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MCP server for Malloy queries

Project description

Malloy MCP Server

An MCP server implementation for executing Malloy queries and managing Malloy resources.

Features

  • Execute Malloy queries via MCP
  • Access Malloy project, package, and model metadata
  • Robust error handling with detailed context
  • Comprehensive test coverage
  • Type-safe implementation

Installation

# Install using uv (recommended)
uv pip install malloy-mcp-server

# Or using pip
pip install malloy-mcp-server

Usage

Starting the Server

from malloy_mcp_server import mcp

# Run the server
if __name__ == "__main__":
    mcp.serve()

Configuration

The server can be configured using environment variables:

Variable Description Default
MALLOY_PUBLISHER_ROOT_URL URL of the Malloy Publisher API http://localhost:4000

Example:

# Set the publisher URL
export MALLOY_PUBLISHER_ROOT_URL="http://malloy-publisher:4000"

# Run with custom configuration
python -m malloy_mcp_server

Executing Queries

The server provides an MCP tool for executing Malloy queries:

from malloy_mcp_server import ExecuteMalloyQueryTool

# Example query execution
result = await ExecuteMalloyQueryTool(
    query="select * from users",
    model_path="my_package/users"
)

Accessing Resources

The server provides the following resource endpoints:

  • malloy://project/home/metadata - Project metadata
  • malloy://project/home/package/{package_name} - Package metadata
  • malloy://project/home/model/{model_path} - Model metadata

Development

Setup

  1. Clone the repository:
git clone https://github.com/namabile/malloy-mcp-server.git
cd malloy-mcp-server
  1. Install dependencies:
uv pip install -e ".[dev]"

Running Tests

# Run all tests
pytest

# Run with coverage
pytest --cov=malloy_mcp_server

Code Quality

The project uses:

  • black for code formatting
  • mypy for type checking
  • ruff for linting

Run quality checks:

black .
mypy .
ruff check .

Error Handling

The server provides detailed error handling with context:

from malloy_mcp_server.errors import QueryExecutionError

try:
    result = await ExecuteMalloyQueryTool(...)
except QueryExecutionError as e:
    print(f"Error: {e.message}")
    print("Context:", e.context)

Architecture

The server is built on:

  • FastMCP for the MCP server implementation
  • Malloy Publisher Client for Malloy interactions
  • Pydantic for data validation

Key components:

  • server.py - Core server implementation
  • tools/query_executor.py - Query execution tool
  • errors.py - Error handling utilities

Contributing

  1. Fork the repository
  2. Create a feature branch
  3. Make your changes
  4. Add tests for new functionality
  5. Submit a pull request

License

MIT License - see LICENSE file for details

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