Individual skill
optimizing-prompts
Execute this skill optimizes prompts for large language models (llms) to reduce token usage, lower costs, and improve performance. it analyzes the prompt, identifies areas for simplification and redundancy removal, and rewrites the prompt to be more conci... Use when optimizing performance. Trigger with phrases like 'optimize', 'performance', or 'speed up'.
plugins/packages/ai-ml-engineering-pack/skills/optimizing-prompts/SKILL.md
Source commit 0500b275e963c027f6b410e8c49c0446945c574e
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- Last checked
- Nov 12, 2026
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- 2,917
- Repository last updated
- Nov 12, 2026
- License
- MIT
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- ai Repository topic
- automation Repository topic
- claude-code Repository topic
- devops Repository topic
- mcp Repository topic
- ai-agents Repository topic
- anthropic Repository topic
- claude-code-plugins Repository topic
- developer-tools Repository topic
- llm Repository topic
- packages Declared skill tag
- llm Declared skill tag
- performance Declared skill tag
- cost-optimization Declared skill tag
- engineering Derived category
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SKILL.mdcore · 4,148 bytesassets/README.mddoc · 299 bytesassets/example_prompts.mddoc · 8,563 bytesassets/optimization_report_template.mddoc · 5,627 bytesassets/prompt_template.jsonasset · 2,863 bytesreferences/README.mddoc · 65 bytesscripts/README.mddoc · 409 bytes
Read excerpt
# Ai Ml Engineering Pack
Optimize LLM prompts for reduced token usage, lower costs, and improved output quality by identifying redundancies, simplifying instructions, and restructuring for clarity.
## Overview
Refine prompts for optimal LLM performance. It streamlines prompts to minimize token count, thereby reducing costs and enhancing response speed, all while maintaining or improving output quality.
## How It Works
1. **Analyzing Prompt**: The skill analyzes the input prompt to identify areas of redundancy, verbosity, and potential for simplification.
2. **Rewriting Prompt**: It rewrites the prompt using techniques like concise language, targeted instructions, and efficient phrasing.
3. **Suggesting Alternatives**: The skill provides the optimized prompt along with an explanation of the changes made and their expected impact.
## When to Use This Skill