How does this skill help reduce LLM costs?

The skill identifies and removes redundant language, filler text, and verbose instructions, which reduces the total token count processed by the LLM.

Is this skill compatible with complex, long-form prompts?

Yes, it is highly effective at streamlining long instructions, multi-shot examples, and context-heavy prompts for better efficiency.

Can I use this for models other than Claude?

While used within Claude Code, the optimization techniques follow general best practices that apply to most Large Language Models like GPT-4 or Llama.

Will optimizing a prompt negatively impact output quality?

No, the skill is designed to maintain or improve instruction clarity and model adherence while stripping away unnecessary token overhead.

LLM Prompt Optimizer

Name: LLM Prompt Optimizer
Author: jeremylongshore

byjeremylongshore

•

883

データサイエンスとML

Refines and compresses LLM prompts to minimize token usage and maximize output quality.

概要

This skill empowers Claude to analyze and rewrite prompts for maximum efficiency and performance. By identifying redundancies and applying concise phrasing techniques, it helps developers significantly reduce API costs and increase response speeds without sacrificing the quality of the model's output. It is an essential utility for AI engineers looking to streamline their prompt engineering workflows and optimize production-grade AI applications.

主な機能

Automated identification and removal of linguistic redundancies
Comparative analysis of optimized versus original prompt structures
Intelligent prompt rewriting for improved model adherence
883 GitHub stars
Performance enhancement through concise instruction engineering
Token usage reduction for significant cost savings

ユースケース

Reducing operational costs for high-volume LLM application deployments
Fine-tuning complex instructions to improve model output accuracy
Increasing LLM response speeds by minimizing input overhead

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

概要