Enhance AI agents using predictive ML models with Amazon SageMaker AI and Model Context Protocol (MCP)

出典:Amazon.com

記事の概要

Amazon Web Services has published a guide on enhancing AI agents using predictive machine learning models with Amazon SageMaker AI and the Model Context Protocol (MCP).

  • The approach enables AI agents, such as Anthropic's Claude, to access and invoke custom ML models hosted on SageMaker endpoints.
  • It leverages the Model Context Protocol (MCP) as a standardized way for AI assistants to discover and interact with external tools and services, including predictive ML models.
  • The solution architecture involves an MCP server acting as an intermediary, translating MCP tool definitions and invocations into requests for SageMaker endpoints.
  • This integration allows AI agents to perform tasks like fraud detection, churn prediction, or risk assessment by calling specialized ML models, expanding their real-world utility.