What is the benefit of the six-point audit?

The audit ensures every generated prompt meets strict data validation requirements, verifying that frameworks are applied correctly and that the output is structured for maximum AI performance.

How does the auto-sharpen feature work?

The auto-sharpen mode (Mode A) is hook-triggered; when it detects a vague request, it automatically infers missing context from your current codebase and rewrites the prompt into a precise instruction before proceeding.

Can I use Prompt Optimizer for tasks other than coding?

Yes. While it integrates with your codebase, the Prompt Builder (Mode B) includes specific templates for creative writing, data analysis, and content transformation.

What prompt engineering frameworks are supported?

The skill supports five major frameworks: RSCIT (Role, Situation, Complexity, Intent, Tones), RTF (Role, Task, Format), RISEN, RODES, and Chain of Thought (CoT).

Prompt Optimizer

Name: Prompt Optimizer
Author: hjemmesidekongen

byhjemmesidekongen

0•

生产力与工作流

Transforms vague user requests into precise, high-fidelity instructions using industry-standard prompt engineering frameworks.

Prompt Optimizer is a specialized Claude Code skill designed to eliminate ambiguity and improve AI performance by restructuring raw intent into structured prompts. It features an 'auto-sharpen' mode that triggers on vague inputs to infer missing codebase context, and an interactive 'prompt builder' command (/prompt:create) for manual prompt engineering. By applying proven frameworks like RSCIT and RTF, and subjecting every output to a rigorous six-point quality audit, it ensures that Claude receives the specific context, constraints, and formatting requirements necessary for high-accuracy task execution.

主要功能

010 GitHub stars

02Six-point automated audit checklist to verify prompt quality and clarity.

03Auto-sharpening of ambiguous instructions using real-time codebase context.

04Interactive prompt builder via the /prompt:create command.

05Support for multiple frameworks including RSCIT, RTF, RISEN, RODES, and CoT.

06Categorized template library for technical, creative, and analytical tasks.

使用场景

01Building complex system prompts for custom AI agents or automated workflows.

02Converting simple 'refactor this' requests into detailed, constraint-aware architectural plans.

03Standardizing team output by turning informal project notes into structured technical specifications.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add hjemmesidekongen/ai prompt-optimizer

For use in Claude.ai and ChatGPT

主要功能

010 GitHub stars

02Six-point automated audit checklist to verify prompt quality and clarity.

03Auto-sharpening of ambiguous instructions using real-time codebase context.

04Interactive prompt builder via the /prompt:create command.

05Support for multiple frameworks including RSCIT, RTF, RISEN, RODES, and CoT.

06Categorized template library for technical, creative, and analytical tasks.

使用场景

01Building complex system prompts for custom AI agents or automated workflows.

02Converting simple 'refactor this' requests into detailed, constraint-aware architectural plans.

03Standardizing team output by turning informal project notes into structured technical specifications.