Skill audit report

vllm-model-tutorial Audit report.

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/ directory. TRIGGER when: user asks to learn about a specific vLLM model (e.g., "我想了解 vllm 中的 Qwen3-VL", "帮我生成 Qwen3-VL 的模型教程", "generate a model tutorial for InternVL3 in vllm", "vllm 中的 DeepSeek-V3 是怎么实现的", "写一个 Llama 4 的vllm教程"). DO NOT TRIGGER when: user asks about non-vLLM models, general LLM questions without requesting a tutorial, or asks about vLLM features/modules rather than specific models.

BLOCKED · BLOCKNeeds reviewGenerated Oct 9, 2026Heuristic metadata audit
72
Audit
68
Trust
54
Quality
71
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

68
Manual review

OpenAgentSkill Trust Score

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

FAIL

30

20 GitHub stars

Stars/forks activity

FAIL

32

20 stars, 3 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

2d since push

License clarity

PASS

86

Apache-2.0

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

WARN

54

command execution surface, credential or environment access

Install availability

PASS

92

npx skills add shen-shanshan/vllm-dev-skills --skill vllm-model-tutorial

Install command safety

PASS

92

standard package or runtime install path

Permission surface

FAIL

36

secrets or environment access, shell or command execution

Repository evidence

PASS

86

https://github.com/shen-shanshan/vllm-dev-skills/tree/master/skills/vllm-model-tutorial

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

6 Passed · 16 Needs review

Install path

92

PASS

npx skills add shen-shanshan/vllm-dev-skills --skill vllm-model-tutorial

Repository

88

PASS

https://github.com/shen-shanshan/vllm-dev-skills/tree/master/skills/vllm-model-tutorial

License

86

PASS

Apache-2.0

Maintenance

100

PASS

2d since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

54

FIX

command execution surface, credential or environment access

Install command safety

92

PASS

standard package or runtime install path

Permission surface

36

FIX

secrets or environment access, shell or command execution

Stars/forks activity

32

FIX

20 stars, 3 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

20 GitHub stars

Warnings

  • Dependency or permission surface needs review
  • Permission surface may require sandboxing
  • Low GitHub adoption signal
  • AI review approval is missing
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, shell or command execution
  • GitHub adoption: 20 GitHub stars
  • Stars/forks activity: 20 stars, 3 forks; issue activity unavailable in current metadata
  • Dependency/runtime risk: command execution surface, credential or environment access
  • Permission surface: secrets or environment access, shell or command execution
  • Review status: AI review approval is missing

Method

This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.

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