Tenkai Agent

v.beta

AI-powered web data extraction engine

πŸš€ Welcome to Tenkai Agent BETA! Built to scrape ALL websites globally, but until the full launch, we are starting with a Google Maps demoπŸ“ Ready to unlock the world's data? Let's begin! ✨

Try β‡’ Extract all Hotels in Athens

MCP (Model Context Protocol): Core of AI Tooling Integration

Architecting Interoperability for Large Language Models

Components and Benefits of the Standardized AI Protocol

How MCP Servers Facilitate Contextual AI Workflows

**MCP**, or the **Model Context Protocol**, is an open standard that underpins the seamless integration of AI models, particularly LLMs, with the vast ecosystem of external software and data. It addresses the complexity of direct API integrations by providing a common language for AI to 'understand' and utilize tools and context. An **MCP Server** acts as an intermediary, exposing a tool's capabilities (e.g., a search engine, a database, a local file system) in a standardized format to an **MCP Client** (embedded in an LLM application). This allows LLMs to retrieve real-time information or perform actions based on a user's request, significantly enhancing their utility and reducing development overhead for complex AI workflows. It's a key enabler for context-aware and action-oriented AI systems in 2025. πŸ’‘πŸ› οΈ