MemGPT Agent
by gm2552
This project implements a simplified version of the MemGPT research paper as an agent. It can be integrated as a REST service or an MCP server.
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What is MemGPT Agent?
This project is a Spring Boot application that implements the MemGPT concept, allowing for an agent with memory management capabilities. It exposes its functionality as a REST service and an MCP Server and includes a simple ChatBot command line application to interact with the agent.
How to use MemGPT Agent?
To use this project, you need Java 17 or later, Gradle, and an OpenAI API key. First, configure and run either the REST or MCP server application by setting the OpenAI API key, building the application with Gradle, and running the resulting JAR file. Then, configure the ChatBot application to communicate with the chosen server application by modifying the application.yaml
file and building/running it.
Key features of MemGPT Agent
Implements MemGPT agent with memory management
Exposes agent functionality as REST service
Exposes agent functionality as MCP server
Includes a command line chatbot application
Supports archival memory with vector store
Configuration API for agent instances
Context window self editing
Use cases of MemGPT Agent
Building AI assistants with long-term memory
Creating chatbots that can remember past conversations
Developing agents that can learn and adapt over time
Integrating memory management into existing AI applications
FAQ from MemGPT Agent
What is MemGPT?
What is MemGPT?
MemGPT is a research concept for implementing agents with memory management capabilities.
What are the prerequisites for running this project?
What are the prerequisites for running this project?
You need Java 17 or later, Gradle, and an OpenAI API key.
How do I configure the ChatBot application?
How do I configure the ChatBot application?
Edit the simple-chat-bot-app\src\main\resource\application.yaml
file and update the spring.profiles.active
setting to target the desired server application (REST or MCP).
How do I enable archival memory?
How do I enable archival memory?
Activate the pgvector
Spring profile. Ensure you have a vector store and embeddings model configured.
What is the purpose of the User ID in the ChatBot application?
What is the purpose of the User ID in the ChatBot application?
The User ID is used as a unique identifier for the chat session.