How does providing a 'Reason' or motivation help Claude?

Claude generalizes better when it understands the 'Why' behind a rule. Providing a motivation helps the model apply the logic of the instruction to novel situations it hasn't explicitly seen in your docs.

What is the primary goal of the Prompt Optimization skill?

The primary goal is to align your project instructions with Anthropic's best practices, specifically by converting negative constraints into positive patterns that Claude can follow more reliably.

Can I use this for my custom Claude Code Skills?

Absolutely. It provides specific guidance on optimizing the description field for discovery and using tool restrictions to create more focused, reliable agents.

Why are negative instructions like 'Never use X' discouraged?

LLMs often focus on the core nouns in a sentence. 'Never use X' can inadvertently activate the concept of 'X'. Using 'Use Y instead' provides a clear, positive path for the model to follow.

Does this skill support Claude 4.5?

Yes, it includes specific optimizations for Claude 4.5, such as direct action language, parallel tool execution guidance, and techniques to leverage extended thinking.

Claude Prompt Optimizer

Name: Claude Prompt Optimizer
Author: Jamie-BitFlight

byJamie-BitFlight

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개발자 도구

Optimizes CLAUDE.md files and Agent Skills using Anthropic's official best practices to improve instruction following and agent reliability.

The Prompt Optimization skill provides a structured framework for auditing and refining the instructions given to Claude Code via CLAUDE.md and Skill files. It focuses on transforming negative prohibitions into positive, actionable patterns that align with how Large Language Models process information. By implementing specific techniques like front-loading priorities, adding technical motivations, and utilizing multishot examples, this skill helps developers eliminate hallucinations and improve tool-calling precision. It specifically includes optimizations for Claude 4.5, such as parallel tool usage patterns and direct action language, ensuring your local AI agent operates at peak efficiency.

주요 기능

01Transforms negative prohibitions into positive, actionable instructions

02Optimizes CLAUDE.md structure with clear headings and technical motivations

03Implements Anthropic's official prompt engineering best practices

04Enables Claude 4.5 features like parallel tool usage and direct action language

0538 GitHub stars

06Provides multishot example patterns to replace vague quality instructions

사용 사례

01Optimizing Skill file descriptions to improve discovery and execution accuracy

02Improving agent reliability for complex multi-step coding and refactoring tasks

03Refactoring legacy CLAUDE.md files filled with 'NEVER' and 'DON'T' statements

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jamie-bitflight/claude_skills prompt-optimization

For use in Claude.ai and ChatGPT

주요 기능

01Transforms negative prohibitions into positive, actionable instructions

02Optimizes CLAUDE.md structure with clear headings and technical motivations

03Implements Anthropic's official prompt engineering best practices

04Enables Claude 4.5 features like parallel tool usage and direct action language

0538 GitHub stars

06Provides multishot example patterns to replace vague quality instructions

사용 사례

01Optimizing Skill file descriptions to improve discovery and execution accuracy

02Improving agent reliability for complex multi-step coding and refactoring tasks

03Refactoring legacy CLAUDE.md files filled with 'NEVER' and 'DON'T' statements