About this skill
Investigate a GPU or CPU workload through the zymtrace MCP. The MCP does most of the analysis. This skill enforces the cross-view discipline -- always pull the matching opposite-side flamegraph (CPU for GPU workloads, GPU for CPU workloads) with the same filter. Most bottlenecks hide on the side the customer didn't ask about. Triggers on "analyze my GPU workload", "where's the bottleneck in vllm", "investigate my training job", "find the hot kernel", "GPU isn't saturated", "investigate using flamegraph", "use zymtrace mcp to analyze", or any combination of "analyze / investigate / bottleneck / hot kernel" with "GPU / CPU / vllm / training / flamegraph / zymtrace".
Quick start
- Copy the install prompt. Use the green button above this README.
- Send it to your agent. Paste it into your coding agent’s chat and send.
- Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
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: 63736389b2ea61f50e357744014b58fca56945afc518597c05d200739d7d1f81
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.