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Prompt Optimizer MCP

Server: user-prompt-optimizer
Workflow stage: P1

Two-round prompt optimization: turn vague requirements into executable specs.

Tool

ToolParamRound
promptenhanceroriginalPrompt1: raw requirement → optimization guide
promptenhanceroptimizedPrompt2: revised prompt → executable final

Order vs P0

  • P0 before P1
  • Never use P1 instead of P0 when user mentions "knowledge base"

Trigger / Skip

TriggerSkip
Vague, short, missing constraints"Just do it" / "don't optimize"
Single-step task, bug with stack trace, full spec
Read-only tasks

vs brainstorming

Pick one: vague requirement → promptenhancer; multi-option comparison → brainstorming

Install

bash
npm install -g prompt-ops-mcp
json
{
  "user-prompt-optimizer": {
    "command": "npx",
    "args": ["prompt-ops-mcp"]
  }
}

Examples

text
Call promptenhancer with originalPrompt="build a user login feature"