// 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.
MDX article conventions for DevVerse. Use when adding or editing files under content/, changing article metadata, updating author or date lines, or modifying code that parses article content for feeds, related posts, reading stats, or RAG ingestion.
Feed, sitemap, metadata, and publishing guidance for DevVerse. Use when modifying lib/rss.ts, lib/jsonfeed.ts, feed routes, next-sitemap.config.js, app/layout.tsx metadata, manifest or robots files, or SEO-related site metadata.
DevVerse chat, citation, and retrieval workflow. Use when modifying the chat page, the chat API route, citation parsing, local retrieval fallback, Pinecone or Gemini integration, or the article vectorization pipeline.
Supabase auth, favorites, and security boundaries for DevVerse. Use when changing files under supabase/, auth or favorites UI, or the verify-email and reset-password API routes.
Route and UI conventions for the DevVerse Next.js app. Use when modifying app routes, layout, navigation, page components, global styling, route-scoped CSS, article rendering, favorites UI, or chat UI.
Run repository-specific validation for DevVerse changes. Use when asked to test, validate, smoke check, or confirm modifications in this repository.
| 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. |
Confirm why the refresh is needed. Common triggers are article content changes, metadata changes, chunking changes, or Pinecone metadata changes.
Read the vectorization notes before running anything. @references/vectorization-notes.md
Check for required env variable names without reading their values.
Use .env.example as the contract.
Explain that vector refresh calls external services. The script uses Gemini embeddings and Pinecone upserts.
Run npm run vectorize:articles only when the user explicitly wants the refresh or the task clearly requires it.
Report what changed, whether the refresh ran, and any env or quota blockers.