vllm SKILL.md skillA
vllm from znlgis/opengis-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add znlgis/opengis-skills/vllm@git:20261027.8e03282Pins git:20261027.8e03282 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- znlgis/opengis-skills
- Path
ai/vllm/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261027.8e03282, committed Oct 27, 2026
- Size
- 13,760 bytes
- Repository stars
- 78
- License
- MIT
Use when self-hosting an OpenAI-compatible LLM endpoint with vLLM 0.32 — vllm serve, offline LLM.generate / llm.chat, PagedAttention with continuous batching and prefix caching, --tensor-parallel-size / --pipeline-parallel-size, AWQ/GPTQ/FP8 quantization, or wiring LangChain/LlamaIndex clients at http://localhost:8000/v1; also when the server OOMs on long context, chat requests ignore your sampling params because generation_config.json overrides them, or engine startup dies compiling kernels.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
> **项目地址：** <https://github.com/vllm-project/vllm> > > **官方文档：** <https://docs.vllm.ai/> > > **PyPI：** `vllm`（0.32.0，截至 2026-10） > > **许可证：** Apache-2.0 ## 概述 vLLM 是目前最主流的开源 LLM 推理与服务平台，把"高吞吐、低延迟、OpenAI 兼容"三件事一次做掉。 - **PagedAttention**：KV cache 按页管理，显存碎片少、并发高 - **Continuous batching / chunked prefill / prefix caching**：连续批处理、分块预填充、前缀复用 - **量化**：FP8、MXFP8/MXFP4、NVFP4、INT8、INT4、GPTQ/AWQ、GGUF、compressed-tensors、ModelOpt、TorchAO 等 - **并行**：tensor / pipeline / data / expert / context 并行，支持多机 - **OpenAI 兼容 API**：`/v1/models`、`/v1/completions`、`/v1/chat/completions`，另支持 Anthropic Messages API 与 gRPC - **模型面广**：200+ Hugging Face 架构（Llama / Qwen / Gemma / Mixtral / DeepSeek-V3 / Qwen-MoE / GPT-OSS / Mamba / 多模态 / embedding / reward） - **硬件**：NVIDIA、AMD、Intel GPU，x86/ARM/PowerPC CPU，以及 TPU / Gaudi / Ascend 等插件 --- ## 环境准备 ### 前置条件 | 项 | 要求 | |----|------| | 操作系统 | Linux（macOS 需走 vLLM-Metal；Windows 建议 WSL2 + Linux 容器） | | Python | 3.11 – 3.14 | | GPU | NVIDIA 需匹配的 CUDA 驱动；AMD 走 ROCm wheel；Intel 走 XPU | | 磁盘 | 模型权重 + 编译产物，几十 GB 起步 | ### 方式一：uv（官方推荐） ```bash uv venv --python 3.12 --seed source .venv/bin/activate uv pip install vllm --torch-backend=auto vllm download-kernels ``` …
Read the whole file at its exact version.
How to install
mdr add znlgis/opengis-skills/vllm@sha256:994628e3ee1dd876The line at the top of this page pins the label git:20261027.8e03282, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_sjlu5jxg3mx4ock7)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 27, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (13760 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 instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
znlgis/opengis-skills · 78 stars · license MIT · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_sjlu5jxg3mx4ock7 GET https://markdownregistry.com/api/v1/resolve?ref=znlgis/opengis-skills/vllm GET https://markdownregistry.com/api/v1/blob/994628e3ee1dd876f7bcd496b28eb5019c8549002db129e372435da6c33f041f
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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