Official MCP Server for Thordata - Give your AI Agents real-time web scraping superpowers.
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# Thordata MCP Server **Give your AI Agents real-time web scraping superpowers.** [](https://www.python.org/downloads/) [](https://opensource.org/licenses/MIT) [](https://badge.fury.io/py/thordata-mcp-server) A production-ready MCP (Model Context Protocol) server that provides AI agents with powerful web scraping capabilities. Optimized for LLM-friendly interactions with comprehensive error handling, batch operations, and intelligent tool selection. ## ✨ Features ### 🎯 Core Capabilities - **🔍 Search Engine Tools**: High-level web search with LLM-friendly results - `search_engine`: Single-query search with light JSON results - `search_engine_batch`: Batch search with concurrent processing - Supports Google, Bing, Yandex with pagination - **🌐 Universal Web Scraper**: Extract content from any webpage - `unlocker`: Universal page unlocking with JS rendering & anti-bot handling - `unlocker_batch`: Batch scraping with error isolation - Output formats: HTML, Markdown, PNG - Smart error handling for HTTP status codes - **🤖 Browser Automation**: Full browser-level scraping - `browser`: Navigate and capture ARIA/DOM snapshots - JavaScript rendering support - Filtered accessibility tree for AI-friendly output - **🧠 Smart Scraping**: Intelligent tool selection - `smart_scrape`: Auto-selects best scraper (SERP, Web Scraper, Unlocker) - Automatic fallback to universal scraper - Structured data extraction when available - **📊 SERP API**: Low-level search result scraping - `serp`: Advanced SERP operations with full parameter control - Batch search support - Multiple output formats ### 🚀 Key Highlights - **✅ Production Ready**: 100% test coverage with comprehensive error handling - **🎯 LLM Op…
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