MCP-Mirror

optimized-memory-mcp-serverv2

Community MCP-Mirror
Updated

A Python-based Model Context Protocol (MCP) server implementation

optimized-memory-mcp-serverv2

This is a personal project to test Claude AI's ability to self-write an MCP Server code for its own use.

This is a Python-based Model Context Protocol (MCP) server implementation designed to work with Claude Desktop as an MCP client.

Project Structure

mcp_server/
├── README.md                 # Project documentation
├── requirements.txt          # Project dependencies
├── server.py                # Main server implementation
├── tests/                   # Test directory
│   ├── __init__.py
│   ├── test_resources.py
│   └── test_tools.py
├── docs/                    # Documentation
│   └── CONVENTIONS.md       # Implementation conventions
└── src/                     # Source code
    ├── __init__.py
    ├── resources/          # Resource implementations
    │   └── __init__.py
    ├── tools/              # Tool implementations
    │   └── __init__.py
    └── utils/              # Utility functions
        └── __init__.py

Getting Started

  1. Ensure Python 3.13.1 is installed:

    python --version  # Should show 3.13.1
    
  2. Install uvx if not already installed:

    pip install uvx
    
  3. Clone this repository:

    git clone https://github.com/AgentWong/optimized-memory-mcp-serverv2.git
    cd optimized-memory-mcp-serverv2
    
  4. Create and activate a virtual environment:

    python -m venv .venv
    source .venv/bin/activate  # On Unix/macOS
    # or
    .venv\Scripts\activate  # On Windows
    
  5. Install dependencies:

    pip install -r requirements.txt
    pip install -r requirements-dev.txt  # For development
    
  6. Initialize the database:

    alembic upgrade head
    
  7. Run the server:

    uvx run python -m src.main
    

Development

Follow the conventions outlined in docs/CONVENTIONS.md for implementation details and best practices.

MCP Server · Populars

MCP Server · New

    Mearman

    MCP Wayback Machine Server

    MCP server and CLI tool for interacting with the Internet Archive's Wayback Machine

    Community Mearman
    markifact

    Markifact, the universal marketing MCP server

    MCP server for Google Ads, Meta Ads, GA4, TikTok Ads, and LinkedIn Ads. Manage 300+ ad operations from Claude, ChatGPT, Gemini, Cursor, or any AI client. Human-in-the-loop on every write.

    Community markifact
    BentleySystems

    OpenSTAAD MCP Server

    openstaad-mcp is an MCP Server enabling AI Agents to interact with STAAD.Pro

    Community BentleySystems
    Hyperion-GPU

    ProofFlow

    MCP Server

    Community Hyperion-GPU
    t8y2

    dbx

    20 MB lightweight cross-platform database client for 70+ databases, including MySQL, PostgreSQL, SQLite, Redis, MongoDB, DuckDB, SQL Server, and Dameng. Built-in AI, MCP Server, CLI, desktop and Docker. | 轻量级跨平台数据库管理工具,支持 MySQL、PostgreSQL、SQLite、Redis、MongoDB、达梦等 70+ 数据库,提供桌面端、Docker、CLI、内置 AI 助手和 MCP Server。

    Community t8y2