What is MCP Memory?

MCP Memory is an Elasticsearch-backed knowledge graph system that gives AI models persistent memory beyond the limits of their context windows, built for the Model Context Protocol (MCP).

How does MCP Memory work?

MCP Memory creates a structured knowledge graph with entities, relations, and observations. When integrated with an LLM, it stores new information, retrieves relevant context, builds connections, and forgets unimportant details.

What are the key features of MCP Memory?

Key features include persistent memory, smart search, contextual recall, relational understanding, long-term/short-term memory, memory zones, and enterprise-grade performance.

What are some use cases for MCP Memory?

Use cases include customer service, healthcare, education, financial services, and project management, where AI needs to remember past interactions.

How do I get started with MCP Memory?

You need Docker, Node.js (18+), and npm. Clone the repository, install dependencies, start Elasticsearch, and build the project.

How does MCP Memory integrate with Claude Desktop?

Copy and configure the launch script, add the command to Claude Desktop, and verify the connection as described in the Claude Desktop MCP Server Setup Guide.

What are memory zones in MCP Memory?

Memory zones organize knowledge into separate domains (projects, clients, topics) for better context management.

Can I manage memory zones conversationally?

Yes, you can instruct the assistant to create and use memory zones through natural conversation.

What search capabilities does MCP Memory offer?

MCP Memory leverages Elasticsearch’s powerful search features, including fuzzy search and zone-specific search.

How does MCP Memory relate to UBOS?

MCP Memory integrates with the UBOS platform, enhancing AI Agents by allowing them to maintain context, personalize interactions, and make informed decisions.

What is MCP Server?

MCP (Model Context Protocol) server acts as a bridge, allowing AI models to access and interact with external data sources and tools.

What is UBOS?

UBOS is a Full-stack AI Agent Development Platform focused on bringing AI Agent to every business department, helping orchestrate AI Agents, connect them with enterprise data, build custom AI Agents with your LLM model and Multi-Agent Systems.