Weaviate

Weaviate Vector Database API Skill

Overview

Weaviate is an open-source AI vector search engine designed for scalable semantic search, multi-modal embeddings, and Retrieval-Augmented Generation (RAG).

Installation

npm install weaviate-client
pip install weaviate-client

Connecting to Weaviate

import weaviate, { type WeaviateClient } from 'weaviate-client';

const client: WeaviateClient = await weaviate.connectToWeaviateCloud(
  process.env.WEAVIATE_URL!,
  {
    authCredentials: new weaviate.ApiKey(process.env.WEAVIATE_API_KEY!),
    headers: {
      'X-OpenAI-Api-Key': process.env.OPENAI_API_KEY!,
    },
  }
);

Core API Operations

1. Create Collection with Vectorizer

const articles = await client.collections.create({
  name: 'Article',
  vectorizers: weaviate.configure.vectorizer.text2vecOpenAI({
    model: 'text-embedding-3-small',
  }),
  generative: weaviate.configure.generative.openAI(),
});

2. Hybrid Search (Vector + BM25 Keyword)

const myCollection = client.collections.get('Article');

const response = await myCollection.query.hybrid('neural search and indexing', {
  limit: 5,
  alpha: 0.75, // 0.75 vector, 0.25 keyword BM25
  returnProperties: ['title', 'content', 'category'],
});

for (const obj of response.objects) {
  console.log(obj.properties.title, 'Score:', obj.metadata?.score);
}

3. Generative Search (RAG in single query)

const ragResponse = await myCollection.generate.nearText('distributed vector database', {
  singlePrompt: 'Summarize key benefits of {title} in two sentences.',
  limit: 3,
});

AI Pitfalls & Anti-Hallucination Guidelines

• v3 Collections API: Modern weaviate-client uses client.collections.get('Name') instead of client.graphql.get().
• Alpha Parameter: In hybrid queries, alpha=0 performs pure BM25 search, alpha=1 performs pure vector search, and alpha=0.5 balances both equally.

Production Verification Checklist

• Connect credentials validated against Weaviate Cloud cluster
• Hybrid search alpha tuned for domain terminology
• API key headers passed for text2vec/generative providers

Last Verified: 2026-07-03