, execute code in sandboxed environments, and combine search with analysis through natural language.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables local code execution via Codex (Luna) through MCP, using ChatGPT Web conversations as a planner. Provides file, terminal, and code execution tools while keeping long-running jobs manageable.
    16
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive local offline MCP server with over 300 tools for file operations, office documents, PDFs, code execution, databases, web browsing, memory, and cognitive functions, designed to work offline except for web search and email.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    This server enables running a Model Context Protocol in a web browser with functionalities including arithmetic operations and session-based key-value storage.
    41
    ISC
  • A
    license
    Not graded
    quality
    D
    maintenance
    A demonstration .NET 8 Web API that implements the Model Context Protocol with basic authentication. Provides sample tools for time retrieval, echo functionality, and basic arithmetic calculations through RESTful endpoints.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A unified MCP server providing AI agents with 40+ developer APIs including geolocation, crypto prices, DNS lookup, and web scraping. Enables natural language access to various tools through a single gateway.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an AI assistant to invoke local file operations, multi-engine web search, weather, system commands, developer utilities, and code execution over MCP, and includes a web dashboard for managing endpoints, testing tools, and viewing live logs.
    61 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A collection of custom MCP servers providing various AI-powered capabilities including web search, YouTube video analysis, GitHub repository analysis, reasoning, code generation/execution, and web crawling.
    2
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables execution of code in a sandbox environment with integrated web search capabilities. Provides a basic framework for running code safely, primarily designed for AI agents and research applications.
    13
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables executing arbitrary code and Postman collections in isolated Docker sandboxes via an MCP server, with a real-time web dashboard for management.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A dynamic tool management platform that allows creating, editing, and executing Python code tools via a web UI, exposing them as MCP tools through Streamable HTTP.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Extends VS Code Copilot with MCP tools for persistent semantic memory, code indexing and RAG search, sandboxed Python/shell execution, web fetch/search, dynamic tool management via a web UI, and structured multi-step reasoning.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    NexusAPI provides a suite of 18 compute tools for AI agents, including web scraping, sandboxed Python code execution, and NLP processing. It enables agents to perform complex tasks like sentiment analysis, image manipulation, and data extraction through a unified interface.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server implementation that provides a standardized interface for interacting with Spiral's language models, offering tools to generate text from prompts, files, or web URLs.
    17
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that executes TypeScript/JavaScript code in a sandboxed Bun environment with permission-based security controls, code snippets, and a web management UI.
    -