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How MCP Enables Agentic AI Workflows


Interest in Anthropic’s Model Context Protocol (MCP) is as high as confusion about what it is and why you should use it. In part 1 of this series, I dove deep into MCP — what it is, and what it isn’t. In this article, I’ll take a look at the main reason there’s so much buzz around it: enabling agentic AI workflows.

MCP for Agentic Workflows

A raw large language model (LLM) simply maps inputs to outputs. An agentic LLM system gives the LLM:

  • Tools to act
  • A memory of past steps
  • A way to loop and reason iteratively
  • Optional goals or…



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