vllm-bench-serve
ascend-ai-coding/awesome-ascend-skillsInteractive online benchmark orchestrator for vLLM inference services using `vllm bench serve`. Supports single benchmarks, multi-case batch execution with…
Scores out of 100 · grade A
2026-08-23Works
40% of the score100/100
- Loads cleanly: valid frontmatter, required fields present, no dangling references.
Maintained
25% of the score94/100
- no commits in the last 12 weeks
- no license file
Adopted
20% of the score30/100
- 164 stars on the source repo.
Documented
15% of the score100/100
- 2,862 words with worked examples.
- Ships 17 bundled files.
Install
npx skills add ascend-ai-coding/awesome-ascend-skills/vllm-bench-serveWhat the check found
| Finding | What it means |
|---|---|
| No license | The repository ships no license file, so the reuse terms are unclear. |
What it says it does
Interactive online benchmark orchestrator for vLLM inference services using `vllm bench serve`. Supports single benchmarks, multi-case batch execution with result aggregation, and auto-optimization to find optimal concurrency/throughput under latency SLO constraints (TTFT, TPOT, P99, success rate). Use this skill whenever the user wants to benchmark, stress test, or measure performance of a running LLM/multimodal/embedding inference service — even if they don't say "vllm bench serve" explicitly. Do NOT use for offline inference throughput, service deployment/startup, profiling/tracing, health checks only, or analyzing existing benchmark results without running new tests.
Also in ascend-ai-coding/awesome-ascend-skills
| Artifact | Score | What the check found | Type | Reach | Last commit |
|---|---|---|---|---|---|
| npu-smiascend-ai-coding/awesome-ascend-skills | No license | Skill | 164 stars | today | |
| ais-benchascend-ai-coding/awesome-ascend-skills | No license | Skill | 164 stars | today | |
| atc-model-converterascend-ai-coding/awesome-ascend-skills | No license | Skill | 164 stars | today | |
| hccl-testascend-ai-coding/awesome-ascend-skills | No license | Skill | 164 stars | today | |
| gitcode-merge-flowascend-ai-coding/awesome-ascend-skills | No license | Skill | 155 stars | today | |
| github-issue-summaryascend-ai-coding/awesome-ascend-skills | No license | Skill | 155 stars | today |
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