Prompt Optimizer

About

Enhances the effectiveness of user requests by identifying and rectifying issues related to clarity, specificity, and completeness. The skill helps users bridge the gap between a vague idea and a production-ready prompt by evaluating requests against rigorous quality criteria and providing optimized versions. It features two distinct operational modes: Direct Analysis for quick refinements and an Interactive Questionnaire mode that uses the AskUserQuestion tool to collaborate with users on complex requirements. By ensuring technical specifications, success criteria, and proper structure are present, it significantly improves the reliability and quality of AI-generated outcomes.

Key Features

• Automated detection of vague language, ambiguous pronouns, and missing context
• Comparison-based output showing original prompts, identified issues, and optimized versions
• Systematic categorization of issues across clarity, specificity, and actionability
• 112 GitHub stars
• Dual-mode optimization via Direct Analysis or Interactive Questionnaire
• Structured clarification using multi-select and open-ended user questions

Use Cases

• Restructuring disorganized information into actionable prompts with clear success criteria
• Collaboratively gathering missing requirements for complex coding tasks or UI components
• Refining broad or ambiguous requests into detailed technical specifications