Can I use this for models other than Claude?

Yes, while the optimization is performed within Claude Code, the resulting prompts are refined for efficiency across all major LLMs like GPT-4 and Gemini.

How does this skill reduce LLM costs?

It identifies and removes unnecessary tokens and redundant phrasing from your instructions, lowering the price of every API call by minimizing input volume.

Will shortening a prompt affect the quality of the answer?

No, the skill uses advanced rewriting techniques to maintain or improve the clarity and impact of instructions while using fewer words.

Does it provide explanations for the changes made?

Yes, the skill provides the optimized prompt alongside an explanation of the specific changes and the expected impact on token count and performance.

What triggers the prompt optimization process?

The skill activates on phrases like 'optimize prompt', 'reduce LLM cost', or 'improve prompt performance' within the Claude Code environment.

Prompt Optimizer for AI & ML

Name: Prompt Optimizer for AI & ML
Author: BbgnsurfTech

byBbgnsurfTech

•

Ciencia de Datos y ML

Refines and compresses LLM prompts to minimize token usage, lower operational costs, and maximize response quality.

The Prompt Optimizer skill, part of the AI-ML Engineering Pack, empowers developers to streamline their interactions with Large Language Models by identifying and removing redundancies. By automatically rewriting prompts into concise, high-impact instructions, it significantly reduces API costs and improves execution speed without compromising the accuracy of the AI's output. It is an essential tool for scaling AI applications where efficiency and performance are critical.

Características Principales

01Automated token usage reduction through redundancy removal

02Smart prompt rewriting for enhanced clarity and directness

03Cost-efficiency analysis for high-volume LLM workloads

04Performance benchmarking for faster AI response times

05Seamless integration with prompt engineering frameworks

061 GitHub stars

Casos de Uso

01Reducing monthly API costs for production-scale LLM applications

02Shortening complex instructions to better fit within model context windows

03Improving the reliability of AI summaries and technical content generation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add bbgnsurftech/claude-skills-collection ai-ml-engineering-pack

For use in Claude.ai and ChatGPT

Download Skill