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ClaudSkills / Engineering / ml-ai-eng

Vllm High Throughput LLM Serving

Category: Engineering  ·  Sub-category: ml-ai-eng  ·  Last updated:
ai:openaiai:llm
vLLM is a fast and memory-efficient inference and serving engine for large language models. It uses PagedAttention for efficient memory management, supports continuous batching, and provides an OpenAI-compatible API server for production-grade LLM deployment.

About this skill (catalog notes)

Vllm High Throughput LLM Serving includes a dedicated installation section.

Source
agentskillexchange.com/skills/vllm-high-throughput-llm-servi…
Indexed lastmod
Catalog position
Engineering · ml-ai-eng
Indexed related skills
10

How Vllm High Throughput LLM Serving fits the catalog

Vllm High Throughput LLM Serving sits in the Engineering category under the ml-ai-eng sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

vLLM is a fast and memory-efficient inference and serving engine for large language models. It uses PagedAttention for efficient memory management, supports continuous batching, and provides an OpenAI-compatible API server for production-grade LLM deployment.

What this skill does

Vllm High Throughput LLM Serving is a community-contributed Claude Code skill in the ml-ai-eng sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/vllm-high-throughput-llm-serving/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Vllm High Throughput LLM Serving Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 120,000+ 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/vllm-high-throughput-llm-serving
curl -L https://claudskills.com/skills/vllm-high-throughput-llm-serving/SKILL.md \
  -o ~/.claude/skills/vllm-high-throughput-llm-serving/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/vllm-high-throughput-llm-serving/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/vllm-high-throughput-llm-serving/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\vllm-high-throughput-llm-serving\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

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.

Frequently asked questions

How do I install the Vllm High Throughput LLM Serving Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/vllm-high-throughput-llm-serving/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Vllm High Throughput LLM Serving skill do?
vLLM is a fast and memory-efficient inference and serving engine for large language models. It uses PagedAttention for efficient memory management, supports continuous batching, and provides an OpenAI-compatible API server for production-grade LLM deployment.
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 Vllm High Throughput LLM Serving skill?
Use Vllm High Throughput LLM Serving when your Claude Code task falls under the Engineering category — specifically in the ml ai eng 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 Vllm High Throughput LLM Serving" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the Vllm High Throughput LLM Serving 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. Vllm High Throughput LLM Serving is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

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

APA
ClaudSkills. (2026). Vllm High Throughput LLM Serving [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/vllm-high-throughput-llm-serving/
BibTeX
@misc{vllm-high-throughput-llm-serving-2026,
  author    = {ClaudSkills},
  title     = {Vllm High Throughput LLM Serving [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/vllm-high-throughput-llm-serving/}
}

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

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