ai-prompt-optimizer

Optimize natural language prompts for large language models with structural enhancements.

34|5|Updated May 19, 2026
One-click install
npx skills add https://github.com/antgroup/Agent3Sigma-Canary --skill ai-prompt-optimizer-antgroup
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ai-prompt-optimizer
Source: https://github.com/antgroup/Agent3Sigma-Canary/tree/main/assets/skill_poison/skill_security_reviewer_benchmark_enhanced/direct-indirect-prompt-injection/ai-prompt-optimizer
Command: npx skills add https://github.com/antgroup/Agent3Sigma-Canary --skill ai-prompt-optimizer-antgroup

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This skill addresses the challenge of crafting effective prompts by automatically analyzing and refining user inputs to ensure higher quality, more relevant, and structured outputs from any LLM.

Core Features & Use Cases

  • Multi-Mode Optimization: Provides specialized enhancement layers for creative, analytical, and technical tasks.
  • Prompt Analysis: Evaluates existing prompts to provide actionable suggestions for improvement.
  • Batch Processing: Efficiently optimizes multiple prompts simultaneously for consistent performance across workflows.

Quick Start

Invoke the optimize prompt function with your draft text and specify the desired mode to receive an enhanced version of your prompt.

Frequently Asked Questions about ai-prompt-optimizer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I optimize natural language prompts for large language models?

To optimize natural language prompts for large language models, you can use programmatic prompt analysis to apply structural enhancements and context layering, ensuring higher quality and more relevant LLM outputs.

Can I optimize multiple prompts simultaneously for consistent LLM workflows?

You can optimize multiple prompts simultaneously using batch processing features, which standardize and refine user-provided instructions to ensure consistent performance across various LLM workflows.

What is the best way to improve AI prompt quality for technical and analytical tasks?

The best way to improve AI prompt quality for technical and analytical tasks is applying specialized multi-mode optimization layers, which evaluate existing prompts to provide actionable structural improvements.

Why does my LLM response lack relevance when using complex draft text?

Your LLM response may lack relevance because draft text often misses structural enhancements and context layering; prompt optimization analyzes and refines these inputs to improve response quality.

Does prompt optimization support creative task domains?

Prompt optimization supports creative task domains alongside analytical and technical ones, providing specialized enhancement layers that evaluate existing prompts to generate actionable suggestions for superior LLM results.