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117,317 servers. Updated
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 MCP-capable agents to perform local web research under a declared plan with session budgets, user-approved limit extensions, and guardrails for safe searching, page fetching, content extraction, and audit logging.
    4
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    An unofficial MCP server that lets MCP clients like Codex operate the ChatGPT web interface through a persistent browser, enabling prompt writing, file uploads, message sending, and reading complete responses without using the ChatGPT API.
    27
    18
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    A local Python WebSocket bridge and browser extension that securely connects web AI chats to local Model Context Protocol (MCP) servers. It enables web-based AIs to execute local tools with granular permission controls, providing the same powerful tool and system access typically exclusive to desktop agent harnesses like DeepSeek Harness, Claude Code, Codex and more.
    4
    10
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables web search for the pi coding agent using z.ai GLM native search with a DuckDuckGo fallback.
    23,626 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP-capable AI harnesses to interact with DeepSeek Web using an authenticated browser session, supporting prompts, deep think, search, image recognition, file attachments, and local SKILL.md injection.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Bridges a selected browser tab's native WebMCP tools to remote MCP clients through a self-hosted Cloudflare Worker, enabling tool discovery and invocation with session-scoped authentication and per-page trust controls.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Pluggable local agent capability hub that gives web-based DeepSeek local Agent capabilities (MCP/file operations/skills/desktop automation) and lets local agents reuse the same tools.
    13
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server for automated interaction with Gemini's web interface using Playwright and LangGraph, enabling task execution, deep research, file uploads, chat management, and dynamic selector verification via MCP tools.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients that lack built-in search — such as Claude Code through Bedrock or local LLM clients — to run web queries against Amazon's operated search index via a Gateway deployed in your own AWS account, with queries never leaving AWS and citation URLs preserved. Supports IAM/SigV4, Cognito, and API key authentication, per-gateway rate limits, IP and domain restrictions, and result filtering by domain and publication date.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to interact with any website at sub-second speeds by replaying cached JSON/GraphQL API routes, auto-discovering endpoints through CDP network sniffing, and falling back to token-efficient Markdown or accessibility-tree extraction. It also syncs local Chrome session cookies to bypass login walls and keeps responses under 1,000 tokens.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables Claude Code to browse and import conversations from a user's claude.ai account, making mobile chat history available in the editor. Includes tools to list, read, and save web conversations locally.
    4
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables MCP clients like Codex to operate chatgpt.com through a dedicated persistent browser profile, allowing chat creation, project management, prompt submission, file uploads, and response reading without using the ChatGPT API.
    33
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables LLMs to discover and invoke generated API actions as MCP tools and read context through MCP resources for list and get-by-id operations. It provides HTTP-based MCP access for clients such as Cursor and Claude without extra glue code.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to delegate simple text subtasks such as summarising, translating, classifying, extracting, and reformatting to free web AIs through the user's own Edge/Chrome browser, returning only plain-text answers to save the main model's context and tokens.
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables coding agents to drive a real Playwright-backed browser session, navigating, observing, interacting, and capturing proof on web pages via MCP tools across stdio and Streamable HTTP transports.
    15
    2
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Worker that turns any URL into agent-callable MCP tools, plus a Chrome extension, open-source adapters, and SDKs. On top of that sits an independent A–F trust graph for the whole MCP ecosystem
    8
    MIT