Optuna

概要

The Optuna MCP Server bridges Optuna's robust hyperparameter optimization and analysis capabilities with the Model Context Protocol (MCP). It allows users to interact with Optuna's core functionalities, such as managing studies, conducting trials, and visualizing results, all through an MCP client. This integration streamlines complex optimization workflows, making it particularly useful for automated hyperparameter tuning driven by large language models (LLMs) or interactive data analysis via chat interfaces.

主な機能

• Interactive Optuna Dashboard integration for detailed insights
• Support for multi-objective optimization Pareto front analysis
• Comprehensive Optuna Study management functions
• 4 GitHub stars
• Extensive visualization tools for optimization analysis plots
• Automated hyperparameter suggestion and trial result reporting

ユースケース

• Interactive analysis of Optuna optimization results through chat interfaces
• Optimizing inputs and outputs for other Model Context Protocol (MCP) tools
• Automated hyperparameter optimization driven by LLMs