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MLflow Prompt Registry MCP Server

by B-Step62

AI/Development ToolsMLflowPrompt RegistryClaudePrompt Templates

This server implements the Model Context Protocol (MCP) for MLflow Prompt Registry, enabling access to prompt templates managed in MLflow. It allows loading prompt templates from MLflow in Claude Desktop, facilitating convenient instruction of Claude for repetitive tasks or common workflows.

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What is MLflow Prompt Registry MCP Server?

An MCP (Model Context Protocol) server for MLflow Prompt Registry. It allows you to access and use prompt templates stored in MLflow from applications like Claude Desktop.

How to use MLflow Prompt Registry MCP Server?

  1. Install MLflow and start the Prompt Registry. 2. Create a prompt template in MLflow. 3. Build the MCP server using npm install and npm run build. 4. Configure Claude Desktop by adding the server details to claude_desktop_config.json, specifying the command, arguments (path to the server's index.js), and the MLFLOW_TRACKING_URI environment variable.

Key features of MLflow Prompt Registry MCP Server

  • Lists available prompts with pagination and filtering.

  • Retrieves and compiles specific prompts using their name and optional arguments.

  • Implements the MCP Prompts specification.

  • Facilitates integration of MLflow prompts with Claude Desktop.

Use cases of MLflow Prompt Registry MCP Server

  • Loading prompt templates from MLflow into Claude Desktop.

  • Instructing Claude for repetitive tasks.

  • Implementing common workflows in Claude using pre-defined prompts.

  • Centralized management and versioning of prompt templates using MLflow.

FAQ from MLflow Prompt Registry MCP Server

What is MLflow Prompt Registry?

MLflow Prompt Registry is a feature in MLflow that allows you to manage and version prompt templates.

What is MCP?

MCP stands for Model Context Protocol, a standard for discovering and using prompt templates.

How do I install MLflow?

You can install MLflow using pip: pip install mlflow>=2.21.1

How do I create a prompt template in MLflow?

Refer to the MLflow documentation for creating prompt templates: https://mlflow.org/docs/latest/prompts#1-create-a-prompt

Where can I find the MCP Prompts specification?

The MCP Prompts specification can be found at: https://github.com/anthropics/ModelContextProtocol/blob/main/docs/prompts.md