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Prompt Enhancer

Transform vague prompts into structured specifications with INTENT and ACTION fields.

2.1k|165|Updated Sep 7, 2025
Search Tags:#memory#nlp#enhancement#prompt#structured-prompt#ai-prompting
One-click install
npx skills add https://github.com/catlog22/Claude-Code-Workflow --skill prompt-enhancer-catlog22
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Prompt Enhancer
Source: https://github.com/catlog22/Claude-Code-Workflow/tree/main/.claude/skills/prompt-enhancer
Command: npx skills add https://github.com/catlog22/Claude-Code-Workflow --skill prompt-enhancer-catlog22

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Enhances vague user prompts into actionable, structured specifications using memory context for consistent results across sessions.

Core Features & Use Cases

  • Memory-based context extraction: Leverages session memory to inform prompts without reading files.
  • Dynamic field selection: Outputs prompts tailored to the task type.
  • Quick Start: Provide a vague instruction with -e; receive a structured enhanced prompt.

Quick Start

Provide a vague prompt with -e to receive a structured enhanced prompt tailored to the task.

Frequently Asked Questions about Prompt Enhancer

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

FAQPage Schema
How do I turn a vague prompt into a structured specification?▼

Prompt Enhancer transforms vague prompts into actionable specifications by analyzing your input and generating structured output with core fields like INTENT and ACTION, plus optional fields such as TECH STACK, CONTEXT, and METRICS tailored to your task type.

Can I use session memory to enhance prompts without reading files?▼

Yes. Prompt Enhancer leverages session memory context to inform and enhance prompts dynamically, extracting relevant information from your interactive session without requiring file I/O operations.

How do I get a structured prompt output from a vague instruction?▼

Provide your vague prompt with the -e or --enhance flag in an interactive session. Prompt Enhancer analyzes the input, determines the task type, and outputs a dynamic structured prompt containing INTENT, ACTION, and domain-specific optional fields.

What does a structured prompt output include?▼

Enhanced prompts include core fields—INTENT and ACTION—plus optional fields selected based on task type: TECH STACK, CONTEXT, ATTENTION, SCOPE, METRICS, and DEPENDENCIES, ensuring comprehensive specification coverage.

Does prompt enhancement work across multiple interactive sessions?▼

Yes. Prompt Enhancer uses memory-driven context integration to produce consistent results across sessions, maintaining context awareness without file-based storage.

What types of tasks can be enhanced—clarification, requirements, or both?▼

Prompt Enhancer covers multiple task types including clarification, requirement extraction, memory-driven context integration, and structured output generation, adapting field selection dynamically to each task.

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