What is the Meta-Prompt Framework?

It is a structured three-phase system—Initialization, Refinement, and Completion—designed to improve the quality, consistency, and reliability of AI-generated outputs for complex tasks.

What are 'Phase Gates' in this context?

Phase Gates are structural checkpoints within the workflow that require specific deliverables and success criteria to be met before the AI proceeds to the next stage of execution.

How does role separation work in this skill?

The framework distinguishes between a Task Executor, who generates deliverables following the task flow, and a Task Reviewer, who audits the work for clarity, accuracy, and adherence to constraints.

Can this skill be used for software development?

Yes, it is highly effective for software architecture planning, complex debugging sessions, and building automated refinement loops for code quality and documentation.

Meta-Prompt Framework

Name: Meta-Prompt Framework
Author: seanchatmangpt

byseanchatmangpt

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生产力与工作流

Optimizes complex task execution through a systematic three-phase framework for prompt refinement and quality assurance.

The Meta-Prompt Framework skill provides a structured methodology for Claude to handle sophisticated prompt engineering and iterative workflows. By dividing tasks into Initialization, Refinement, and Completion phases, it ensures high-fidelity outputs through rigorous success criteria and role separation. It leverages 'Evaluate-Apply-Feedback' loops and context evolution to maintain state and improve accuracy over time, making it an essential tool for developers building multi-stage LLM pipelines or high-stakes technical documentation.

主要功能

01Evaluate-Apply-Feedback loops for iterative quality improvement

023 GitHub stars

03Three-phase task flow (Initialization, Refinement, Completion)

04Standardized YAML templates for meta-directives and phase gates

05Role separation between Task Executor and Task Reviewer

06Context evolution to preserve insights across execution cycles

使用场景

01Automating iterative code reviews and structural refinement processes

02Designing complex prompt architectures for LLM-driven applications

03Implementing multi-stage technical documentation and content generation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add seanchatmangpt/agile-protocol-specification meta-prompt-framework

For use in Claude.ai and ChatGPT

Download Skill