prompt-engineer

Installation
Summary

Transforms raw user prompts into optimized prompts using 11 established frameworks.

  • Analyzes task type, complexity, and clarity to intelligently select the best framework(s) for the job
  • Supports 11 frameworks including RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR, SOAP, CLEAR, and GROW
  • Operates in "magic mode," silently selecting frameworks without exposing technical jargon to users
  • Blends multiple frameworks for complex tasks spanning different dimensions (e.g., structure plus reasoning)
  • Works universally in any terminal context, independent of project structure or external dependencies
SKILL.md

Purpose

This skill transforms raw, unstructured user prompts into highly optimized prompts using established prompting frameworks. It analyzes user intent, identifies task complexity, and intelligently selects the most appropriate framework(s) to maximize Claude/ChatGPT output quality.

The skill operates in "magic mode" - it works silently behind the scenes, only interacting with users when clarification is critically needed. Users receive polished, ready-to-use prompts without technical explanations or framework jargon.

This is a universal skill that works in any terminal context, not limited to Obsidian vaults or specific project structures.

When to Use

Invoke this skill when:

  • User provides a vague or generic prompt (e.g., "help me code Python")
  • User has a complex idea but struggles to articulate it clearly
  • User's prompt lacks structure, context, or specific requirements
  • Task requires step-by-step reasoning (debugging, analysis, design)
  • User needs a prompt for a specific AI task but doesn't know prompting frameworks
  • User wants to improve an existing prompt's effectiveness
  • User asks variations of "how do I ask AI to..." or "create a prompt for..."
Related skills
Installs
1.1K
GitHub Stars
37.3K
First Seen
Jan 19, 2026