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Technical implementation · AI Search Infrastructure

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Definition

Model Context Protocol (MCP) is an open standard developed by Anthropic that defines how AI models connect to external data sources, tools, and services. It provides a standardized interface for AI systems to retrieve context from databases, APIs, and applications in real time. MCP is infrastructure — it is the mechanism that allows AI assistants to reach into external systems to retrieve current, specific information rather than relying solely on training data. As MCP adoption grows, brands with structured, accessible data sources become more retrievable by AI agents operating through MCP-connected tools. Understanding MCP is increasingly relevant for enterprise brands thinking about AI discoverability beyond public web content.

Agentic search

RAG

Retrieval pipeline

AI Crawler

AI Search Ecosystem

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