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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
    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
    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
    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.
    511 npm
    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
    C
    maintenance
    A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.
    68
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to interact with Bentley STAAD.Pro models for tasks like load case definition, data extraction, and property setting through natural language.
    5
    56
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that gives orchestrator agents fine-grained control over interactive Claude Code sessions running inside tmux, enabling mid-session steering, interruption, and token-efficient result extraction.
    15
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to create, modify, and deploy web projects through the AICre8 platform's sandbox environment. It supports project management, code generation, and direct shell command execution for streamlined web development.
    7
    4 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI coding assistants with context optimization tools including targeted file analysis, intelligent terminal command execution with LLM-powered output extraction, and web research capabilities. Helps reduce token usage by extracting only relevant information instead of processing entire files and command outputs.
    5
    17 npm
    63
    TypeScript
    MIT
  • A
    license
    A
    quality
    B
    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
  • F
    license
    B
    quality
    Not graded
    maintenance
    A server that converts Figma designs into pseudo-code structures optimized for LLMs to understand design context, allowing easy extraction of visual elements and code-like representations from Figma files.
    2
    3 npm
    5
    -
  • A
    license
    D
    quality
    D
    maintenance
    A Model Context Protocol server that provides specialized prompt suggestions for backend development, frontend development, and general tasks to help LLMs generate better content.
    6
    2 npm
    1
    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
    D
    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
    D
    maintenance
    Provides hashline-based file editing using line-addressed edits and content hashes for integrity verification. It enables LLMs to perform precise file modifications while ensuring edits are rejected if the file content has changed since the last read.
    13 npm
    9
    MIT
  • 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
    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
    C
    maintenance
    Enables creation and management of persistent REPL sessions for various languages and shells, with web-based monitoring and session recovery capabilities.
    32 npm
    3
    MIT