Prompt Optimizer
Transforms vague or incomplete requests into clear, actionable, and well-structured prompts using systematic analysis or guided interactive questionnaires.
The source repository doesn't declare a license. Check its terms before reusing the code.
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
- 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
FAQ
How does the Interactive Questionnaire mode work?
When the request is complex, the skill triggers an interactive mode using the AskUserQuestion tool. It guides you through a structured set of questions to clarify your tech stack, styling preferences, and functional requirements step-by-step.
When should I use this skill in Claude Code?
You should use this skill whenever a request is complex or contains vague language like 'stuff' or 'fix it.' It is especially useful for technical tasks where specific frameworks, languages, or constraints haven't been fully defined yet.
Does this skill help with agentic AI workflows?
Yes. By improving prompt clarity and structure, this skill reduces AI hallucinations and ensures that agentic tools in Claude Code have the necessary constraints and context to perform tasks correctly the first time.
What does the Prompt Optimizer skill do?
Prompt Optimizer analyzes incomplete or vague requests and transforms them into high-quality, actionable prompts. It identifies missing context, technical specifications, and success criteria to ensure Claude understands exactly what you need.
What are the benefits of the Direct Analysis mode?
Direct Analysis is built for speed. It quickly scans your prompt for clarity and specificity issues, providing a side-by-side comparison of your original request versus an optimized, well-structured version ready for execution.
Related skills
PDF Report Generator
Generates professional, distribution-ready PDF documents featuring advanced layouts, data visualizations, and custom branding.
Productivity Workflow29712 ptsSpreadsheet Generator
Generates professional Excel spreadsheets featuring structured data, complex formulas, dynamic charts, and professional formatting.
Productivity Workflow29712 ptsRhetorical Analysis
Deconstructs and evaluates the argumentative quality of texts by identifying logical structures, source reliability, and potential fallacies.
Productivity Workflow212 pts