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Prefect Mcp Server

@fortunto2on a year ago
3 MIT
FreeCommunity
AI Systems
MCP server for interacting with the Prefect API

Overview

What is Prefect Mcp Server

Prefect MCP Server is a server configuration designed for interacting with the Prefect API, utilizing the prefect-mcp-server package and ensuring reliable operation through the uvx command.

Use cases

Use cases include automating data pipelines, scheduling tasks, monitoring workflows, and integrating with Prefect Cloud for enhanced data management capabilities.

How to use

To use Prefect MCP Server, create a virtual environment with Python 3.9 or newer, install the server using uv pip install -U prefect-mcp-server, configure it via the .cursor/mcp.json file, and run the server with the command uv run <script>.

Key features

Key features include compatibility with Python 3.9+, a reliable running mechanism via uvx, easy configuration through a JSON file, and the ability to set environment variables for customization.

Where to use

Prefect MCP Server is suitable for data engineering, workflow orchestration, and any application that requires interaction with the Prefect API for managing data workflows.

Content

Prefect MCP Server

This repository provides a Prefect MCP server configuration using the prefect-mcp-server package with a reliable running mechanism via uvx. The configuration is tailored for use with the Cursor IDE.

Prerequisites

  • Python 3.9 or newer.
  • A preferred virtual environment tool (such as uv) for managing Python environments.
  • Prefect 3 (see Prefect Documentation for installation instructions).

Installation

Create and activate your virtual environment, then install Prefect MCP Server:

uv venv --python 3.12 && source .venv/bin/activate
uv pip install -U prefect-mcp-server

Configuration

The server is configured via the .cursor/mcp.json file. The updated configuration is as follows:

{
  "mcpServers": {
    "prefect": {
      "command": "uvx",
      "args": [
        "prefect-mcp-server"
      ],
      "env": {}
    }
  }
}

This configuration ensures that the server uses the uvx command with the exact package version installed via uv pip install. This approach provides enhanced reliability and consistency in your development environment.

Environment Variables

Set the following environment variables to configure your Prefect environment. You can create a file named .env in the project root with entries such as:

PREFECT_API_URL=http://localhost:4200/api

Additionally, if needed, set other environment variables like PREFECT_API_KEY to authenticate with your Prefect server or Prefect Cloud.

Running the Server

To start the server, you can run the following command:

uv run <script>

Alternatively, if you are using the Cursor IDE with its configuration, the server will be automatically invoked with the command specified in .cursor/mcp.json.

Documentation

Detailed documentation on the Prefect MCP Server functionality and usage is available in the docs/prefect_mcp_documentation.md file. The documentation includes:

  • Complete list of available tools and their parameters
  • Instructions for installation and configuration
  • Examples of usage with different MCP clients
  • Prefect 3.0 compatibility information

Cursor Rules

This repository includes Cursor Rules for working with the Prefect MCP Server, located in the .cursor/rules/ directory. These rules provide contextual help and guidance when working with Prefect MCP in the Cursor IDE.

Additional Information

  • For further details on Prefect installation and usage, please refer to the Prefect Documentation.
  • For information about the Model Context Protocol (MCP), see the MCP Documentation.
  • Use uv run for running scripts within the configured environment as recommended by Cursor.

Happy coding!

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