# Amazon SageMaker Well-Architected MCP Server

> Use this tool when you need to validate the architecture of your Amazon SageMaker workloads against best practices, identify potential issues, and receive recommendations for improvement. It takes SageMaker workloads as input and returns findings with severity levels and guidance for remediation, helping to optimize performance, security, and cost. Ideal for use cases where ensuring well-architected machine learning workflows is critical, such as during deployment or migration to the cloud.

Canonical page: https://skillsregistry.net/skills/srikanrk-aws-wa-sagemaker-mcp  
JSON: https://api.skillsregistry.net/v1/skills/srikanrk-aws-wa-sagemaker-mcp

## Description

Provides tools to validate SageMaker workloads against the six pillars of the AWS Well-Architected Framework, returning findings with severity levels and recommendations.

## Trust

- **Trust score (0–1):** 0.67
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** cloud-infra
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/ltzj1gw2jc)
- **Repository:** <https://github.com/srikanrk/aws-wa-sagemaker-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "srikanrk-aws-wa-sagemaker-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/srikanrk-aws-wa-sagemaker-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/srikanrk-aws-wa-sagemaker-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt