MCP server for interacting with the Prefect API
What is fortunto2 prefect mcp server
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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Frequently Asked Questions
What is MCP?
MCP (Model Context Protocol) is an open protocol that standardizes how applications provide context to LLMs. Think of MCP like a USB-C port for AI applications, providing a standardized way to connect AI models to different data sources and tools.
What are MCP Servers?
MCP Servers are lightweight programs that expose specific capabilities through the standardized Model Context Protocol. They act as bridges between LLMs like Claude and various data sources or services, allowing secure access to files, databases, APIs, and other resources.
How do MCP Servers work?
MCP Servers follow a client-server architecture where a host application (like Claude Desktop) connects to multiple servers. Each server provides specific functionality through standardized endpoints and protocols, enabling Claude to access data and perform actions through the standardized protocol.
Are MCP Servers secure?
Yes, MCP Servers are designed with security in mind. They run locally with explicit configuration and permissions, require user approval for actions, and include built-in security features to prevent unauthorized access and ensure data privacy.
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