vllm-model-tutorial SKILL.md skillA
vllm-model-tutorial from shen-shanshan/vllm-dev-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add shen-shanshan/vllm-dev-skills/vllm-model-tutorial@git:20260517.66fa97bPins git:20260517.66fa97b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- shen-shanshan/vllm-dev-skills
- Path
skills/vllm-model-tutorial/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260517.66fa97b, committed May 17, 2026
- Size
- 6,918 bytes
- Repository stars
- 30
- License
- Apache-2.0
Generate comprehensive Chinese technical tutorial documents for specific vLLM models (e.g., Qwen3-VL, DeepSeek-V3, Llama 4, InternVL3, etc.). Produces deep-dive model walkthrough documents with Mermaid architecture diagrams, comparison tables, input preprocessing flows, forward pass analysis, ViT computation (for VLMs), vLLM code implementation analysis, and technical principle explanations (MoE, MLA, Gated Attention, ViT, DiT, etc.). Output is saved as Markdown to the skill's outputs/…
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
# vLLM Model Tutorial Generator
Generate a comprehensive model technical tutorial document for a given model supported by vLLM.
## Workflow
### Step 1: Identify the Model
Extract the model name from the user's request. Normalize common aliases:
- "Qwen3-VL" / "Qwen3VL" → Qwen3-VL
- "Qwen2.5-VL" → Qwen2.5-VL
- "DeepSeek-V3" / "DSv3" → DeepSeek-V3
- "InternVL3" / "InternVL 3" → InternVL3
- "Llama 4" → Llama 4
- "GPT-OSS" → GPT-OSS
If the model name is ambiguous, ask the user to clarify.
### Step 2: Research the Model
Gather information from multiple sources. This is the most critical step — thorough research determines document quality.
**2a. Find Technical Reports and Papers**
Search for the model's official technical report, paper, or blog post:
- Use WebSearch: `"{model_name} technical report arxiv"` or `"{model_name} paper"`
- Use WebFetch to read the paper/report and extract architecture details, innovations, benchmarks
- For model series: also find reports for predecessor models to build the evolution timeline
**2b. Gather Model Family Information**
Build the model family comparison context:
…Read the whole file at its exact version.
How to install
mdr add shen-shanshan/vllm-dev-skills/vllm-model-tutorial@sha256:80b687d2e0643e3fThe line at the top of this page pins the label git:20260517.66fa97b, 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_xzr7rmkp6sr7b5w6)
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Versions
The registry has recorded 1 version of this file, committed on May 17, 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 (6918 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
shen-shanshan/vllm-dev-skills · 30 stars · license Apache-2.0 · pushed 2026-11-05 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_xzr7rmkp6sr7b5w6 GET https://markdownregistry.com/api/v1/resolve?ref=shen-shanshan/vllm-dev-skills/vllm-model-tutorial GET https://markdownregistry.com/api/v1/blob/80b687d2e0643e3fc39bf919fe8967821e0484e7b7c796aeb576c601bc54e02a
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.