Prompt Engineer Skill

Name: Prompt Engineer Skill
Availability: InStock
Author: kaigani

Generate AI image prompts for photorealistic, concept art, and reference sheets.

30|4|Updated Jan 26, 2026

Search Tags:#prompt engineering #image generation #visual consistency #ai art #photorealism #concept art

Ready to run

npx skills add https://github.com/kaigani/codeywood --skill prompt-engineer-skill

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: Prompt Engineer Skill
Source: https://github.com/kaigani/codeywood/tree/main/skills/production/prompt-engineer
Command: npx skills add https://github.com/kaigani/codeywood --skill prompt-engineer-skill

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill standardizes and optimizes the creation of prompts for AI image generation, ensuring consistent quality and style across different output modes and models.

Core Features & Use Cases

Mode-Specific Prompting: Generates prompts tailored for photorealistic production stills, concept art, or reference sheets.
Vocabulary Control: Enforces technical terms for realism and avoids "vibe words" that degrade quality.
Logical Consistency: Ensures prompts adhere to cinematic and optical principles (lighting, lens logic, state description).
Use Case: Generate a photorealistic prompt for a character portrait that maintains visual consistency with previously generated reference images, adhering to specific camera and lighting parameters.

Quick Start

Use the prompt engineer skill to generate a photorealistic prompt for a "Caribbean colonial prison cell".

Frequently Asked Questions about Prompt Engineer Skill

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

FAQPage Schema

How do I generate AI image prompts for photorealistic production stills?▼

To generate AI image prompts for photorealistic production stills, use a prompt engineering skill that enforces technical specifications for lighting, camera, and materials. This ensures your prompts adhere to cinematic and optical principles for high-quality realistic outputs.

How do I maintain visual consistency across multiple AI art generations?▼

You can maintain visual consistency in AI art by generating prompts tailored for reference sheets. This process standardizes style and integrates with models like Nano Banana Pro to ensure character portraits and scenes match previously generated images.

Why do my AI image prompts produce inconsistent results with vibe words?▼

AI image prompts produce inconsistent results because vague vocabulary degrades quality. You need a prompt optimization process that enforces technical terms for realism and avoids problematic vocabulary, ensuring logical consistency in lighting and lens logic.

Can I use optimized prompts for concept art and video models like Kling?▼

Yes, optimized prompts can be used for concept art and video models like Kling. The prompt generation process creates tailored prompts for different output modes, ensuring technical specifications and logical consistency are maintained across various image and video generation platforms.

What's the best way to structure a prompt for concept art generation?▼

The best way to structure a prompt for concept art generation is to use mode-specific prompting that enforces technical state descriptions. This approach ensures logical consistency by adhering to optical principles and avoiding problematic vocabulary that degrades visual quality.