memcp 2025.6.28.7206

Memory for Model Context Protocol

memcp is a Model Context Protocol (MCP) server that provides persistent memory capabilities for AI assistants like Claude. It enables storing and retrieving information across conversations using a local SQLite database.

Features

• Persistent Storage: Store information that persists between conversations

• Keyword-Based Search: Efficiently find stored memories using keyword associations

• Simple Key-Value Store: Easy to use get/set operations with additional keyword metadata

• Local SQLite Database: All data stored locally in a SQLite database you control

• MCP Integration: Seamlessly integrates with Claude Desktop and other MCP clients

Installation

Install from PyPI:

pip install memcp

Or install from source:

git clone https://github.com/moshez/memcp.git
cd memcp
pip install -e .

Quick Start

Configure memcp in Claude Desktop by adding it to your claude_desktop_config.json:

{
  "mcpServers": {
    "memcp": {
      "command": "/path/to/python",
      "args": ["-m", "memcp", "--db", "/path/to/memory.db"]
    }
  }
}

See the full documentation for detailed configuration instructions.

Documentation

Full documentation is available at memcp.readthedocs.io.

Development

To set up a development environment:

# Clone the repository
git clone https://github.com/moshez/memcp.git
cd memcp

# Create virtual environment
python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate

# Install in development mode
pip install -e .

# Install development dependencies
pip install nox

# Run tests
nox -e tests

# Run linting
nox -e lint

# Build documentation
nox -e docs

License

MIT License - see LICENSE file for details.