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Inference Kernel Profile

Agent skill
1 skill

Capture per-kernel CUDA profile data from a live vLLM inference pod via an nsys debug sidecar (no production image rebuild). Outputs .nsys-rep + summary CSV + top-kernels table that joins with the zymtrace per-kernel breakdown and the inference-perf-bench bundle's inferenceperfbenchv1.json. Triggers on "kernel profile", "nsys profile", "what's in the native bucket", "per-kernel breakdown", "ncu", "Nsight Systems", "kernel-level analysis", or any combination of "profile / capture / nsys / ncu" with "vllm / kimi / glm / deepseek".

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryGeneralStars0

About this skill

Capture per-kernel CUDA profile data from a live vLLM inference pod via an nsys debug sidecar (no production image rebuild). Outputs .nsys-rep + summary CSV + top-kernels table that joins with the zymtrace per-kernel breakdown and the inference-perf-bench bundle's inferenceperfbenchv1.json. Triggers on "kernel profile", "nsys profile", "what's in the native bucket", "per-kernel breakdown", "ncu", "Nsight Systems", "kernel-level analysis", or any combination of "profile / capture / nsys / ncu" with "vllm / kimi / glm / deepseek".

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
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Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: d784d9f1177f50bbec4d87ea30bec1e1828a1b326e723afbd5f898429cf9b180

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About this listing

Category
General
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.