Can this skill help prevent AI hallucinations?

Yes, it includes specific quality check patterns and uncertainty expressions (like 'I don't know') to reduce guessing and improve factual accuracy.

Does it support structured output formats?

Absolutely. It provides patterns for enforcing specific structures such as JSON, Markdown sections, and custom templates for easy integration into other software.

When should I use this skill?

Use it when Claude's outputs are inconsistent, when you need strict formatting like JSON, or when a task requires multi-step reasoning that needs explicit structure.

What is Meta Prompt Engineering?

It is a systematic methodology for designing prompts that use roles, task decomposition, and explicit constraints to ensure an AI model produces the highest quality results consistently.

Meta Prompt Engineering

Name: Meta Prompt Engineering
Author: lyndonkl

bylyndonkl

•

데이터 과학 및 ML

Transforms vague instructions into structured, constraint-aware prompts for consistent and high-quality AI outputs.

The Meta Prompt Engineering skill provides a systematic framework for optimizing how Claude processes tasks by applying professional prompt engineering patterns. It helps developers move beyond basic instructions by implementing expert personas, task decomposition, strict formatting constraints, and self-evaluation guardrails. This skill is essential for anyone building production-grade AI workflows that require high reliability, predictable formatting, and domain-specific expertise encoding.

주요 기능

01Task decomposition for multi-step reasoning and complex logic

02Structured output definitions for JSON, Markdown, and templates

03Built-in quality checks and self-correction rubrics

04Persona and role framing for domain-specific expertise

058 GitHub stars

06Strict constraint enforcement for tone, length, and safety

사용 사례

01Encoding domain expertise and safety guardrails into complex workflows

02Standardizing inconsistent model outputs into structured data formats

03Developing reusable prompt templates for production AI applications

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lyndonkl/claude meta-prompt-engineering

For use in Claude.ai and ChatGPT

Download Skill