Optimized Memory MCP Server

Manages model context protocol operations with efficient memory usage, designed for integration with Claude Desktop.

Local serverstdioPython★ 1

What is the Optimized Memory MCP Server?

Manages model context protocol operations with efficient memory usage, designed for integration with Claude Desktop.

What you get

A high-performance Python-based Model Context Protocol (MCP) server implementation optimized for Claude Desktop integration. This server provides efficient memory management and robust infrastructure component tracking capabilities.

This MCP server implementation focuses on: - Efficient memory management for large-scale infrastructure tracking - Comprehensive resource and tool implementations following MCP patterns - Full Claude Desktop compatibility - SQLite-based persistent storage with connection pooling - Robust error handling and resource cleanup

  • MCP Resources —
  • Entity management (listing, retrieval, relationships)
  • Provider resource tracking
  • Ansible collection management
  • Version tracking
  • Full-text search capabilities

Configuration and credentials

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

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

How to install the Optimized Memory MCP Server

{
  "mcpServers": {
    "optimized-memory-1": {
      "command": "uvx",
      "args": ["server"],
      "env": {
        "DATABASE_URL": "your-value"
      }
    }
  }
}

Add to claude_desktop_config.json, then restart Claude Desktop.

Configuration

  • Python 3.13.1 or higher - SQLite 3.x - uvx server
VariableDescriptionRequired
DATABASE_URLEndpoint or connection string the server talks to.Yes

Frequently asked questions

The requirements include Python 3.13.1 or higher, SQLite 3.x, and uvx server.