How do I trigger the prompt optimization process?

You can activate the skill by asking Claude Code to 'optimize prompt,' 'reduce LLM cost,' or 'rewrite prompt for performance' followed by your specific content.

How does the Prompt Optimizer reduce costs?

It identifies redundant words and unnecessary phrases in your prompts, rewriting them to use fewer tokens while preserving the original intent and instructions.

Will optimizing my prompt affect the quality of the output?

The skill is specifically designed to maintain or improve output quality by making instructions more direct and easier for the LLM to interpret without distractions.

Can I use this skill with any LLM?

Yes, while the skill is a part of the Claude Code ecosystem, the optimized prompts it generates are highly effective across all major models like GPT-4, Claude 3, and Llama.

LLM Prompt Optimizer

Name: LLM Prompt Optimizer
Author: jeremylongshore

byjeremylongshore

•

883

데이터 과학 및 ML

Optimizes Large Language Model prompts to reduce token usage, lower operational costs, and improve response quality through concise rewriting.

소개

The LLM Prompt Optimizer empowers developers to refine their AI interactions by analyzing prompts for redundancy and verbosity, then rewriting them for maximum efficiency. It streamlines instructions to minimize token consumption while maintaining or enhancing output accuracy, making it an essential tool for scaling AI applications where performance and cost-effectiveness are critical. By providing alternative phrasings and explaining the impact of changes, it serves as a powerful utility for both prompt engineering and budget management.

주요 기능

Performance-focused prompt rewriting
883 GitHub stars
Redundancy and verbosity identification
Clarity and instruction adherence enhancement
Token usage reduction for cost efficiency
Response speed improvement via concise inputs

사용 사례

Improving response speeds by shortening input context
Reducing API costs for high-volume LLM workloads
Refining complex instructions for better model adherence

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills ai-ml-engineering-pack

For use in Claude.ai and ChatGPT

Download Skill

GitHub

소개