Prompt Auto-Optimizer MCP

MIT License

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gepa_start_evolution

Start AI prompt optimization using evolutionary algorithms—define tasks, configure parameters, and evolve prompts for better performance and reliability.

Instructions

Initialize evolution process with configuration and seed prompt

Input Schema

Name	Required	Description
`config`	No	Evolution configuration parameters (optional)
`seedPrompt`	No	Initial prompt to start evolution from (optional)
`targetModules`	No	Specific modules or components to target (optional)
`taskDescription`	Yes	Description of the task to optimize prompts for

Input Schema (JSON Schema)

{
  "properties": {
    "config": {
      "description": "Evolution configuration parameters (optional)",
      "properties": {
        "crossoverRate": {
          "default": 0.7,
          "type": "number"
        },
        "elitismPercentage": {
          "default": 0.1,
          "type": "number"
        },
        "generations": {
          "default": 10,
          "type": "number"
        },
        "mutationRate": {
          "default": 0.15,
          "type": "number"
        },
        "populationSize": {
          "default": 20,
          "type": "number"
        }
      },
      "type": "object"
    },
    "seedPrompt": {
      "description": "Initial prompt to start evolution from (optional)",
      "type": "string"
    },
    "targetModules": {
      "description": "Specific modules or components to target (optional)",
      "items": {
        "type": "string"
      },
      "type": "array"
    },
    "taskDescription": {
      "description": "Description of the task to optimize prompts for",
      "type": "string"
    }
  },
  "required": [
    "taskDescription"
  ],
  "type": "object"
}

Install Server

HTTP connection URL

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