Introduction

What Valori is, and what you'll build with it.

Valori is a vector database, reachable as a managed Cloud service or self-hosted. Cloud projects give you a REST API and two official SDKs — Python and TypeScript — for storing, indexing, and searching vectors, authenticated with a single project-scoped API key.

What you can build

• Semantic search over documents, support tickets, or product catalogs
• Retrieval for RAG (retrieval-augmented generation) pipelines
• Recommendation and similarity systems

The core model

A collection holds vectors of a fixed dimension and distance metric. Each record in a collection is one vector, with optional metadata and text. Search finds the nearest records to a query vector. See Core concepts for the full picture.

Where to go next

• Quickstart — install an SDK and make your first request
• Authentication — how API keys work
• API Reference — every endpoint, with examples