feat(sagemaker-ai): Add model customization and hyperpod skills

.claude-plugin/marketplace.json

@@ -140,6 +140,25 @@
       "source": "./plugins/migration-to-aws",
       "tags": ["aws", "gcp", "migration", "infrastructure"],
       "version": "1.0.0"
+    },
+    {
+      "category": "ai",
+      "description": "Build, train, and deploy AI models with deep AWS AI/ML expertise brought directly into your coding assistants, covering the surface area of Amazon SageMaker AI.",
+      "keywords": [
+        "aws",
+        "sagemaker",
+        "machine-learning",
+        "generative-ai",
+        "fine-tuning",
+        "training",
+        "deployment",
+        "inference",
+        "mlops"
+      ],
+      "name": "sagemaker-ai",
+      "source": "./plugins/sagemaker-ai",
+      "tags": ["aws", "sagemaker", "machine-learning", "generative-ai"],
+      "version": "1.0.0"
     }
   ]
 }

.github/CODEOWNERS

@@ -36,6 +36,7 @@ plugins/aws-serverless              @awslabs/agent-plugins-admins @awslabs/agent
 plugins/databases-on-aws            @awslabs/agent-plugins-admins @awslabs/agent-plugins-maintainers  @awslabs/agent-plugins-dsql
 plugins/deploy-on-aws               @awslabs/agent-plugins-admins @awslabs/agent-plugins-maintainers  @awslabs/agent-plugins-deploy-on-aws
 plugins/migration-to-aws            @awslabs/agent-plugins-admins @awslabs/agent-plugins-maintainers  @awslabs/agent-plugins-migrate-to-aws
+plugins/sagemaker-ai                @awslabs/agent-plugins-admins @awslabs/agent-plugins-maintainers  @awslabs/agent-plugins-sagemaker-ai
 
 ## Evals (match plugin ownership)
 

README.md

@@ -1,5 +1,7 @@
 # Agent Plugins for AWS
 
+_Read this in other languages: [日本語](README.jp.md)_
+
 > [!IMPORTANT]
 > Generative AI can make mistakes. You should consider reviewing all output and costs generated by your chosen AI model and agentic coding assistant. See [AWS Responsible AI Policy](https://aws.amazon.com/ai/responsible-ai/policy/).
 
@@ -26,14 +28,15 @@ To maximize the benefits of plugin-assisted development while maintaining securi
 
 ## Plugins
 
-| Plugin                      | Description                                                                                                            | Status                                |
-| --------------------------- | ---------------------------------------------------------------------------------------------------------------------- | ------------------------------------- |
-| **amazon-location-service** | Add maps, geocoding, routing, places search, and geospatial features to applications with Amazon Location Service      | Available                             |
-| **aws-amplify**             | Build full-stack apps with AWS Amplify Gen 2 using guided workflows for auth, data, storage, and functions             | Available                             |
-| **aws-serverless**          | Build serverless applications with Lambda, API Gateway, EventBridge, Step Functions, and durable functions             | Available                             |
-| **databases-on-aws**        | Database guidance for the AWS database portfolio — schema design, queries, migrations, and multi-tenant patterns       | Some Services Available (Aurora DSQL) |
-| **deploy-on-aws**           | Deploy applications to AWS with architecture recommendations, cost estimates, and IaC deployment                       | Available                             |
-| **migration-to-aws**        | Migrate GCP infrastructure to AWS with resource discovery, architecture mapping, cost analysis, and execution planning | Available                             |
+| Plugin                      | Description                                                                                                                                                                                             | Status                                |
+| --------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------- |
+| **amazon-location-service** | Add maps, geocoding, routing, places search, and geospatial features to applications with Amazon Location Service                                                                                       | Available                             |
+| **aws-amplify**             | Build full-stack apps with AWS Amplify Gen 2 using guided workflows for auth, data, storage, and functions                                                                                              | Available                             |
+| **aws-serverless**          | Build serverless applications with Lambda, API Gateway, EventBridge, Step Functions, and durable functions                                                                                              | Available                             |
+| **databases-on-aws**        | Database guidance for the AWS database portfolio — schema design, queries, migrations, and multi-tenant patterns                                                                                        | Some Services Available (Aurora DSQL) |
+| **deploy-on-aws**           | Deploy applications to AWS with architecture recommendations, cost estimates, and IaC deployment                                                                                                        | Available                             |
+| **migration-to-aws**        | Migrate GCP infrastructure to AWS with resource discovery, architecture mapping, cost analysis, and execution planning                                                                                  | Available                             |
+| **sagemaker-ai**            | Build, train, and deploy AI models with deep AWS AI/ML expertise brought directly into your coding assistants, covering the surface area of [Amazon SageMaker AI](https://aws.amazon.com/sagemaker/ai/) | Available                             |
 
 ## Installation
 
@@ -81,6 +84,12 @@ or
 /plugin install migration-to-aws@agent-plugins-for-aws
 ```
 
+or
+
+```bash
+/plugin install sagemaker-ai@agent-plugins-for-aws
+```
+
 ### Cursor
 
 You can install the **deploy-on-aws** plugin from the [Cursor Marketplace](https://cursor.com/marketplace/aws). For additional information, please refer to the [Cursor plugin documentation](https://cursor.com/docs/plugins). You can also install within the Cursor application:
@@ -229,6 +238,10 @@ Helps you systematically migrate GCP infrastructure to AWS through Terraform res
 | **awsknowledge** | AWS documentation, architecture guidance         |
 | **awspricing**   | Real-time AWS service pricing for cost estimates |
 
+## sagemaker-ai
+
+Build, train, and deploy AI models with deep AWS AI/ML expertise brought directly into your coding assistants, covering the surface area of [Amazon SageMaker AI](https://aws.amazon.com/sagemaker/ai/). [Learn more](./plugins/sagemaker-ai/README.md).
+
 ## Requirements
 
 - Claude Code >=2.1.29 or [Cursor >= 2.5](https://cursor.com/changelog/2-5)

plugins/sagemaker-ai/.claude-plugin/plugin.json

@@ -0,0 +1,22 @@
+{
+  "author": {
+    "name": "Amazon Web Services"
+  },
+  "description": "Build, train, and deploy AI models with deep AWS AI/ML expertise brought directly into your coding assistants, covering the surface area of Amazon SageMaker AI.",
+  "homepage": "https://github.com/awslabs/agent-plugins",
+  "keywords": [
+    "sagemaker",
+    "machine-learning",
+    "generative-ai",
+    "fine-tuning",
+    "training",
+    "deployment",
+    "inference",
+    "mlops",
+    "aws"
+  ],
+  "license": "Apache-2.0",
+  "name": "sagemaker-ai",
+  "repository": "https://github.com/awslabs/agent-plugins",
+  "version": "1.0.0"
+}

plugins/sagemaker-ai/.mcp.json

@@ -0,0 +1,12 @@
+{
+  "mcpServers": {
+    "aws-mcp": {
+      "command": "uvx",
+      "args": [
+        "mcp-proxy-for-aws@latest",
+        "https://aws-mcp.us-east-1.api.aws/mcp"
+      ],
+      "disabled": false
+    }
+  }
+}