Scrapling MCP Server

Scrapling MCP Server is an adaptive web scraping and crawling framework, exposed as an MCP (Model Context Protocol) server, enabling AI assistants and MCP clients to control real web scraping tasks. It features stealth HTTP fetching, real browser automation, automatic anti-bot bypass (including Cloudflare Turnstile), and advanced adaptive parsing (with CSS/XPath selectors and learning element locations even as sites change). The system supports concurrent, scalable crawls, automatic proxy rotation, pause/resume, and integrates with Python (via Playwright) and various proxy/data partners. It is ideal for data professionals, AI agents, developers, and organizations needing robust, easy-to-integrate web data extraction capabilities.