prompt-optimizer

Optimizes Claude 4.x prompts using Anthropic-guided patterns for clearer instructions.

9|1|Updated Jan 30, 2026

Search Tags:#workflow #optimization #claude #patterns #prompt #anthropic-guidance #prompt-snippets

Ready to run

npx skills add https://github.com/Aznatkoiny/zAI-Skills --skill prompt-optimizer-aznatkoiny

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: prompt-optimizer
Source: https://github.com/Aznatkoiny/zAI-Skills/tree/main/AI-Toolkit/prompt-optimizer
Command: npx skills add https://github.com/Aznatkoiny/zAI-Skills --skill prompt-optimizer-aznatkoiny

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill helps users improve the effectiveness of Claude 4.x prompts by applying established prompt patterns, ensuring clearer instructions and better alignment with desired outcomes.

Core Features & Use Cases

Pattern-driven optimization: Rewrites prompts to leverage Anthropic guidance and template patterns for improved response quality.
Context and framing: Adds motivation, explicit instructions, and relevant examples to guide Claude's behavior for a wide range of tasks.

Quick Start

Provide a user-provided prompt as input and generate a concise, instruction-focused Claude prompt ready for immediate execution.

Frequently Asked Questions about prompt-optimizer

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

FAQPage Schema

How do I optimize Claude prompts for better instruction adherence?▼

Optimize Claude prompts by applying Anthropic-guided patterns to maximize instruction adherence and output quality. The skill rewrites prompts across system prompts, verbosity controls, and formatting constraints to deliver a ready-to-use snippet.

What is the best way to structure Claude 4.x prompts for complex tasks?▼

The best way to structure Claude 4.x prompts is applying pattern-driven optimization using references for agentic tasks and formatting. This adds explicit motivation, instructions, and examples to guide behavior.

Can I use this skill to rewrite prompts for tool-use directives?▼

Yes, you can rewrite prompts to include tool-use directives. The skill applies Anthropic guidance and template patterns across system prompts and formatting constraints to improve response quality for tool-use.

How do I apply formatting constraints to Claude prompts?▼

Apply formatting constraints by relying on references and pattern templates to drive the transformation. The skill processes your input prompt and delivers a concise, instruction-focused output ready for execution.

When do I need to use Anthropic-guided patterns for prompt optimization?▼

You need Anthropic-guided patterns when your Claude prompts lack clear instructions or desired outcome alignment. The skill solves this by rewriting prompts with established patterns, explicit instructions, and relevant examples.

Does this prompt optimizer work without external dependencies?▼

Yes, the prompt optimizer works without external dependencies. It relies entirely on internal reference files for patterns, formatting, and agentic guidance to transform your input into an optimized Claude prompt.