How does this skill improve AI output?

By forcing clarity on the 'what', 'why', and 'how' of a task before execution, the skill removes the ambiguity that leads to hallucination or incorrect code implementations.

When should I use the Prompt Refinement skill?

It is best used whenever you have a complex task, vague requirements, or when you want to ensure Claude follows a specific expert persona and systematic reasoning process.

Does it work with my existing project context?

Yes. The skill automatically reads your CLAUDE.md file to understand your tech stack, coding standards, and project philosophy, ensuring refined prompts align with your codebase.

What is the TCRO framework?

TCRO stands for Task, Context, Requirements, and Output. It is a structured methodology used by this skill to organize information so that Claude can provide the most accurate and relevant responses.

AI Prompt Refinement

Name: AI Prompt Refinement
Author: v1truv1us

byv1truv1us

•

Productivity & Workflow

Transforms vague user inputs into highly structured, actionable TCRO prompts to maximize AI response quality and accuracy.

The Prompt Refinement skill acts as an intelligent intermediary between user intent and AI execution, utilizing the TCRO framework (Task, Context, Requirements, Output) to eliminate ambiguity. By automatically analyzing project context from CLAUDE.md and asking phase-specific clarifying questions, it ensures that every instruction is optimized with expert personas and incentive-based prompting. This systematic approach dramatically reduces iteration cycles and prevents the common pitfalls of vague requirements, leading to more predictable and high-quality outcomes across research, planning, and implementation phases.

Key Features

01Interactive Clarifying Question Generation

02Project Context Integration via CLAUDE.md Analysis

03TCRO Framework Structuring (Task, Context, Requirements, Output)

04Automatic Phase Detection for Research, Planning, and Implementation

052 GitHub stars

06Incentive Prompting Enhancement (Expert Persona & Stakes Language)

Use Cases

01Structuring implementation plans to minimize errors and misaligned code output.

02Converting brief, one-sentence feature requests into detailed technical specifications.

03Refining research tasks to ensure comprehensive and relevant search results.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add v1truv1us/ai-eng-system prompt-refinement

For use in Claude.ai and ChatGPT

Download Skill