@kuralle-agents/upstash-store

Upstash Vector store adapter for Kuralle RAG pipelines.

Install

npm install @kuralle-agents/upstash-store @upstash/vector

Peer: @kuralle-agents/rag.

What it does

UpstashVectorStore implements VectorStoreCore from @kuralle-agents/rag, backed by Upstash Vector's serverless vector database.

Key exports:

• UpstashVectorStore — VectorStoreCore implementation for Upstash Vector.

Usage

import { Index } from '@upstash/vector';
import { UpstashVectorStore } from '@kuralle-agents/upstash-store';
import { AiSdkEmbedder, VectorRetriever } from '@kuralle-agents/rag';
import { openai } from '@ai-sdk/openai';

const index = new Index({
  url: process.env.UPSTASH_VECTOR_REST_URL,
  token: process.env.UPSTASH_VECTOR_REST_TOKEN,
});

const vectorStore = new UpstashVectorStore({ index });
const embedder = new AiSdkEmbedder({ model: openai.embedding('text-embedding-3-small') });
const retriever = new VectorRetriever({ store: vectorStore, embedder, indexName: 'docs', topK: 5 });

Use createVectorRetrievalTool from @kuralle-agents/tools to attach this retriever as an agent tool.

Related

• @kuralle-agents/rag — VectorStoreCore interface, retrievers, embedders.
• @kuralle-agents/tools — createVectorRetrievalTool.
• @kuralle-agents/redis-store — Redis-backed session + vector store.