Prompt Auto-Optimizer MCP

MIT License

Overview InspectNew Endpoints Schema Related Servers Reviews Score

gepa_reflect

Analyze failure patterns in trajectories and generate targeted prompt improvements to enhance AI performance, creativity, and reliability using iterative testing and refinement.

Instructions

Analyze failures and generate prompt improvements

Input Schema

Name	Required	Description	Default
`analysisDepth`	No	Depth of failure analysis to perform	deep
`focusAreas`	No	Specific areas to focus analysis on (optional)
`targetPromptId`	Yes	Prompt ID to generate improvements for
`trajectoryIds`	Yes	List of trajectory IDs to analyze for failure patterns

Input Schema (JSON Schema)

{
  "properties": {
    "analysisDepth": {
      "default": "deep",
      "description": "Depth of failure analysis to perform",
      "enum": [
        "shallow",
        "deep"
      ],
      "type": "string"
    },
    "focusAreas": {
      "description": "Specific areas to focus analysis on (optional)",
      "items": {
        "type": "string"
      },
      "type": "array"
    },
    "targetPromptId": {
      "description": "Prompt ID to generate improvements for",
      "type": "string"
    },
    "trajectoryIds": {
      "description": "List of trajectory IDs to analyze for failure patterns",
      "items": {
        "type": "string"
      },
      "type": "array"
    }
  },
  "required": [
    "trajectoryIds",
    "targetPromptId"
  ],
  "type": "object"
}

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