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MCP-Bridge
AI & MLClaude Desktop Guide

Amazon SageMaker Service Claude Desktop Integration

This guide explains how to configure Claude Desktop (Mac and Windows) to use the Amazon SageMaker Service API through the Model Context Protocol (MCP). The integration exposes 10 API endpointsas callable tools inside Claude's chat interface, including AddAssociation, AddTags, AssociateTrialComponent, and more. No API keys or credentials are needed — setup takes approximately 30 seconds. The server runs locally via npx and communicates over STDIO transport. Paste the JSON configuration below into your claude_desktop_config.json file to get started.

Integration Specs

ClientClaude Desktop
Runtimenpx
AuthenticationNone
Setup Time~30 sec

Setup Instructions

1

Open Claude Settings

Launch Claude Desktop, open Settings (click your profile) → Developer → click 'Edit Config'.

2

Locate configuration file

This opens your local 'claude_desktop_config.json' file in your system editor.

3

Insert Server Config JSON

Paste the JSON configuration schema block (provided below) into the 'mcpServers' object.

4

Add authentication credentials

No credentials needed; leave the 'env' mapping empty.

5

Restart Claude app

Save the config file and restart Claude Desktop to load your new tools.

Configuration JSON

claude_desktop_config.json

Copy and paste this config snippet inside your local configuration file.

{
  "mcpServers": {
    "amazonaws-com-sagemaker": {
      "command": "npx",
      "args": [
        "-y",
        "@mcp/amazonaws-com-sagemaker"
      ],
      "env": {
        "AMAZON_SAGEMAKER_SERVICE_API_KEY": "your_amazon_sagemaker_service_api_key"
      }
    }
  }
}

Required Environment Keys

Provide these variable keys in your local environment section:

AMAZON_SAGEMAKER_SERVICE_API_KEY

Replace your_amazon_sagemaker_service_api_key with your secret key credentials.

Available Tools (10)

These endpoints are parsed from the OpenAPI schema and converted to Claude-compatible tools:

POST/#X-Amz-Target=SageMaker.AddAssociation
AddAssociation
POST/#X-Amz-Target=SageMaker.AddTags
AddTags
POST/#X-Amz-Target=SageMaker.AssociateTrialComponent
AssociateTrialComponent
POST/#X-Amz-Target=SageMaker.BatchDescribeModelPackage
BatchDescribeModelPackage
POST/#X-Amz-Target=SageMaker.CreateAction
CreateAction
POST/#X-Amz-Target=SageMaker.CreateAlgorithm
CreateAlgorithm
POST/#X-Amz-Target=SageMaker.CreateApp
CreateApp
POST/#X-Amz-Target=SageMaker.CreateAppImageConfig
CreateAppImageConfig
POST/#X-Amz-Target=SageMaker.CreateArtifact
CreateArtifact
POST/#X-Amz-Target=SageMaker.CreateAutoMLJob
CreateAutoMLJob
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