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MCP Server with Qdrant

@ChangJunPark

qdrant + mcp-qdrant-server
Overview

What is MCP Server with Qdrant?

MCP Server with Qdrant is a system that integrates the Qdrant vector database with the MCP (Model Control Protocol) server to store and retrieve code snippets efficiently.

How to use MCP Server with Qdrant?

To use the MCP Server, clone the repository, start the services using Docker Compose, and access the Qdrant UI and MCP Server through the provided local URLs.

Key features of MCP Server with Qdrant?

  • Code snippet storage and management
  • Natural language-based code search
  • Semantic search for related code retrieval
  • Support for Server-Sent Events (SSE)

Use cases of MCP Server with Qdrant?

  1. Storing and managing code snippets for easy retrieval.
  2. Searching for code snippets using natural language queries.
  3. Integrating with AI IDEs for enhanced coding assistance.

FAQ from MCP Server with Qdrant?

  • What are the system requirements?

You need Docker and Docker Compose to run the MCP Server with Qdrant.

  • How do I access the services?

You can access the Qdrant UI at http://localhost:6333/dashboard and the MCP Server at http://localhost:8000.

  • How is data stored?

Data is stored permanently in the ./qdrant_storage directory.

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