prism

Optimize, sanitize, and score prompts for AI models.

2|Updated Mar 3, 2026

Search Tags:#prompt engineering #prompt optimization #prompt sanitization #prompt scoring #AI model interaction

Ready to run

npx skills add https://github.com/CraigHutchinson/Prism --skill prism-craighutchinson

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: prism
Source: https://github.com/CraigHutchinson/Prism/tree/main/.cursor/skills/prism
Command: npx skills add https://github.com/CraigHutchinson/Prism --skill prism-craighutchinson

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires python, Claude, Cursor, Copilot, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill addresses the challenges of writing effective prompts for AI models, helping users produce clearer, more precise, and more secure prompts.

Core Features & Use Cases

Optimization: Refine prompts for better model performance.
Sanitization: Remove sensitive information to ensure data privacy.
Scoring: Evaluate prompt quality based on various criteria.
Explaining: Provide insights into why prompts work or fail.
Formatting: Ensure prompts follow the correct structure for the target model.

Quick Start

Run /prism improve to optimize your AI model prompt.

Frequently Asked Questions about prism

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

FAQPage Schema

How do I optimize and improve prompts for AI models?▼

To optimize and improve prompts for AI models, you can use the `/prism improve` command. This refines your prompts for better model performance, ensuring clearer and more precise instructions for platforms like GitHub Copilot, Cursor, and Claude Code.

Does prompt sanitization remove sensitive information before sending to AI models?▼

Prompt sanitization removes sensitive information from your prompts to ensure data privacy before AI model interaction. This process cleans your inputs, preventing confidential or personal data from being exposed to external platforms.

Can I use this prompt optimization tool with GitHub Copilot, Cursor, and Claude Code?▼

Yes, you can use this prompt optimization tool with GitHub Copilot, Cursor, and Claude Code. It applies to various AI platforms and tools, ensuring your prompts follow the correct structure for the target model.

Do I need Python to run prompt scoring and optimization scripts?▼

Yes, you need Python installed to run prompt scoring and optimization scripts. The Skill requires Python and relevant AI model integrations to evaluate prompt quality and apply improvements.

What is the best way to evaluate prompt quality for AI model interaction?▼

The best way to evaluate prompt quality is through prompt scoring, which assesses prompts based on various criteria. This provides insights into why prompts work or fail, helping you format them correctly for better results.

Why does my AI model prompt fail to produce the expected output?▼

Your AI model prompt may fail due to poor structure, lack of clarity, or incorrect formatting. Using prompt optimization refines the instructions, explains the failure points, and formats the prompt specifically for your target model.