recursive-meta-prompting

Community

Iteratively refine prompts for guaranteed quality.

AuthorHermeticOrmus
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill addresses the challenge of consistently generating high-quality AI prompts by implementing a structured, iterative refinement process that guarantees convergence to a desired quality threshold.

Core Features & Use Cases

  • Iterative Prompt Improvement: Automatically refines prompts based on quality metrics until a target is met.
  • Categorical Syntax: Integrates with a unified framework using Kleisli composition and comonadic context extraction.
  • Quality Gating: Ensures generated outputs meet specific correctness, clarity, completeness, and efficiency standards.
  • Use Case: When developing a complex prompt for code generation, use this Skill to iteratively improve it, ensuring the final prompt consistently produces efficient and correct code.

Quick Start

Use the recursive meta-prompting skill with a quality threshold of 0.85 to refine the prompt for implementing a binary search algorithm.

Dependency Matrix

Required Modules

None required

Components

scriptsreferences

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: recursive-meta-prompting
Download link: https://github.com/HermeticOrmus/hermetic-claude/archive/main.zip#recursive-meta-prompting

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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