Sglang Auto Benchmark

Q: What is a Claude Code skill and how does the Sglang Auto Benchmark skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Sglang Auto Benchmark is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: automation · Last updated: 2026-05-29

Run SGLang auto benchmark searches with tiered server-flag sweeps, canonical dataset preparation, ShareGPT auto-download, custom-data conversion/validation, SLA or fixed-QPS benchmarking, CSV export, and optional second-stage speculative/EAGLE tuning. Use when the user wants an AI-operated benchmark workflow rather than a one-off bench_serving command.

From the source SKILL.md

This skill is for repeatable, AI-driven SGLang performance tuning.

What this skill does

Sglang Auto Benchmark is a community-contributed Claude Code skill in the automation sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/sglang-auto-benchmark/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user wants an AI-operated benchmark workflow rather than a one-off bench_serving command.

Who uses this skill

The Sglang Auto Benchmark Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 76,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/sglang-auto-benchmark
curl -L https://claudskills.com/skills/sglang-auto-benchmark/SKILL.md \
  -o ~/.claude/skills/sglang-auto-benchmark/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/sglang-auto-benchmark/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/sglang-auto-benchmark/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\sglang-auto-benchmark\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Sglang Auto Benchmark Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/sglang-auto-benchmark/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Sglang Auto Benchmark skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Sglang Auto Benchmark skill?

Use Sglang Auto Benchmark when your Claude Code task falls under the General category — specifically in the automation area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Sglang Auto Benchmark" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Sglang Auto Benchmark skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Sglang Auto Benchmark is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/FutureMLS-Lab/OSCAR/blob/HEAD/sglang-research/.claude/skills/sglang-auto-benchmark/SKILL.md
Author: FutureMLS-Lab
Website: https://oscar-quantize.github.io/

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

FutureMLS-Lab. (2026). Sglang Auto Benchmark [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/sglang-auto-benchmark/

BibTeX

@misc{sglang-auto-benchmark-2026,
  author    = {FutureMLS-Lab},
  title     = {Sglang Auto Benchmark [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/sglang-auto-benchmark/}
}

Embed this skill

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Badge

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills. · What's New · Install guide · About · llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel