Meta-Prompt Iterate

Community

Iteratively refine LLM outputs via meta-prompts.

Authormanutej
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill automates the iterative refinement of LLM outputs using automated complexity routing, context extraction, and quality assessment to produce high-quality results with minimal manual intervention.

Core Features & Use Cases

  • Auto complexity routing: Analyze input tasks and select appropriate prompting strategies (Simple, Medium, Complex).
  • Context extraction & learning: Pull learnings from each iteration to guide subsequent prompts and improve outcomes.
  • Deterministic iteration flow: Save intermediates, track iterations, and return the best result with full metadata.
  • Integration-ready: Works with various LLM providers and plugin architectures to compose skills, agents, and workflows.

Quick Start

Use the meta-prompt iterate skill to refine a task like "Write a function to validate email addresses" by running: /meta-prompt-iterate "Write a function to validate email addresses" --max-iterations 5 --threshold 0.95

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 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: Meta-Prompt Iterate
Download link: https://github.com/manutej/meta-prompting-framework/archive/main.zip#meta-prompt-iterate

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