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Skills/Git & Pull Requests
awslabs avatar

Hyperpod Performance Debugger

awslabs/agent-pluginsOfficial

When your HyperPod training run is slower on some nodes than others or checkpoint saves are eating your step time, this skill pulls host-side telemetry without…

GitHub stars
783
last updated
Jun 11, 2026
View on GitHubSave

Install

$ npx -y skills add awslabs/agent-plugins --skill hyperpod-performance-debugger --agent claude-code

Installs into .claude/skills of the current project.

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What it does

When your HyperPod training run is slower on some nodes than others or checkpoint saves are eating your step time, this skill pulls host-side telemetry without changing anything. It runs a read-only snapshot script via SSM that grabs nvidia-smi state, EFA port health, FSx CloudWatch metrics, dmesg Xids, and NVLink topology, then tells you whether you're looking at a cross-AZ placement issue, a straggler node with thermal problems, or saturated filesystem throughput. It doesn't fix things itself. Instead it routes you to the right sibling skill for remediation: hyperpod-node-debugger for GPU hardware faults, hyperpod-nccl for AllReduce hangs, or hyperpod-version-checker if driver versions have drifted. Useful for diagnosing why identical jobs have different performance profiles across your cluster.

Files

Select a file.

Details

Repository
github.com/awslabs/agent-plugins
Categories
Git & Pull Requests, AI & Agent Building, Release Management, Debugging
License
Apache-2.0
First seen
Jun 11, 2026

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