A sophisticated design engine that generates quantified, high-fidelity frontend specifications by optimizing for aesthetics, motion, and user experience.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install human-optimized-frontend
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install human-optimized-frontend using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Human-Optimized Frontend Design?
The Human-Optimized Frontend skill is a rigorous design framework for Openclaw Skills that prioritizes quantified evaluation over subjective intuition. It transforms basic interface requirements into a comprehensive visual and experiential specification by jointly optimizing typography, color theory, layout composition, and motion graphics. This skill ensures that every design element—from precise line heights to specific easing functions—is logically derived to reinforce a specific user interaction philosophy.
By adhering to strict mathematical scales and contrast ratios, this tool provides developers with a professional-grade blueprint for building interfaces that are both visually pleasing and experientially sound. It eliminates design ambiguity by enforcing specific constraints on font choices, color density, and motion timing, ensuring that the final product meets high accessibility and harmony standards.
Human-Optimized Frontend Design Use Cases
- Redesigning an existing application frontend to improve user flow and reduce cognitive load.
- Establishing a consistent, high-fidelity design system for a new functional prototype.
- Transforming a basic UI into a professional-grade interface with advanced motion graphics and hierarchy.
- Validating frontend design decisions against a quantitative scoring system for Openclaw Skills.
How Human-Optimized Frontend Design Works
- Context Intake: The skill analyzes the provided interface data or assumes a neutral functional baseline if context is missing.
- Direction Lock: It selects exactly one aesthetic direction and one UX interaction philosophy to ensure total stylistic cohesion.
- Initial Design Generation: The agent calculates precise technical values for typography, color palettes, layout units, and mandatory motion graphics.
- Quantitative Evaluation: Each dimension (Typography, Color, Layout, Background, Motion, UX) is scored from 0–10 based on specific readability and usability metrics.
- Iterative Refinement: The system adjusts low-scoring dimensions, prioritizing UX, until a cross-dimensional harmony score of 8 or higher is achieved.
- Final Output: A declarative frontend specification is produced, detailing the full design system ready for implementation.
Human-Optimized Frontend Design Setup
To activate this skill within your environment, use the explicit trigger keywords. This skill is designed for Openclaw Skills that support direct frontend redesign requests.
# Trigger the skill by name in your prompt
use human-optimized-frontend to redesign this interface
# Alternative triggers
redesign frontend for [context]
redesign interface using human-optimized-frontend
Human-Optimized Frontend Design Data Schema & Taxonomy
The skill organizes its design output into a structured specification across several key domains:
| Category | Metric / Rule | Specification Detail |
|---|---|---|
| Typography | Scale & Line Height | H1 (2.2–2.6x), Body (15–18px), Line Height (1.45–1.6) |
| Color | Contrast & Palette | 4-color palette, Text contrast ≥ 4.5:1, Accents ≤ 10% |
| Layout | Spacing Unit | 8px or 10px base units, max two alignment axes |
| Motion | Timing & Easing | 180–420ms duration, ease-out primary easing |
| UX | Goal Hierarchy | One primary action per screen, immediate interaction feedback |
Human-Optimized Frontend Design Advanced Features
- Quantified scoring loop that weights Typography, Color, and Layout at 20% each to ensure objective quality.
- Strict font prohibitions (excluding system defaults like Inter or Roboto) to ensure a unique visual identity.
- Mandatory motion graphics system that encodes hierarchy and state rather than purely decorative animation.
- Automated iteration logic that reverts changes if cross-dimensional harmony drops below a threshold of 8.
- Multi-layered depth treatment restricted to 3 layers to maintain interface clarity and focus.
SKILL.md
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