📢 Announcing our research paper: Mem0 achieves 26% higher accuracy than OpenAI Memory, 91% lower latency, and 90% token savings! Read the paper to learn how we're revolutionizing AI agent memory.

🎉 We’re excited to announce that Claude 4 is now available with Mem0! Check it out here.

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Introduction

Mem0 (pronounced “mem-zero”) enhances AI assistants by giving them persistent, contextual memory. AI systems using Mem0 actively learn from and adapt to user interactions over time.

Mem0’s memory layer combines LLMs with vector based storage. LLMs extract and process key information from conversations, while the vector storage enables efficient semantic search and retrieval of memories. This architecture helps AI agents connect past interactions with current context for more relevant responses.

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Key Features

  • Memory Processing: Uses LLMs to automatically extract and store important information from conversations while maintaining full context
  • Memory Management: Continuously updates and resolves contradictions in stored information to maintain accuracy
  • Dual Storage Architecture: Combines vector database for memory storage and graph database for relationship tracking
  • Smart Retrieval System: Employs semantic search and graph queries to find relevant memories based on importance and recency
  • Simple API Integration: Provides easy-to-use endpoints for adding (add) and retrieving (search) memories

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Use Cases

  • Customer Support Chatbots: Create support agents that remember customer history, preferences, and past interactions to provide personalized assistance
  • Personal AI Tutors: Build educational assistants that track student progress, adapt to learning patterns, and provide contextual help
  • Healthcare Applications: Develop healthcare assistants that maintain patient history and provide personalized care recommendations
  • Enterprise Knowledge Management: Power systems that learn from organizational interactions and maintain institutional knowledge
  • Personalized AI Assistants: Create assistants that learn user preferences and adapt their responses over time

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Getting Started

Mem0 offers two powerful ways to leverage our technology: our managed platform and our open source solution.

Quickstart

Integrate Mem0 in a few lines of code

Playground

Mem0 in action

Examples

See what you can build with Mem0

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Need help?

If you have any questions, please feel free to reach out to us using one of the following methods:

Discord

Join our community

GitHub

Ask questions on GitHub

Support

Talk to founders