magnus919/agent-skills · vllm/SKILL.md

vllm skillC

vllm is agent-read markdown (skill) from magnus919/agent-skills: Operate, configure, benchmark, and troubleshoot vLLM inference servers: Docker and Kubernetes deployment, quantization-aware model configuration (tensor parallelism, KV cache), OpenAI-compatible API serving, throughput and latency benchmarking, continuous batching tuning, GPU operation, and upgrade/rollback. Use when deploying or running a vLLM server (vllm serve, vllm/vllm-openai), sizing a model and its KV cache for GPUs, selecting quantization and parallelism, serving via /v1 endpoints, measu.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add magnus919/agent-skills/vllm@git:20260803.6181f17
Exact content
mdr add magnus919/agent-skills/vllm@sha256:a90c5f21dc2b290a

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_5fptsztqn5pzewq5.svg)](https://markdownregistry.com/a/art_5fptsztqn5pzewq5)

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Versions

versioncommittedcommitsizeaudit
git:20260803.6181f17 latest2026-08-03 6181f17 16,598 BC view

Audit of the latest version

C  15 of 17 checks passed. Deterministic, no model, same answer every run.
  • fail: No instruction to read or print local credentials (matched: dump full server logs, `.env)
  • fail: No link to a raw IP address (matched: http://127.0.0.1:8000)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (16598 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No base64 blob over 200 characters
  • pass: No script tag

Source

GitHub

magnus919/agent-skills · 84 stars · license MIT · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5fptsztqn5pzewq5
GET https://markdownregistry.com/api/v1/resolve?ref=magnus919/agent-skills/vllm
GET https://markdownregistry.com/api/v1/blob/a90c5f21dc2b290a52c7172fd1021f93a11a4553551875be5f93e7457949f173

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.