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improve-prompt

Apply structured rubrics to analyze and improve AI prompts.

Updated Apr 10, 2026
Search Tags:#prompt engineering#AI#prompt analysis#prompt improvement#prompt rewriting
One-click install
npx skills add https://github.com/DiologIR/diolog-plugins --skill improve-prompt-diologir
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: improve-prompt
Source: https://github.com/DiologIR/diolog-plugins/tree/main/plugins/improve-prompt/skills/improve-prompt
Command: npx skills add https://github.com/DiologIR/diolog-plugins --skill improve-prompt-diologir

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires anthropic, karpathy, diolog-plugins, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the challenge of improving the quality and effectiveness of prompts for AI systems, providing a structured approach to prompt engineering.

Core Features & Use Cases

  • Prompt Analysis: Diagnose and improve existing prompts based on structured rubrics and best practices.
  • Rewriting: Apply surgical changes to prompts, ensuring clarity, consistency, and adherence to principles.
  • Reporting: Generate detailed reports on the changes made, including rationale and impact.

Quick Start

Run the improve-prompt skill on your current prompt and follow the provided report for improvements.

Frequently Asked Questions about improve-prompt

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

FAQPage Schema
How do I improve my AI prompt to get better results?▼

To improve an AI prompt, you apply structured rubrics and best practices to ensure clarity, consistency, and adherence to principles. This process analyzes your existing prompt and applies surgical changes to optimize AI performance.

What is prompt analysis and how does it work?▼

Prompt analysis diagnoses existing AI prompts by evaluating them against structured rubrics and best practices. It identifies areas lacking clarity or consistency, providing a detailed report on required improvements and their impact.

How do I rewrite a prompt for better AI performance?▼

You rewrite a prompt for better AI performance by applying surgical changes based on established guidelines. This ensures the revised prompt adheres to principles of clarity and consistency for optimal output.

Do I need Anthropic prompt-engineering documentation to improve prompts?▼

Yes, improving prompts requires Anthropic prompt-engineering documentation, Karpathy guidelines, and diolog-plugins conventions. These references provide the structured rubrics and best practices used to analyze and rewrite prompts effectively.

What is the best way to diagnose an ineffective AI prompt?▼

The best way to diagnose an ineffective AI prompt is using a structured analysis approach that evaluates against established guidelines. This generates a detailed report explaining the rationale behind necessary surgical changes.

Why does my AI prompt return inconsistent results?▼

An AI prompt returns inconsistent results when it lacks clarity and adherence to prompt engineering principles. Diagnosing it against structured rubrics and applying surgical rewrites ensures consistency and optimal performance.

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