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Vector-backed VectorStore for Kuralle (edge/serverless runtime)","maintainers":[{"name":"octalpixel","email":"mithushancj@gmail.com"}],"readme":"# @kuralle-agents/upstash-store\n\nUpstash Vector store adapter for Kuralle RAG pipelines.\n\n## Install\n\n```bash\nnpm install @kuralle-agents/upstash-store @upstash/vector\n```\n\nPeer: `@kuralle-agents/rag`.\n\n## What it does\n\n`UpstashVectorStore` implements `VectorStoreCore` from `@kuralle-agents/rag`, backed by Upstash Vector's serverless vector database.\n\n**Key exports:**\n\n- **`UpstashVectorStore`** — `VectorStoreCore` implementation for Upstash Vector.\n\n## Usage\n\n```ts\nimport { Index } from '@upstash/vector';\nimport { UpstashVectorStore } from '@kuralle-agents/upstash-store';\nimport { AiSdkEmbedder, VectorRetriever } from '@kuralle-agents/rag';\nimport { openai } from '@ai-sdk/openai';\n\nconst index = new Index({\n  url: process.env.UPSTASH_VECTOR_REST_URL,\n  token: process.env.UPSTASH_VECTOR_REST_TOKEN,\n});\n\nconst vectorStore = new UpstashVectorStore({ index });\nconst embedder = new AiSdkEmbedder({ model: openai.embedding('text-embedding-3-small') });\nconst retriever = new VectorRetriever({ store: vectorStore, embedder, indexName: 'docs', topK: 5 });\n```\n\nUse `createVectorRetrievalTool` from `@kuralle-agents/tools` to attach this retriever as an agent tool.\n\n## Related\n\n- [`@kuralle-agents/rag`](https://www.npmjs.com/package/@kuralle-agents/rag) — `VectorStoreCore` interface, retrievers, embedders.\n- [`@kuralle-agents/tools`](https://www.npmjs.com/package/@kuralle-agents/tools) — `createVectorRetrievalTool`.\n- [`@kuralle-agents/redis-store`](https://www.npmjs.com/package/@kuralle-agents/redis-store) — Redis-backed session + vector store.\n","readmeFilename":"README.md"}