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optimized-memory-mcp-serverv2

Source

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Overview

This project is a Python-based Model Context Protocol (MCP) server designed to work with Claude Desktop as an MCP client, testing Claude AI's ability to self-write server code.

To use this project, clone the repository, set up a Python virtual environment, install the required dependencies, initialize the database, and run the server using the provided commands.

  • Python-based implementation of an MCP server. - Integration with Claude Desktop as a client. - Modular project structure with clear documentation and testing.
  1. Developing AI applications that require a context protocol server.
  2. Testing AI capabilities in self-writing code.
  3. Providing a backend for AI-driven applications.

Add to your AI client

Use these steps to connect optimized-memory-mcp-serverv2 in Cursor, Claude, VS Code, and other MCP-compatible apps. The same JSON appears in the Use with menu above for one-click copy.

Cursor

Add this to your .cursor/mcp.json file in your project root, then restart Cursor.

.cursor/mcp.json

{
  "mcpServers": {
    "agentwong-optimized-memory-mcp-serverv2-mcp-mirror": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-agentwong-optimized-memory-mcp-serverv2-mcp-mirror"
      ]
    }
  }
}

Claude Desktop

Add this server entry to the mcpServers object in your Claude Desktop config, then restart the app.

~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)

{
  "mcpServers": {
    "agentwong-optimized-memory-mcp-serverv2-mcp-mirror": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-agentwong-optimized-memory-mcp-serverv2-mcp-mirror"
      ]
    }
  }
}

Claude Code

Add this to your project's .mcp.json file. Claude Code will detect it automatically.

.mcp.json (project root)

{
  "mcpServers": {
    "agentwong-optimized-memory-mcp-serverv2-mcp-mirror": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-agentwong-optimized-memory-mcp-serverv2-mcp-mirror"
      ]
    }
  }
}

VS Code (Copilot)

Add this to your .vscode/mcp.json file. Requires the GitHub Copilot extension with MCP support enabled.

.vscode/mcp.json

{
  "servers": {
    "agentwong-optimized-memory-mcp-serverv2-mcp-mirror": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-agentwong-optimized-memory-mcp-serverv2-mcp-mirror"
      ]
    }
  }
}

Windsurf

Add this to your Windsurf MCP config file, then restart Windsurf.

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "agentwong-optimized-memory-mcp-serverv2-mcp-mirror": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-agentwong-optimized-memory-mcp-serverv2-mcp-mirror"
      ]
    }
  }
}

Cline

Open Cline settings, navigate to MCP Servers, and add this server configuration.

Cline MCP Settings (via UI)

{
  "mcpServers": {
    "agentwong-optimized-memory-mcp-serverv2-mcp-mirror": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-agentwong-optimized-memory-mcp-serverv2-mcp-mirror"
      ]
    }
  }
}

FAQ

What is the purpose of this project?

The project aims to test Claude AI's ability to generate server code for its own use.

What are the system requirements?

Python 3.13.1 is required to run this project.

How do I contribute to the project?

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Developer tools
optimized-memory-mcp-serverv2 — MCP Registry