qdrant
An official Model Context Protocol server for keeping and retrieving memories in the Qdrant vector search engine. It acts as a semantic memory layer on top of the Qdrant database.
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Provides a Model Context Protocol server offering graph-based knowledge representation with semantic search powered by OpenAI embeddings and Qdrant vector database, featuring file persistence, entity management, HTTPS support, and Docker deployment.
Added May 30, 2025
Provides semantic vector search and collection management using Qdrant database integrated with OpenAI embeddings for enhanced natural language query capabilities within the Model Context Protocol framework.
Added May 29, 2025
Model Context Protocol server enhancing Qdrant vector database management with features for listing collections, adding documents using multiple embedding services, performing semantic searches, and deleting collections.
Added May 29, 2025
Model Context Protocol server for storing and semantically searching text with metadata in a Qdrant vector database, featuring FastEmbed integration, environment-based configuration, and Docker support.
Added May 30, 2025
A Model Context Protocol server that provides read-only access to PostgreSQL databases. This server enables LLMs to inspect database schemas and execute read-only queries.
1 toolsAdded May 5, 2025database