Will optimizing a prompt decrease its accuracy?

No, the skill is designed to maintain or improve instruction clarity while reducing length, ensuring that the LLM still understands the core objective clearly.

Does this integrate with other Claude Code tools?

Yes, it integrates with the prompt-architect agent to leverage advanced engineering techniques and the llm-integration-expert for API-specific optimizations.

Can I use this for complex engineering prompts?

Yes, it is particularly effective at distilling complex, multi-step engineering instructions into concise, high-performance prompts that result in more focused outputs.

How does this skill reduce LLM costs?

It analyzes prompts to remove redundant words and verbosity, resulting in fewer tokens sent to the API, which directly lowers per-request costs.

Prompt Optimization Adapter

Name: Prompt Optimization Adapter
Author: jeremylongshore

byjeremylongshore

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883

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Ciencia de Datos y ML

Optimizes LLM prompts to reduce token usage, lower costs, and enhance response performance through intelligent rewriting.

This skill empowers Claude to refine and streamline prompts for Large Language Models (LLMs), identifying redundancies and verbosity to minimize token counts without sacrificing quality. By transforming complex instructions into concise, effective language, it helps developers reduce operational costs, increase inference speed, and improve the overall clarity of AI outputs across various applications and workflows.

Características Principales

01Response speed acceleration

02High-performance prompt rewriting

03883 GitHub stars

04Intelligent prompt analysis for redundancy removal

05Iterative refinement suggestions

06Token usage reduction and cost optimization

Casos de Uso

01Reducing API costs for high-volume LLM applications

02Refining complex instructions for better summarization and reasoning

03Improving response latency by minimizing input context

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills skill-adapter

For use in Claude.ai and ChatGPT

Download Skill