prompt-optimizer

Analyze draft prompts and output ready-to-paste optimized prompts.

Updated Mar 16, 2026
One-click install
npx skills add https://github.com/thmspi/claude-setup --skill prompt-optimizer-thmspi
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-optimizer
Source: https://github.com/thmspi/claude-setup/tree/main/.claude/skills/prompt-optimizer
Command: npx skills add https://github.com/thmspi/claude-setup --skill prompt-optimizer-thmspi

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill analyzes a draft prompt, identifies intent and gaps, matches setup components (skills/commands/agents/hooks), and outputs a ready-to-paste optimized prompt. Advisory role only — never executes the task itself.

Core Features & Use Cases

  • Analyze draft prompts to identify intent, gaps, and alignment with existing setup components
  • Generate a complete, paste-ready optimized prompt with clear instructions and safeguards
  • Provide a guided workflow outline and trigger hints for seamless activation in conversations

Quick Start

Use this skill to generate a polished, paste-ready prompt from a draft prompt.

Frequently Asked Questions about prompt-optimizer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I optimize an AI prompt before using it?

To optimize an AI prompt, you analyze its draft to identify intent and gaps, then refine instructions and add safeguards to produce a ready-to-paste optimized prompt.

What is prompt optimization and when do I need it?

Prompt optimization is the process of analyzing a draft prompt to clarify intent and align it with setup components. You need it when a prompt lacks clear instructions or trigger conditions.

How to generate a ready-to-use prompt from a rough draft?

You generate a ready-to-use prompt from a rough draft by running it through a six-phase pipeline that scopes intent, identifies gaps, and outputs a complete, paste-ready prompt with trigger hints.

Does prompt optimization work with existing AI agents and commands?

Prompt optimization works with existing AI agents and commands by scoping your draft prompt against current setup components to ensure proper alignment and seamless activation in conversations.

What is the best way to structure a prompt for AI workflows?

The best way to structure a prompt for AI workflows is to use a guided blueprint that clarifies trigger conditions, aligns with existing skills, and provides safeguards for comprehensive optimization.

Why does my AI prompt fail to trigger the correct workflow?

Your AI prompt may fail to trigger the correct workflow if it lacks clear instructions or has gaps; optimization clarifies intent and provides trigger hints for seamless activation.