# Example Document

This is a sample markdown document for testing the docs-rag system.

## Installation

To install this project, follow these steps:

1. Clone the repository
2. Run `npm install`
3. Configure your `.env` file
4. Start Qdrant and Ollama services
5. Install the dependencies locally

## Configuration

The configuration file allows you to set up connections to your services. Make sure both Qdrant and Ollama are running before using the tool.

## Usage

You can use the CLI tool to add documents and search through them. The MCP server provides integration with other tools that support the Model Context Protocol.

## Features

- Vector storage in Qdrant
- Semantic search capabilities
- File metadata tracking
- Recursive folder scanning
- MCP server integration
- Hash-based deduplication to avoid reprocessing