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Manage Amazon SageMaker HyperPod clusters with the new Amazon SageMaker AI MCP Server

Published
November 25, 2025
https://aws.amazon.com/about-aws/whats-new/2025/11/manage-amazon-sagemaker-hyperpod-clusters-mcp-server/

Amazon SageMaker AI MCP Server Updates

The Amazon SageMaker AI MCP Server now supports tools to setup and manage HyperPod clusters, streamlining model development tasks such as training, fine-tuning, or deployment across AI accelerators. This enhancement empowers AI coding assistants to provision and operate AI/ML clusters for model training and deployment.

Key Features

  • Enhanced AI-assisted application development with a standard interface for AI code assistants.
  • Tools for end-to-end AI/ML cluster operations, from initial setup to ongoing management.
  • Fully optimized clusters for high-performance distributed training and inference workloads.
  • Comprehensive tools for cluster and node management, including scaling operations and maintenance tasks.
  • Integration with AWS API MCP Server, AWS Knowledge MCP Server, and Amazon EKS MCP Server for complete coverage of SageMaker HyperPod APIs.

What to do

Source: AWS release notes




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