# MCP for Qdrant Documentation

The idea is to create a PoC for curated documentation MCP server based on `mcp-server-qdrant`.

## Motivation

Default `mcp-server-qdrant` is too general and expects you to put data into it.
But one of the main use-cases for MCP is to provide LLMs with latest and most accurate documentation.

This project should serve as an example of how you can build ready-to-use MCP server for a specific package documentation.


This MCP server is read-only, model is only allowed retrieve data about the documentation.

## Setup

This is a Python project using `uv` for package management.

1. Install `uv` if you haven't already:
   ```bash
   curl -LsSf https://astral.sh/uv/install.sh | sh
   ```

2. Create a virtual environment and install dependencies:
   ```bash
   uv venv
   source .venv/bin/activate  # On Unix/macOS
   # or
   .venv\Scripts\activate  # On Windows
   
   uv pip install -r requirements.txt
   ```

3. Install the package in development mode:
   ```bash
   uv pip install -e .
   ```

## Development

- Use `ruff` for linting and formatting
- The project uses `hatchling` as the build backend 


### MCP Server Inspector

```bash
uv run mcp dev qdrant_docs_mcp/server.py
```

### Run for serving

```bash
uv run qdrant_docs_mcp/main.py --transport=sse
```