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MCP Server

MCP-Mem0

A robust server for managing long-term agent memory using Mem0, providing efficient storage and retrieval of agent memories with a lightweight Python-based implementation.

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11/22/2025
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README Documentation

MCP-Mem0: Your Gateway to Long-Term Agent Memory ๐Ÿš€

Welcome to the MCP-Mem0 repository! This project provides a robust server for managing long-term agent memory using Mem0. It also serves as a helpful template for anyone looking to build their own MCP server with Python.

Table of Contents

  • Features
  • Getting Started
  • Installation
  • Usage
  • Contributing
  • License
  • Contact

Features โœจ

  • Long-Term Memory Management: Efficiently store and retrieve agent memories.
  • Python-Based: Built with Python, making it easy to customize and extend.
  • Template Structure: A great starting point for your own MCP server development.
  • Lightweight: Minimal resource requirements for easy deployment.

Getting Started ๐Ÿ

To get started with MCP-Mem0, you will need to download the latest release. Visit the Releases section to find the latest version. Download the file and execute it to set up your server.

Installation โš™๏ธ

Follow these steps to install MCP-Mem0:

  1. Clone the Repository:

    git clone https://github.com/yellnuts/mcp-mem0.git
    cd mcp-mem0
    
  2. Install Dependencies: Ensure you have Python 3.6 or higher installed. Use pip to install the required packages:

    pip install -r requirements.txt
    
  3. Run the Server: After installing the dependencies, you can start the server with:

    python server.py
    
  4. Access the API: Open your web browser and navigate to http://localhost:5000 to access the server.

Usage ๐Ÿ“š

Once the server is running, you can interact with it using HTTP requests. Below are some example endpoints you can use:

  • Create Memory:

    POST /memory
    

    Body:

    {
      "agent_id": "unique_agent_id",
      "memory_data": "Your memory data here"
    }
    
  • Retrieve Memory:

    GET /memory/{agent_id}
    
  • Delete Memory:

    DELETE /memory/{agent_id}
    

For more detailed API documentation, refer to the API.md file in the repository.

Contributing ๐Ÿค

We welcome contributions to MCP-Mem0! Hereโ€™s how you can help:

  1. Fork the Repository: Click the "Fork" button at the top right corner of the page.
  2. Create a Branch:
    git checkout -b feature/YourFeature
    
  3. Make Changes: Implement your feature or fix.
  4. Commit Your Changes:
    git commit -m "Add your message here"
    
  5. Push to the Branch:
    git push origin feature/YourFeature
    
  6. Open a Pull Request: Go to the original repository and click on "New Pull Request".

License ๐Ÿ“„

This project is licensed under the MIT License. See the LICENSE file for more details.

Contact ๐Ÿ“ฌ

For any inquiries or support, please contact the maintainer:

  • Name: [Your Name]
  • Email: [your.email@example.com]
  • GitHub: your-github-profile

Thank you for checking out MCP-Mem0! We hope you find it useful. For the latest updates and releases, donโ€™t forget to check the Releases section again.

MCP-Mem0


Advanced Configuration ๐Ÿ”ง

MCP-Mem0 allows for advanced configurations to suit your specific needs. You can adjust settings in the config.json file located in the root directory. Here are some of the key configurations you can modify:

  • Memory Expiry: Set how long memories should be retained.
  • Logging Level: Adjust the verbosity of server logs.
  • Port Configuration: Change the port number if needed.

Example Configuration

Hereโ€™s an example of what your config.json might look like:

{
  "memory_expiry": "30 days",
  "logging_level": "info",
  "port": 5000
}

Troubleshooting ๐Ÿ› ๏ธ

If you encounter issues while using MCP-Mem0, consider the following common problems:

  • Server Not Starting: Ensure that all dependencies are installed correctly.
  • API Errors: Check the request format and ensure the server is running.
  • Memory Not Saving: Verify that the agent_id is unique and correctly formatted.

Roadmap ๐Ÿ—บ๏ธ

We have exciting plans for future updates! Here are some features we aim to implement:

  • User Authentication: Secure your memory management with user accounts.
  • Data Visualization: Graphical representation of memory data.
  • Multi-Agent Support: Handle multiple agents simultaneously.

Stay tuned for these features and more!

Community ๐Ÿ’ฌ

Join our community to share your experiences, ask questions, and get support:

  • Discord: Join our Discord Server
  • Forum: Visit our Forum

We encourage you to engage with other users and contribute to discussions.

Final Thoughts ๐Ÿ’ญ

Thank you for exploring MCP-Mem0! We believe this tool will be a valuable asset for anyone working with agent memory management. Your feedback is essential, so feel free to reach out with suggestions or improvements.

For the latest updates, donโ€™t forget to visit the Releases section again. Happy coding!

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