New agent skill: Amazon SageMaker optimized generative AI inference for your coding agent
AWS launches MCP skill giving coding agents SageMaker inference optimization expertise
“Install the skill, and your existing agent can benchmark endpoints, recommend deployment configurations, compare performance runs, and generate executable SageMaker Python SDK v3 code on your behalf.”
Amazon Web Services released an `aws-ai-ml` skill for the Agent Toolkit for AWS, compatible with any MCP-enabled coding agent including Claude Code, Kiro, and Codex. The skill turns general-purpose coding agents into SageMaker inference optimization specialists capable of benchmarking endpoints and generating deployment code. This is a notable example of cloud providers packaging infrastructure expertise as MCP skills to extend AI coding assistants.