optimized-memory-mcp-serverv2

optimized-memory-mcp-serverv2

1
research_and_datadeveloper_tools

Optimized Memory MCP Server v2 is a Python-based server offering efficient memory management and integration with Claude Desktop. It features SQLite-based storage, supports MCP patterns, and provides robust error handling and resource management.

Overview

The Optimized Memory MCP Server v2 is a high-performance Python-based Model Context Protocol (MCP) server designed for integration with Claude Desktop. This server is optimized for efficient memory management and provides robust infrastructure component tracking. It features SQLite-based persistent storage with connection pooling, comprehensive resource implementations, and tool integrations following MCP patterns.

Features

  • MCP Resources: Entity management, provider resource tracking, Ansible collection management.
  • MCP Tools: Entity creation, observation tracking, provider registration, infrastructure analysis.
  • Core Components: FastMCP server, SQLite database, error handling, resource cleanup, extensive logging.

Quick Start

  1. Clone and set up Python environment.
  2. Install dependencies.
  3. Configure and initialize the database.
  4. Start the server using uvx.

Requirements

  • Python 3.13.1 or higher
  • SQLite 3.x
  • uvx server