MCP Server with Mem0 for Managing Coding Preferences
This demonstrates a structured approach for using an MCP server with mem0 to manage coding preferences efficiently. The server can be used with Cursor and provides essential tools for storing, retrieving, and searching coding preferences.
Installation
- Clone this repository
- Initialize the
uvenvironment:
- Activate the virtual environment:
- Install the dependencies using
uv:
- Update
.envfile in the root directory with your mem0 API key:
Usage
- Start the MCP server:
- In Cursor, connect to the SSE endpoint, follow this doc for reference:
- Open the Composer in Cursor and switch to
Agentmode.
Demo with Cursor
Features
The server provides three main tools for managing code preferences:
add_coding_preference: Store code snippets, implementation details, and coding patterns with comprehensive context including:
get_all_coding_preferences: Retrieve all stored coding preferences to analyze patterns, review implementations, and ensure no relevant information is missed.
search_coding_preferences: Semantically search through stored coding preferences to find relevant:
Why?
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.
Server
By default, the server runs on 0.0.0.0:8080 but is configurable with command line arguments like:
The server exposes an SSE endpoint at
/sse that MCP clients can connect to for accessing the coding preferences management tools.MCP Server with Mem0 for Managing Coding Preferences
This demonstrates a structured approach for using an MCP server with mem0 to manage coding preferences efficiently. The server can be used with Cursor and provides essential tools for storing, retrieving, and searching coding preferences.
Installation
- Clone this repository
- Initialize the
uvenvironment:
- Activate the virtual environment:
- Install the dependencies using
uv:
- Update
.envfile in the root directory with your mem0 API key:
Usage
- Start the MCP server:
- In Cursor, connect to the SSE endpoint, follow this doc for reference:
- Open the Composer in Cursor and switch to
Agentmode.
Demo with Cursor
Features
The server provides three main tools for managing code preferences:
add_coding_preference: Store code snippets, implementation details, and coding patterns with comprehensive context including:
get_all_coding_preferences: Retrieve all stored coding preferences to analyze patterns, review implementations, and ensure no relevant information is missed.
search_coding_preferences: Semantically search through stored coding preferences to find relevant:
Why?
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.
Server
By default, the server runs on 0.0.0.0:8080 but is configurable with command line arguments like:
The server exposes an SSE endpoint at
/sse that MCP clients can connect to for accessing the coding preferences management tools.