mcp-qdrant-memory
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This MCP server provides a knowledge graph implementation with semantic search capabilities powered by Qdrant vector database.
The MCP Memory Server with Qdrant Persistence is a robust server designed to manage a knowledge graph with semantic search capabilities. It leverages the Qdrant vector database for efficient semantic search and OpenAI embeddings for semantic similarity. The server supports graph-based knowledge representation, allowing for the creation and management of entities and relations. It offers file-based persistence through a memory.json file and integrates with Qdrant for vector storage, ensuring both systems remain synchronized. The server is designed for easy deployment with Docker support and can be configured to work with HTTPS and reverse proxies, making it suitable for secure environments. It also provides a comprehensive set of tools for entity management and semantic search, making it a versatile solution for knowledge graph applications.
Features
- Graph-based knowledge representation with entities and relations
- File-based persistence (memory.json)
- Semantic search using Qdrant vector database
- OpenAI embeddings for semantic similarity
- HTTPS support with reverse proxy compatibility
Tools
Entity Management
Tools for creating, managing, and deleting entities and relations.
Semantic Search
Tool for searching semantically similar entities and relations.
