What is the Seven Levels framework used in this skill?

It is a classification system that measures prompt complexity, ranging from level 1 (simple prompts) to level 7 (complex prompts with expertise and specific reporting requirements).

How do I run the analysis on a specific file?

Simply provide the path to the prompt file as an argument when calling the analyze-prompt skill within Claude Code.

Can this skill refactor my prompt automatically?

The skill identifies improvements and provides a refactored version in its report; you can then use the /upgrade-prompt command to apply those specific changes.

What quality criteria does the tool check for?

It validates variable naming (SCREAMING_SNAKE_CASE), numbered workflow steps, explicit STOP conditions, clear purpose statements, and proper frontmatter usage.

Prompt Analysis & Optimizer

Name: Prompt Analysis & Optimizer
Author: melodic-software

bymelodic-software

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Data Science & ML

Analyzes existing AI prompts using a seven-level framework to identify missing components and suggest structural improvements.

This skill provides an automated audit and enhancement workflow for AI prompts by evaluating them against a specialized seven-level classification system. It scans prompt files for critical elements such as frontmatter, variable naming conventions, and control flows to assign a quality score and provide actionable feedback. By identifying specific gaps in instructions or logic, it helps developers upgrade simple text prompts into robust, production-grade instructions that support complex agentic behaviors and structured outputs.

Key Features

01Classification based on the Seven Levels prompt framework

0238 GitHub stars

03Identification of level upgrade opportunities for complex agentic workflows

04Automated section detection for frontmatter, variables, and workflows

05Priority-based improvement suggestions for prompt logic and structure

06Variable naming and quality score assessment using SCREAMING_SNAKE_CASE standards

Use Cases

01Standardizing prompt engineering patterns across a development team

02Auditing existing prompt libraries for consistency and best practices

03Upgrading simple instructions into structured, multi-step agentic prompts

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add melodic-software/claude-code-plugins analyze-prompt

For use in Claude.ai and ChatGPT

Download Skill