mcp-qdrant-server-with-qdrant-db
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This project integrates Qdrant vector database with an MCP server to store and retrieve code snippets.
The MCP Server with Qdrant is a system designed to manage and search code snippets using a vector database. It leverages the Qdrant vector database to store code snippets and provides a natural language-based search capability. The system supports semantic search to find related code snippets and uses Server-Sent Events (SSE) for real-time updates. The architecture includes a Qdrant server running on ports 6333 and 6334, and an MCP server on port 8000. The default embedding model used is 'sentence-transformers/all-MiniLM-L6-v2'. This setup allows for efficient storage and retrieval of code snippets, making it a valuable tool for developers looking to manage and search their codebase effectively.
Features
- Code snippet storage and management
- Natural language-based code search
- Semantic search for related code
- Support for Server-Sent Events (SSE)
Tools
qdrant-store
Stores information in the Qdrant database. Inputs include 'information' (string) and optional 'metadata' (JSON). Returns a confirmation message.
qdrant-find
Searches for related information in the Qdrant database using a query string. Returns stored information as individual messages.
