HyperPod Performance Debugger

by awslabs

HyperPod Performance Debugger is a DevOps skill for Claude Code, published by awslabs in agent-plugins.

867 stars145 forkson awslabs/agent-pluginsAdded 2026/08/22Repository updated 2026/08/21

View source on GitHub Download repo ZIP

agent-pluginsagent-skillsagentsawscoding-agent-skillscoding-agents

Install in seconds

Install HyperPod Performance Debugger

Copy HyperPod Performance Debugger into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/awslabs/agent-plugins/tree/main/plugins/sagemaker-ai/skills/hyperpod-performance-debugger ~/.claude/skills/hyperpod-performance-debugger

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/awslabs/agent-plugins.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: plugins/sagemaker-ai/skills/hyperpod-performance-debugger/SKILL.md in awslabs/agent-plugins
Installs to: ~/.claude/skills/hyperpod-performance-debugger
Collection: One of 25 skills cataloged from this repository
Category: DevOps — 798 skills

What HyperPod Performance Debugger does

HyperPod Performance Debugger diagnoses uneven NCCL bandwidth across nodes and slow filesystem throughput on Amazon SageMaker HyperPod. It gathers read-only host signals and routes hardware, version, or NCCL issues to sibling skills.

HyperPod Performance Debugger is cataloged under DevOps on DirSkills. HyperPod Performance Debugger comes from a repository tagged agent-plugins, agent-skills, agents, aws and coding-agent-skills.

Documentation

README

Excerpt

HyperPod Performance Debugger

Uneven NCCL performance across nodes — workload faster on some node sets than others, pairwise bandwidth variance, suspected straggler.
Poor filesystem performance — training stalled on data loading, checkpoint save/load dominating step time, FSx throughput saturated.

Scope and delegation

Route findings outside the two in-scope scenarios to the owner skill below.

This is the opening of the README. Read the full README on GitHub.

Commands HyperPod Performance Debugger provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

/fsx

Frequently asked about HyperPod Performance Debugger

What else does awslabs publish alongside HyperPod Performance Debugger?
HyperPod Performance Debugger is one of 25 skills that DirSkills catalogs from awslabs/agent-plugins, the repository it ships in. Its siblings there include AWS Architecture Diagram, AWS Lambda and AWS Lambda Durable Functions. Each one is a separate skill with its own page in this directory, installs the same way HyperPod Performance Debugger does, and is maintained by awslabs in that same repository. The rest of the collection is listed on the awslabs/agent-plugins page.
How does HyperPod Performance Debugger compare to other DevOps skills?
HyperPod Performance Debugger ranks #519 by stars among the 798 DevOps skills in this catalog. The most-starred ones next to it are Backend Patterns, API Connector Builder and Migration. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of HyperPod Performance Debugger against them. Open each page to compare what they document and how they install.