optuna-mcp

optuna-mcp

3.5

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Optuna MCP Server is a Model Context Protocol server designed to automate optimization and analysis using Optuna.

The Optuna MCP Server is a powerful tool that leverages the Model Context Protocol (MCP) to facilitate automated optimization and analysis tasks using Optuna. It is particularly useful for tasks such as hyperparameter optimization, interactive analysis of optimization results, and optimizing the input and output of other MCP tools. The server can be integrated with various platforms, including Claude Desktop and Docker, making it versatile and adaptable to different user needs. By providing a structured interface for managing studies, trials, and visualizations, the Optuna MCP Server simplifies the process of conducting complex optimization tasks. Users can easily create studies, set samplers, and visualize results through a range of tools and dashboards. The server's integration with Optuna's capabilities ensures that users can efficiently manage and analyze their optimization processes, making it an invaluable resource for data scientists and researchers.

Features

  • Automated hyperparameter optimization by LLMs
  • Interactive analysis of Optuna's optimization results via chat interface
  • Integration with various platforms like Claude Desktop and Docker
  • Comprehensive visualization tools for optimization analysis
  • Support for persistent storage of optimization results

Tools

  1. Study

    Tools for creating and managing Optuna studies, including creating studies, setting samplers, and retrieving trials.

  2. Trial

    Tools for managing trials, including suggesting parameters, reporting results, and setting user attributes.

  3. Visualization

    Tools for generating various plots to visualize optimization results, such as optimization history, Pareto front, and parameter importances.

  4. Web Dashboard

    Tool for launching the Optuna dashboard to interactively analyze optimization results.