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Prompt Auto-Optimizer MCP

by sloth-wq

gepa_start_evolution

Initiate the evolution process for prompt optimization by specifying task descriptions, seed prompts, and configuration parameters to enhance AI performance, creativity, and reliability.

Instructions

Initialize evolution process with configuration and seed prompt

Input Schema

NameRequiredDescriptionDefault
configNoEvolution configuration parameters (optional)
seedPromptNoInitial prompt to start evolution from (optional)
targetModulesNoSpecific modules or components to target (optional)
taskDescriptionYesDescription 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" }

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