What is the difference between standard and creative upscaling?

Standard upscaling (Real-ESRGAN) focuses on pixel fidelity, whereas creative upscaling (Magnific AI) uses hallucinations to add realistic detail and texture not present in the original.

Can this skill help with facial restoration?

Yes, it includes specific implementation patterns for GFPGAN, which is specialized in restoring and enhancing facial details in low-quality images.

Does Upscale Expert support batch processing?

Yes, it includes both Bash and Python script templates designed to iterate through directories and upscale multiple images automatically.

How do I upscale images for high-density displays?

The skill provides specific CLI commands to automate the conversion of 1x assets to 2x or 3x 'retina' versions using local processing tools like Upscayl.

Which upscaling tool is best for developers?

Upscayl and Real-ESRGAN are highly recommended for developers because they provide free, open-source CLI and Python interfaces suitable for local environment integration.

Upscale Expert

Name: Upscale Expert
Author: willsigmon

bywillsigmon

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Design Tools

Enhances image resolution and visual quality using state-of-the-art AI upscaling models and automated batch processing workflows.

Upscale Expert is a specialized skill designed to transform low-resolution assets into high-quality production materials by leveraging industry-leading AI tools. It equips Claude with the technical knowledge to recommend, install, and execute diverse upscaling workflows, ranging from local open-source engines like Real-ESRGAN and Upscayl to advanced creative platforms like Magnific AI. By providing optimized CLI commands and Python scripts, this skill enables developers to automate the generation of retina-ready app icons, restore legacy photographs, and prepare high-fidelity marketing assets directly within their development environment.

Key Features

01Batch processing automation for high-volume asset management

02CLI and API implementation guides for professional upscaling engines

03Specialized processing for photos, anime, UI, and facial restoration

047 GitHub stars

05Automated resolution enhancement up to 16x using AI models

06Model comparison and selection guidance based on content type

Use Cases

01Generating high-fidelity 1024px app icons from small source designs

02Converting low-resolution UI screenshots into retina-ready App Store assets

03Automating the restoration of old or compressed marketing photography

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add willsigmon/sigstack upscale-expert

For use in Claude.ai and ChatGPT

Download Skill