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Generating Code Snippets

vai generate creates production-ready code files for integrating Voyage AI embeddings and MongoDB Atlas Vector Search into your application.

Prerequisites​

  • Initialize your project: vai init
  • This ensures generated code uses your actual model, database, and collection settings

Generate Components​

Voyage AI Client​

vai generate client

Creates a client initialization module with your configured API key and model.

MongoDB Connection​

vai generate connection

Creates a connection module with your MongoDB URI and database settings.

Retrieval Logic​

vai generate retrieval

Creates a retrieval module with vector search and optional reranking.

Ingest Pipeline​

vai generate ingest

Creates a document ingestion module with chunking and embedding.

Search API Endpoint​

vai generate search-api

Creates an API endpoint for search.

Framework Targets​

# Plain Node.js
vai generate retrieval --target vanilla

# Next.js App Router
vai generate search-api --target nextjs

# Python Flask
vai generate retrieval --target python

Auto-detection: vai checks for next.config.js, requirements.txt, etc.

Preview Without Writing​

vai generate retrieval --dry-run

Further Reading​