clarify

Transform vague thoughts into clear, actionable expressions using a three-layer clarification framework.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/zhongjjm-design/claude-skills --skill clarify-zhongjjm-design
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: clarify
Source: https://github.com/zhongjjm-design/claude-skills/tree/main/clarify
Command: npx skills add https://github.com/zhongjjm-design/claude-skills --skill clarify-zhongjjm-design

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill solves the common frustration of having fuzzy, unorganized thoughts that you cannot clearly articulate or turn into actionable steps, eliminating the struggle of expressing half-formed ideas or making unclear decisions.

Core Features & Use Cases

  • Three-Layer Clarification Framework: Combines Wittgenstein's fact/desire/question decomposition, Socratic questioning, and Polanyi's tacit knowledge extraction to systematically untangle vague ideas.
  • Multi-Scenario Support: Works for AI prompt writing, personal and professional decision-making, content optimization, and team communication alignment.
  • Structured Actionable Output: Generates a clear, unambiguous expression of your original idea with defined next steps. For example, if you have a half-formed business idea you can't explain to stakeholders, this Skill will help you break it down into clear, shareable points.

Quick Start

Use the clarify skill to help me organize my half-formed idea about launching a new product line into a clear, actionable plan I can share with my team.

Frequently Asked Questions about clarify

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I turn vague thoughts into clear, actionable expressions?

To turn vague thoughts into clear, actionable expressions, a three-layer methodology combining fact/desire/question decomposition, Socratic questioning, and tacit knowledge extraction systematically untangles unstructured ideas into defined next steps.

What is the best way to structure half-formed ideas for team communication alignment?

Structuring half-formed ideas for team communication alignment involves decomposing fuzzy concepts into clear, unambiguous expressions that capture implicit requirements, ensuring stakeholders fully understand the intended message and action points.

How does Socratic questioning help with thought clarification and decision making?

Socratic questioning aids thought clarification and decision making by systematically probing implicit preferences and tacit knowledge, transforming unorganized mental fragments into structured, actionable expressions for professional choices.

Can I use thought clarification methods to improve AI prompt writing?

Yes, thought clarification methods improve AI prompt writing by decomposing vague user intents into factual components and extracting implicit requirements, resulting in clear, unambiguous prompts that yield better AI responses.

Does this thought clarification approach work for personal and professional decision-making scenarios?

This thought clarification approach works for both personal and professional decision-making scenarios by applying Wittgenstein's factual decomposition to capture specific desires and implicit preferences, generating clear, actionable outcomes.

When should I use a structured idea structuring framework instead of freewriting?

Use a structured idea structuring framework instead of freewriting when you need to transform fuzzy, unorganized thoughts into clear, shareable points with defined next steps for stakeholders, overcoming the struggle of articulating half-formed ideas.