devverse-refresh-vectors
Refresh Pinecone article embeddings after MDX article changes or RAG chunking and metadata changes. Use when content updates should be reflected in chat retrieval or when the vectorization pipeline changes.
来源信息
- 仓库
- hoangsonww/DevVerse-SWE-Blog
- 最近来源活动
- 2026年2月28日 11:47
- 检测到的 SKILL.md 语言
- 英语
- 星标
- 15
- 分支
- 13
安装方式
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
检查来源文件
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
文件资源管理器
3 个文件正在显示 SKILL.md
SKILL.md
来源说明 · 只读预览- name
- devverse-refresh-vectors
- description
- Refresh Pinecone article embeddings after MDX article changes or RAG chunking and metadata changes. Use when content updates should be reflected in chat retrieval or when the vectorization pipeline changes.
# DevVerse Vector Refresh Workflow
1. Confirm why the refresh is needed.
Common triggers are article content changes, metadata changes, chunking changes, or Pinecone metadata changes.
2. Read the vectorization notes before running anything.
@references/vectorization-notes.md
3. Check for required env variable names without reading their values.
Use `.env.example` as the contract.
4. Explain that vector refresh calls external services.
The script uses Gemini embeddings and Pinecone upserts.
5. Run `npm run vectorize:articles` only when the user explicitly wants the refresh or the task clearly requires it.
6. Report what changed, whether the refresh ran, and any env or quota blockers.
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