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One MCP Server for Six AWS Inference Backends: Bedrock, SageMaker, GPUs, Inferentia and Trainium

This story is from 2026-10-13. It is preserved in the archive; the latest stories are on the live feed.

This article provides a step by step guide to the MCP server that operates a six-backend inference demo on AWS: Amazon Bedrock, a SageMaker endpoint, vLLM on EC2 g6 and g5g, and Gemma 4 on Inferentia2 and Trainium. A suite of eight Python MCP tools lists, launches, health-checks, reads the logs of,…

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  1. 2026-10-13 03:04 · DEV Community — AI
    One MCP Server for Six AWS Inference Backends: Bedrock, SageMaker, GPUs, Inferentia and Trainium

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