Documentation

Everything you need to build AI-powered knowledge applications with Stache.

New to Stache?

Follow our quick start guide to get your first knowledge base running.

Quick Start

Getting Started

Quick Start

Get up and running in 5 minutes

Installation

Install Stache packages and dependencies

Configuration

Configure providers and settings

Core Concepts

Architecture

Understanding the Stache pipeline

Namespaces

Organizing your knowledge base

Chunking & Embedding

How documents are processed

Integrations

MCP Server

Connect Claude Desktop and Claude Code

REST API

HTTP API reference

Python SDK

Using the stache-ai package

Advanced

Middleware Plugins

Extend with custom logic

Document Loaders

PDF, DOCX, EPUB, and OCR support

Deployment

Deploy to AWS with SAM

Package Reference

stache-ai Core RAG pipeline stache-ai-bedrock AWS Bedrock provider stache-ai-s3vectors S3 Vectors provider stache-ai-dynamodb DynamoDB provider stache-tools CLI + MCP server stache-ai-ocr OCR support