MCP Mem0 Server

Example Use Cases

• 1

  Store and recall user-specific facts or context across conversations to maintain long-term personalization.

• 2

  Semantically search past interactions and memories to provide relevant historical context during decision-making.

• 3

  An MCP-compatible memory backend to integrate with MCP clients over SSE or stdio and leverage embeddings/vector search.

Description

This repository implements a Model Context Protocol (MCP) server using Mem0 for semantic memory storage and retrieval. It provides tools to save memories, retrieve all memories, and perform semantic searches backed by a PostgreSQL/vector store. The project is a template demonstrating how to wire LLMs, embeddings, and a vector database into an MCP-compatible server for use with MCP clients (SSE or stdio). It is intended as a practical starting point for building custom MCP servers with persistent agent memory.