sagemaker-ai

How to start

1. Paste the command into Claude Code and press Enter.
2. Restart Claude Code so the plugin loads.
3. Just ask Claude. Its skills step in when your request fits.

What it adds

19 skills · 1 MCP server

Skills Claude loads these when the task fits

• dataset-evaluationValidates dataset formatting and quality for SageMaker model fine-tuning (SFT, DPO, or RLVR). Use when the user says "is my dataset okay", "evaluate my data",…
• dataset-transformationGenerates code that transforms datasets between ML schemas for model training or evaluation. Use when the user says "transform", "convert", "reformat", "change…
• directory-managementManages project directory setup and artifact organization. Use when starting a new project, resuming an existing one, or when a PLAN.md needs to be associated…
• finetuning-techniqueSelects a fine-tuning technique (SFT, DPO, RLVR, or RLAIF) for the user's use case and validates it against the selected model's available recipes. Use when th…
• finetuningGenerates code that fine-tunes a base model using SageMaker serverless training jobs. Use when the user says "start training", "fine-tune my model", "I'm ready…
• hyperpod-cluster-debuggerDiagnose and remediate cluster-wide HyperPod (EKS or Slurm) problems — creation / deployment failures (CloudFormation, EFA health check, lifecycle scripts, cap…
• hyperpod-issue-reportGenerate comprehensive issue reports from HyperPod clusters (EKS and Slurm) by collecting diagnostic logs and configurations for troubleshooting and AWS Suppor…
• hyperpod-ncclDiagnose NCCL failures and adjacent training-pod failures on HyperPod GPU clusters (EKS or Slurm) — training hangs, AllReduce / collective-op timeouts, EFA or…
• hyperpod-node-debuggerDiagnose and remediate per-node issues on a HyperPod cluster (EKS or Slurm) — a specific node is unhealthy, unresponsive, stuck, or needs replacing. Covers on-…
• hyperpod-performance-debuggerDiagnose performance issues on Amazon SageMaker HyperPod clusters — uneven NCCL bandwidth across nodes and poor filesystem throughput. Read-only. Surfaces host…
• hyperpod-slurm-debuggerDiagnostic-only skill for Slurm scheduler and node-daemon issues on Amazon SageMaker HyperPod Slurm clusters. Scope mirrors the HyperPod troubleshooting guide.…
• hyperpod-ssmRemote command execution and file transfer on SageMaker HyperPod cluster nodes via AWS Systems Manager (SSM). This is the primary interface for accessing Hyper…
• …and 7 more in the source.

MCP servers Connections it sets up for you

• aws-mcpRuns locally with uvx

Read from the plugin's own files in awslabs/agent-plugins, 26 Oct 2026.

What it needs

No keys or settings: its files ask for none.