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evangstav_python-memory-mcp-server
Mirror ofhttps://github.com/evangstav/python-memory-mcp-server
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Memory MCP Server
An implementation of the Model Context Protocol (MCP) server for managing Claude's memory and knowledge graph.
Installation
You can install the package using uv
:
uvx memory-mcp-server
Or install it from the repository:
uv pip install git+https://github.com/estav/python-memory-mcp-server.git
Usage
Once installed, you can run the server using:
uvx memory-mcp-server
Configuration
The server expects certain environment variables to be set:
-
DATABASE_URL
: SQLite database URL for storing the knowledge graph - Add any other configuration variables here...
Integration with Claude Desktop
To use this MCP server with Claude Desktop, add the following to your claude_desktop_config.json
:
{
"mcpServers": {
"memory": {
"command": "uvx",
"args": ["memory-mcp-server"]
}
}
}
Development
- Clone the repository:
git clone https://github.com/estav/python-memory-mcp-server.git
cd python-memory-mcp-server
- Create a virtual environment and install dependencies:
uv venv
source .venv/bin/activate
uv pip install -e ".[test]" # Include test dependencies
- Run tests:
pytest # Run all tests
pytest -v # Run with verbose output
pytest -v --cov # Run with coverage report
- Run the server locally:
python -m memory_mcp_server
Testing
The project uses pytest for testing. The test suite includes:
Unit Tests
-
test_knowledge_graph_manager.py
: Tests for basic knowledge graph operations -
test_optimized_knowledge_graph_manager.py
: Tests for optimized/batch operations -
test_server.py
: Tests for MCP server implementation
Running Tests
# Run all tests
pytest
# Run with coverage report
pytest --cov=memory_mcp_server
# Run specific test file
pytest tests/test_server.py
# Run tests with verbose output
pytest -v
Test Fixtures
The conftest.py
file provides common test fixtures:
-
temp_db_path
: Creates a temporary SQLite database -
knowledge_graph_manager
: Provides a KnowledgeGraphManager instance -
optimized_knowledge_graph_manager
: Provides an OptimizedKnowledgeGraphManager instance
License
This project is licensed under the MIT License - see the LICENSE file for details.
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Reviews

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