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This demonstrates a structured approach for using anMCP server withmem0 to manage coding preferences efficiently. The server can be used with Cursor and provides essential tools for storing, retrieving, and searching coding preferences.

1. Clone this repository
2. Initialize theuv environment:

uv venv

3. Activate the virtual environment:

source .venv/bin/activate

4. Install the dependencies usinguv:

# Install in editable mode from pyproject.tomluv pip install -e.

5. Update.env file in the root directory with your mem0 API key:

MEM0_API_KEY=your_api_key_here

1. Start the MCP server:

uv run main.py

2. In Cursor, connect to the SSE endpoint, follow thisdoc for reference:

http://0.0.0.0:8080/sse

3. Open the Composer in Cursor and switch toAgent mode.

The server provides three main tools for managing code preferences:

1. add_coding_preference: Store code snippets, implementation details, and coding patterns with comprehensive context including:

   • Complete code with dependencies
   • Language/framework versions
   • Setup instructions
   • Documentation and comments
   • Example usage
   • Best practices

2. get_all_coding_preferences: Retrieve all stored coding preferences to analyze patterns, review implementations, and ensure no relevant information is missed.

3. search_coding_preferences: Semantically search through stored coding preferences to find relevant:

   • Code implementations
   • Programming solutions
   • Best practices
   • Setup guides
   • Technical documentation

This implementation allows for a persistent coding preferences system that can be accessed via MCP. The SSE-based server can run as a process that agents connect to, use, and disconnect from whenever needed. This pattern fits well with "cloud-native" use cases where the server and clients can be decoupled processes on different nodes.

By default, the server runs on 0.0.0.0:8080 but is configurable with command line arguments like:

uv run main.py --host <your host> --port <your port>

The server exposes an SSE endpoint at/sse that MCP clients can connect to for accessing the coding preferences management tools.