vllm-multimodal-open-issue-analyzer SKILL.md skillA
vllm-multimodal-open-issue-analyzer 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-multimodal-open-issue-analyzer@git:20260425.2c1f346Pins git:20260425.2c1f346 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-multimodal-open-issue-analyzer/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260425.2c1f346, committed Apr 25, 2026
- Size
- 3,122 bytes
- Repository stars
- 30
- License
- Apache-2.0
Fetch and organize multimodal-related open issues from vllm-project/vllm. Categorizes issues by problem type (Bug, Feature Request, Performance, CUDA Graph, EPD disaggregation, Prefix Caching, ViT/visual encoder, Video, Audio/Speech, specific VL models, etc.) and generates a structured Markdown report saved to the skill's ./outputs directory. Use when the user wants to collect, search, analyze, or summarize open issues related to multimodal features or models in the vllm repository. Triggered…
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 多模态 Open Issues 分析 ## 工作流 1. 运行 `scripts/fetch_multimodal_issues.py` 2. 脚本自动抓取、去重、分类，生成 Markdown 报告 3. 报告默认保存至 `<skill_root>/outputs/vllm_multimodal_issues_<timestamp>.md` 4. 告知用户报告路径及 issue 总数 ## 运行脚本 ```bash python3 scripts/fetch_multimodal_issues.py ``` 可选参数： | 参数 | 说明 | 示例 | |------|------|------| | `--token` | GitHub token（有 gh CLI 时不需要） | `--token ghp_xxx` | | `--output-dir` | 自定义报告输出目录 | `--output-dir /tmp/reports` | | `--keywords` | 追加额外关键词（逗号分隔） | `--keywords "DeepSeek-VL,Kimi"` | | `--stdout` | 输出到终端而非文件 | `--stdout` | ## 搜索关键词覆盖范围 **通用术语**: multimodal, multi-modal, VLM, vision language, image input **VL 模型**: Qwen-VL/2/2.5, LLaVA, InternVL, MiniCPM-V, Phi-3/4-vision, PaliGemma, Florence, Pixtral, CogVLM, LLaMA-Vision, Idefics **Omni/音频**: Qwen-Omni/2/2.5, audio, whisper, speech **视频**: video understanding, video input, temporal **特性关键词**: ViT, visual encoder, cuda graph, EPD, prefix caching, image token, image patch ## 问题类型分类逻辑 脚本对每个 issue 的标题、label、body（前 500 字符）做关键词匹配，归入以下类别（一个 issue 可属于多个类别）： - Bug / 错误报告 - Feature Request / 功能请求 - Performance / 性能问题 - CUDA Graph / 计算图 - EPD / 编解码分离 - Prefix Caching / 前缀缓存 - ViT / 视觉编码器 …
Read the whole file at its exact version.
How to install
mdr add shen-shanshan/vllm-dev-skills/vllm-multimodal-open-issue-analyzer@sha256:348b0357936f632fThe line at the top of this page pins the label git:20260425.2c1f346, 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_2ce4vjhqz2ophree)
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Versions
The registry has recorded 1 version of this file, committed on Apr 25, 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 (3122 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_2ce4vjhqz2ophree GET https://markdownregistry.com/api/v1/resolve?ref=shen-shanshan/vllm-dev-skills/vllm-multimodal-open-issue-analyzer GET https://markdownregistry.com/api/v1/blob/348b0357936f632faaf2234581a32628ccef92d5917bc80458e268aff6e5479d
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.