Will shortening my prompt affect the quality of the AI's response?

The skill is designed to maintain the original intent and core instructions. In many cases, clearer and more concise prompts actually improve output quality by reducing model confusion.

When should I trigger this skill?

Use this skill whenever you have a long prompt that feels slow, expensive, or overly complex. Simply use triggers like 'optimize' or 'speed up' followed by your prompt.

How does the Prompt Optimization skill reduce LLM costs?

The skill identifies and removes redundant words and verbose phrasing, resulting in a lower token count for both input and output, which directly reduces API billing.

Can I use this for models other than Claude?

Yes. While the skill runs within Claude Code, the optimized prompts it generates follow universal best practices for efficiency that benefit all major large language models.

Prompt Optimization Engine

Name: Prompt Optimization Engine
Author: jeremylongshore

byjeremylongshore

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983

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数据科学与机器学习

Optimizes large language model prompts to minimize token usage, reduce operational costs, and accelerate response times.

The Prompt Optimization Engine is a specialized skill designed for AI and ML engineering tasks that require high efficiency and cost-effectiveness. It analyzes existing prompts to identify redundant phrasing, unnecessary verbosity, and structural inefficiencies. By rewriting these prompts into concise, direct instructions, the skill helps developers significantly lower their token consumption and decrease API latency without compromising the quality of the model's output. It is an essential tool for scaling AI applications where performance and budget are critical factors.

主要功能

01Comparative feedback on prompt changes and expected impact

02Redundancy and verbosity analysis

03Direct rewriting of complex instructions into efficient directives

04Automated token reduction for cost-effective LLM usage

05983 GitHub stars

06Latency improvement through prompt simplification

使用场景

01Refining messy or long-winded prompts into clean, professional instructions

02Lowering API expenses for high-volume production AI applications

03Improving the speed of real-time chat or agent-based interfaces

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills optimizing-prompts

For use in Claude.ai and ChatGPT

Download Skill