Optuna MCP
UnclaimedThe Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs.
Install
/path/to/uvx optuna-mcpSet up this server
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24 of 24 tools
Documented tools (24)
From project documentation. A server handshake does not verify each tool’s description or behavior.
ask
Suggest new parameters using Optuna.
best_trial
Get the best trial.
best_trials
Return trials located at the Pareto front in the study.
create_study
Create a new Optuna study with the given studyname and directions.
get_all_study_names
Get all study names from the storage.
get_directions
Get the directions of the study.
get_metric_names
Get metricnames.
get_trial_user_attrs
Get user attributes in a trial.
get_trials
Get all trials in a CSV format.
launch_optuna_dashboard
Launch the Optuna dashboard.
plot_contour
Return the contour plot as an image.
plot_edf
Return the EDF plot as an image.
plot_hypervolume_history
Return the hypervolume history plot as an image.
plot_optimization_history
Return the optimization history plot as an image.
plot_parallel_coordinate
Return the parallel coordinate plot as an image.
plot_param_importances
Return the parameter importances plot as an image.
plot_pareto_front
Return the Pareto front plot as an image for multi-objective optimization.
plot_rank
Return the rank plot as an image.
plot_slice
Return the slice plot as an image.
plot_timeline
Return the timeline plot as an image.
set_metric_names
Set metricnames. Metricnames are labels used to distinguish what each objective value is.
set_sampler
Set the sampler for the study.
set_trial_user_attr
Set user attributes for a trial.
tell
Report the result of a trial.
Tool change history
FAQ
Questions about Optuna MCP Server
- How do I connect Optuna MCP Server to Claude?
- The listing records `/path/to/uvx optuna-mcp` as its setup step. Run it, then follow the repository's instructions for the client configuration; the listing names Claude Desktop as compatible clients.
- Is Optuna MCP Server free?
- The listed licence is MIT. Check the upstream terms for permitted use and commercial requirements; a public repository does not by itself mean the software is free or open source. Connected APIs and hosted services may have separate charges.
- What can Optuna MCP Server do?
- Optuna MCP Server documents 24 tools to the agent, including ask, best_trial, best_trials. The descriptions above come from project documentation. A live handshake does not test individual tool behavior.