MCP Memory Server with Qdrant Persistence

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
QDRANT_URLYesQdrant server URL (supports both HTTP and HTTPS)
OPENAI_API_KEYYesOpenAI API key for generating embeddings
QDRANT_API_KEYNoQdrant API key (if authentication is enabled)
QDRANT_COLLECTION_NAMEYesName of the Qdrant collection to use

Schema

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

Tools

Functions exposed to the LLM to take actions

NameDescription

No tools