When is the prompt-refinement skill used?

It is automatically triggered when using ai-eng system commands like /research, /specify, /plan, and /work to ensure inputs are sufficiently detailed for high-quality execution.

What is the TCRO framework?

TCRO stands for Task, Context, Requirements, and Output. It is a structured approach to defining prompts that ensures the AI understands exactly what to do, why it's doing it, what constraints exist, and how the result should look.

How does it improve AI responses?

By proactively asking clarifying questions and structuring requirements, it reduces the #1 cause of AI failure: vague input. This leads to more accurate, actionable, and professional outputs.

What is the confidence assessment score?

It is a rating from 0.0 to 1.0 where the AI evaluates the clarity of the refined prompt. A score of 0.8+ indicates the prompt is highly likely to produce excellent results.

Can I skip the refinement process?

If your prompt is already well-structured, the skill will recognize the TCRO elements and allow you to proceed immediately or with minimal verification.

AI Prompt Refinement & TCRO Structurer

Name: AI Prompt Refinement & TCRO Structurer
Author: v1truv1us

byv1truv1us

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Productivity & Workflow

Transforms ambiguous user input into high-precision, structured TCRO prompts to maximize AI output quality and consistency.

The Prompt Refinement skill is a systematic framework designed to eliminate ambiguity in AI interactions by converting vague requests into structured TCRO (Task, Context, Requirements, Output) specifications. By automatically intercepting core engineering commands such as research, plan, and work, it guides users through phase-specific clarifying questions to ensure all constraints and objectives are explicit before execution. This process not only improves the reliability of AI-generated results but also significantly reduces the need for repeated iterations, making it an essential tool for high-stakes AI engineering workflows where precision is paramount.

Key Features

01Incentive prompting integration for expert personas and stakes language

02TCRO (Task, Context, Requirements, Output) structural formatting

03Phase-specific templates with targeted clarifying questions

042 GitHub stars

05Automatic invocation for research, specification, planning, and work commands

06Confidence assessment scoring (0.0-1.0) to evaluate prompt readiness

Use Cases

01Refining ambiguous project plans into actionable, step-by-step development tasks

02Converting a one-line feature request into a comprehensive technical specification

03Structuring complex research tasks to ensure all technical constraints are considered

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