memory-mcp

scottopolis/memory-mcp

3.1

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A Model Context Protocol (MCP) server that provides long-term memory capabilities by storing and searching text data using Qdrant vector database and OpenAI embeddings.

Tools

Functions exposed to the LLM to take actions

qdrant-upsert

Stores text as a memory by converting it to vector embeddings and storing it in Qdrant.

qdrant-search

Retrieves similar memories by performing a cosine similarity search in Qdrant.

Prompts

Interactive templates invoked by user choice

No prompts

Resources

Contextual data attached and managed by the client

No resources