nsys-ai

Community

AI-driven Nsight profile bottleneck analysis

AuthorGindaChen
Version1.0.0
Installs0

System Documentation

What problem does it solve?

nsys-ai analyzes NVIDIA Nsight Systems profiles (.sqlite or .nsys-rep) to identify GPU bottlenecks and deliver actionable fixes, enabling faster debugging and performance improvement.

Core Features & Use Cases

  • Root-cause diagnosis: identifies bottlenecks such as NCCL contention, idle/gap issues, and MFU inefficiencies; suggests concrete fixes.
  • Diff & comparison: compares two profiles to explain regressions or improvements.
  • Guided delivery: follows universal principles to maintain evidence-based conclusions and code-change formatting in fixes.
  • Use Case: profile-driven optimization for multi-GPU workloads in DL training or GPU-accelerated workloads.

Quick Start

Provide a Nsight Systems profile (.sqlite or .nsys-rep) and run the skill to receive a root-cause and actionable fix.

Dependency Matrix

Required Modules

None required

Components

references

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: nsys-ai
Download link: https://github.com/GindaChen/nsys-ai/archive/main.zip#nsys-ai

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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