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---
title: Hyanthropological659/clarify-skill
category: daily-digests/2026-07-03
tech_stack:
- Claude Code
- Python
- Philosophical Frameworks (Wittgenstein, Socratic, Polanyi)
quality_score: 4
rag_relevance: 7
tags:
- clarification
- instruction refinement
- philosophical frameworks
- AI reasoning
- Claude Code skill
source: https://github.com/Hyanthropological659/clarify-skill
discovered_at: '2026-07-03T21:02:05Z'
evaluated_by: mistral-small-latest
---
## Summary
clarify-skill is a Claude Code skill designed to transform vague ideas into precise instructions or clear decisions using philosophical frameworks like Wittgenstein, Socratic, and Polanyi. It aims to enhance clarity in AI-generated outputs by applying structured reasoning techniques.
## Key Features
- Applies Wittgenstein's language games to refine vague inputs into precise outputs
- Uses Socratic questioning to dissect and clarify ambiguous concepts
- Leverages Polanyi's tacit knowledge framework for decision-making clarity
- Integrates seamlessly as a Claude Code skill for real-time refinement
- Enhances AI-generated responses by enforcing structured reasoning
## Why It Matters for RAG Builders
It provides a structured approach to refining vague AI inputs, improving the quality and precision of outputs for RAG systems.
## Tech Stack Deep Dive
### Claude Code
Automated review identified **Claude Code** as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.
### Python
Automated review identified **Python** as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.
### Philosophical Frameworks (Wittgenstein, Socratic, Polanyi)
Automated review identified **Philosophical Frameworks (Wittgenstein, Socratic, Polanyi)** as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.
## Installation
```bash
# Install instruction (default)
pip install -r requirements.txt
```
## Related Vault Entries
<!-- Auto-populated by build-index.js based on tech_stack overlap -->
