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Optimized Memory MCP Server v2

by AgentWong

Backend/ServersClaudePythonSQLiteServer

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.

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What is Optimized Memory MCP Server v2?

This is a Python-based Model Context Protocol (MCP) server designed for efficient memory management and infrastructure tracking, specifically tailored for Claude Desktop integration.

How to use Optimized Memory MCP Server v2?

To use this server, clone the repository, set up the Python environment, install dependencies, configure the database, initialize the database, and start the server. Configure Claude Desktop to use the server's URL.

Key features of Optimized Memory MCP Server v2

  • Efficient memory management

  • 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

Use cases of Optimized Memory MCP Server v2

  • Entity management (listing, retrieval, relationships)

  • Provider resource tracking

  • Ansible collection management

  • Version tracking

  • Full-text search capabilities

FAQ from Optimized Memory MCP Server v2

What is the purpose of this server?

This server is designed to provide efficient memory management and robust infrastructure component tracking capabilities for Claude Desktop integration using the Model Context Protocol (MCP).

What are the key requirements for running this server?

You need Python 3.13.1 or higher, SQLite 3.x, and the uvx server.

How do I start the server?

After setting up the environment and database, run the command uvx run python -m src.main.

How do I configure Claude Desktop to use this server?

Set the MCP server URL to http://localhost:8000 and enable the MCP protocol in Claude settings.

What kind of resources and tools are managed by this server?

The server manages entities, providers, Ansible collections, versions, and provides full-text search capabilities. It also offers tools for entity creation, observation tracking, provider registration, Ansible module integration, and infrastructure analysis.