MCP Servers

Qdrant Docs MCP Server

A read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation.

README

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.

Install uv if you haven't already:

curl -LsSf https://astral.sh/uv/install.sh | sh

Create a virtual environment and install dependencies:

uv venv
source .venv/bin/activate  # On Unix/macOS
# or
.venv\Scripts\activate  # On Windows

uv pip install -r requirements.txt

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

Development

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

MCP Server Inspector

uv run mcp dev qdrant_docs_mcp/server.py

Run for serving

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

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