human-optimized-frontend

Generate a declarative frontend interface specification optimizing aesthetics, motion, and UX.

61|11|Updated Feb 4, 2026
One-click install
npx skills add https://github.com/viralcode/openwhale --skill human-optimized-frontend-viralcode
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: human-optimized-frontend
Source: https://github.com/viralcode/openwhale/tree/main/skills/human-optimized-frontend
Command: npx skills add https://github.com/viralcode/openwhale --skill human-optimized-frontend-viralcode

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill generates a frontend interface that is visually pleasing and experientially sound by jointly optimizing aesthetics, motion graphics, and user experience (UX) using quantified evaluation.

Core Features & Use Cases

  • Optimized Design Generation: Creates a single, declarative frontend specification covering typography, color, layout, motion, and UX.
  • Quantified Evaluation: Uses a scoring system to ensure design quality across multiple dimensions.
  • Use Case: A product manager needs a new interface design for a mobile app. They can use this skill to generate a detailed specification that ensures a cohesive and user-friendly experience.

Quick Start

Use the human-optimized-frontend skill to redesign the interface for a new task management application.

Frequently Asked Questions about human-optimized-frontend

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

FAQPage Schema
How do I generate a frontend design specification that optimizes UX and aesthetics?

Generate a frontend interface specification by applying a weighted scoring system to evaluate and optimize aesthetics, motion graphics, and UX. The process iterates up to five times to produce a single declarative design specification ensuring a cohesive user experience.

What is quantified evaluation in frontend interface design?

Quantified evaluation in frontend interface design is a scoring mechanism that assesses typography, color, layout, background, motion, and UX structure. It iteratively refines the design specification up to five times to ensure strict adherence to design rules.

How to create a visually pleasing interface specification without writing code?

Create a visually pleasing interface specification by declaring design rules for typography, color, layout, and motion. The output is a single declarative specification without code or alternatives, optimized through a weighted scoring system.

Can I use this approach to redesign a mobile app interface?

Yes, you can use this approach to redesign a mobile app interface by generating a detailed specification. It optimizes the frontend interface for aesthetics and user experience, making it suitable for product managers needing cohesive mobile app designs.

Does the interface specification include motion graphics and UX structure?

Yes, the interface specification includes motion graphics and UX structure alongside typography, color, layout, and background. These elements are jointly optimized using a quantified evaluation system to ensure a visually pleasing and experientially sound result.

What are the limitations of using a declarative frontend design specification?

The limitation of a declarative frontend design specification is that it outputs a single specification without generating actual code or alternative design options. It strictly adheres to predefined design rules and iterates a maximum of five times.