Optuna MCP Server

MCPOfficialOpen SourceMIT54.7

by optuna • Visualization & Charts

An MCP server that exposes Optuna hyperparameter optimization and visualization functionality to Model Context Protocol clients for automated optimization and interactive analysis.

Example Use Cases

1
Perform automated hyperparameter optimization using Optuna without handling Optuna internals.
2
Interactively analyze and visualize optimization results (plots, Pareto fronts, hypervolume) via an MCP chat interface.
3
Launch and access an Optuna dashboard or coordinate optimization workflows across other MCP tools (e.g., optimizing FFmpeg or recipes).

Description

The Optuna MCP Server wraps Optuna features (studies, trials, visualizations, and dashboard) as MCP tools so LLMs and other MCP clients can create studies, suggest and report trials, and generate plots programmatically. It supports persistent storage (e.g., SQLite), can be run via uv or Docker, and integrates with MCP clients like Claude Desktop. The server helps automate hyperparameter search, analyze optimization results via chat, and coordinate optimization workflows across other MCP tools.

Quick Actions

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Security

Scanned 2 month(s) ago

Risk Level

MINIMAL

Read-only data retrieval, no side effects

Trust Score

C62/100

8/17 checks passed

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Quick Stats

Service TypeMCP

Pricing ModelFree

Capabilities0 Tools / 0 Prompts / 0 Resources

Owneroptuna

CategoryVisualization & Charts

DependenciesStandalone