The Excellence
Directory Platform Template

A Qdrant MCP server for vector database interactions. Apache-2 licensed.

MCP server providing a knowledge graph implementation with semantic search capabilities powered by Qdrant vector database, enabling AI assistants with persistent, searchable memory.

Docker Compose setup for easily running Qdrant and MCP-server-qdrant in a local environment. Provides vector database operations for development and testing.

Model Context Protocol server providing semantic search capabilities using local Qdrant vector database with support for multiple embedding providers including Ollama, OpenAI, Cohere, and Voyage AI for intelligent information retrieval.

Qdrant MCP server for vector similarity search and storage. Features high-performance vector database with semantic search, filtering, and recommendations. Ideal for AI/ML applications requiring fast vector operations.

Facilitates natural language querying of OpenDental documentation using a Qdrant vector database.