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magpie-kernel-evaluator
amd/skillsSkill
Benchmarks LLM inference and drives GPU kernel optimization with Magpie. Use when the user wants to benchmark vLLM, SGLang, or Atom; capture torch traces; post-process inference traces with TraceLens into prefill/decode and roofline reports; identify top bottleneck kernels or map profiler names to source; analyze or compare HIP, CUDA, PyTorch, or Triton kernels; validate and rank optimized variants; run local, container, or Ray workloads; or mentions Magpie, TraceLens, gap analysis, TTFT, TPOT, kernel evaluation, or AMD GPU optimization.
Why this score
This repo hosts 10 skills, so its 423 stars are split between them (about 42 each) for scoring.
Popularity score: 64/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit c729955ac862, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onemagpie-kernel-evaluator amd/skills · Skill | 64 | ★ 423 | ≈142 always | 16d ago |
| kernel-analysis-vphone600 Lakr233/vphone-cli · Skill Both about kernel and variant | 88 | ★ 16k | ≈72 always | 16d ago |
| validate-evaluator ai-evals-course/evals-skills · Skill Both about evaluator and validate | 66 | ★ 1.5k | ≈24 always | 1mo ago |
| add-pallas-kernel marin-community/marin · Skill Both about kernel | 75 | ★ 4.0k | ≈38 always | 16d ago |
| skill-evaluator gotalab/skillport · Skill Both about evaluator and identify | 59 | ★ 415 | ≈80 always | 4mo ago |
| kernel-debug svnscha/mcp-windbg · Skill Both about kernel and drive | 75 | ★ 1.6k | ≈64 always | 16d ago |