Optuna MCP Server

Official

MIT License

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plot_rank

Generate rank plots to visualize parameter performance in hyperparameter optimization. Specify target values and parameters for clear insights into optimization results from the Optuna MCP Server.

Instructions

Return the rank plot as an image.

    Args:
        params:
            Parameter list to visualize. The default is all parameters.
        target:
            An index to specify the value to display. To plot nth objective value, set this to n.
            Note that this is 0-indexed, i.e., to plot the first objective value, set this to 0.
        target_name:
            Target’s name to display on the color bar.
    

Input Schema

Name	Required	Default
`params`	No
`target`	No
`target_name`	No	Objective Value

Input Schema (JSON Schema)

{
  "properties": {
    "params": {
      "anyOf": [
        {
          "items": {
            "type": "string"
          },
          "type": "array"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Params"
    },
    "target": {
      "default": 0,
      "title": "Target",
      "type": "integer"
    },
    "target_name": {
      "default": "Objective Value",
      "title": "Target Name",
      "type": "string"
    }
  },
  "title": "plot_rankArguments",
  "type": "object"
}

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