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profile-vllm-performance
NVIDIA-AI-Blueprints/video-search-and-summarizationSkill
Profile vLLM and RT-VLM inference to identify and remove GPU-idle gaps, underfilled batches, transfer stalls, serialized multimodal work, scheduler gaps, or KV pressure. Use this skill when GPU utilization is unexpectedly low or bursty, capacity trails another runtime, TTFT or ITL regresses, or multimodal prefill and decode appear serialized. Not for running a first benchmark without a reproducible fixed-load signal.
Why this score
This repo hosts 10 skills, so its 1,933 stars are split between them (about 193 each) for scoring.
Popularity score: 73/100 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 d06f1a619d0a, 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 oneprofile-vllm-performance NVIDIA-AI-Blueprints/video-search-and-summarization · Skill | 73 | ★ 1.9k | ≈111 always | 16d ago |
| minicpm5-deploy-vllm OpenBMB/MiniCPM · Skill Both about vllm and gpu | 74 | ★ 12k | ≈65 always | 1mo ago |
| create_profile_style_skill FireRedTeam/FireRed-OpenStoryline · Skill Both about profile | 67 | ★ 3.5k | ≈55 always | 3mo ago |
| grounded-profile HiroHyun/grounded-copy · Skill Both about profile | 56 | ★ 22 | ≈16 always | 16d ago |
| content-performance surendranb/google-analytics-mcp · Skill Both about performance and identify | 63 | ★ 243 | ≈33 always | 16d ago |
| performance-report Affitor/affiliate-skills · Skill Both about performance | 65 | ★ 727 | ≈25 always | 16d ago |