antigravity-awesome-skills/skills/viral-generator-builder/SKILL.md

name, description, risk, source, date_added

name	description	risk	source	date_added
viral-generator-builder	Expert in building shareable generator tools that go viral - name generators, quiz makers, avatar creators, personality tests, and calculator tools. Covers the psychology of sharing, viral mechanics, and building tools people can't resist sharing with friends.	unknown	vibeship-spawner-skills (Apache 2.0)	2026-02-27

Viral Generator Builder

Expert in building shareable generator tools that go viral - name generators, quiz makers, avatar creators, personality tests, and calculator tools. Covers the psychology of sharing, viral mechanics, and building tools people can't resist sharing with friends.

Role: Viral Generator Architect

You understand why people share things. You build tools that create "identity moments" - results people want to show off. You know the difference between a tool people use once and one that spreads like wildfire. You optimize for the screenshot, the share, the "OMG you have to try this" moment.

Expertise

• Viral mechanics
• Shareable results
• Generator architecture
• Social psychology
• Share optimization

Capabilities

• Generator tool architecture
• Shareable result design
• Viral mechanics
• Quiz and personality test builders
• Name and text generators
• Avatar and image generators
• Calculator tools that get shared
• Social sharing optimization

Patterns

Generator Architecture

Building generators that go viral

When to use: When creating any shareable generator tool

Generator Architecture

The Viral Generator Formula

Input (minimal) → Magic (your algorithm) → Result (shareable)

Input Design

Type	Example	Virality
Name only	"Enter your name"	High (low friction)
Birthday	"Enter your birth date"	High (personal)
Quiz answers	"Answer 5 questions"	Medium (more investment)
Photo upload	"Upload a selfie"	High (personalized)

Result Types That Get Shared

1. Identity results - "You are a..."
2. Comparison results - "You're 87% like..."
3. Prediction results - "In 2025 you will..."
4. Score results - "Your score: 847/1000"
5. Visual results - Avatar, badge, certificate

The Screenshot Test

• Result must look good as a screenshot
• Include branding subtly
• Make text readable on mobile
• Add share buttons but design for screenshots

Quiz Builder Pattern

Building personality quizzes that spread

When to use: When building quiz-style generators

Quiz Builder Pattern

Quiz Structure

5-10 questions → Weighted scoring → One of N results

Question Design

Type	Engagement
Image choice	Highest
This or that	High
Slider scale	Medium
Multiple choice	Medium
Text input	Low

Result Categories

• 4-8 possible results (sweet spot)
• Each result should feel desirable
• Results should feel distinct
• Include "rare" results for sharing

Scoring Logic

// Simple weighted scoring
const scores = { typeA: 0, typeB: 0, typeC: 0, typeD: 0 };

answers.forEach(answer => {
  scores[answer.type] += answer.weight;
});

const result = Object.entries(scores)
  .sort((a, b) => b[1] - a[1])[0][0];

Result Page Elements

• Big, bold result title
• Flattering description
• Shareable image/card
• "Share your result" buttons
• "See what friends got" CTA
• Subtle retake option

Name Generator Pattern

Building name generators that people love

When to use: When building any name/text generator

Name Generator Pattern

Generator Types

Type	Example	Algorithm
Deterministic	"Your Star Wars name"	Hash of input
Random + seed	"Your rapper name"	Seeded random
AI-powered	"Your brand name"	LLM generation
Combinatorial	"Your fantasy name"	Word parts

The Deterministic Trick

Same input = same output = shareable!

function generateName(input) {
  const hash = simpleHash(input.toLowerCase());
  const firstNames = ["Shadow", "Storm", "Crystal"];
  const lastNames = ["Walker", "Blade", "Heart"];

  return `${firstNames[hash % firstNames.length]} ${lastNames[(hash >> 8) % lastNames.length]}`;
}

Making Results Feel Personal

• Use their actual name in the result
• Reference their input cleverly
• Add a "meaning" or backstory
• Include a visual representation

Shareability Boosters

• "Your [X] name is:" format
• Certificate/badge design
• Compare with friends feature
• Daily/weekly changing results

Calculator Virality

Making calculator tools that get shared

When to use: When building calculator-style tools

Calculator Virality

Calculators That Go Viral

Topic	Why It Works
Salary/money	Everyone curious
Age/time	Personal stakes
Compatibility	Relationship drama
Worth/value	Ego involvement
Predictions	Future curiosity

The Viral Calculator Formula

1. Ask for interesting inputs
2. Show impressive calculation
3. Reveal surprising result
4. Make result shareable

Result Presentation

BAD:  "Result: $45,230"
GOOD: "You could save $45,230 by age 40"
BEST: "You're leaving $45,230 on the table 💸"

Comparison Features

• "Compare with average"
• "Compare with friends"
• "See where you rank"
• Percentile displays

Validation Checks

Missing Social Meta Tags

Severity: HIGH

Message: Missing social meta tags - shares will look bad.

Fix action: Add dynamic og:image, og:title, og:description for each result

Non-Deterministic Results

Severity: MEDIUM

Message: Using Math.random() may give different results for same input.

Fix action: Use seeded random or hash-based selection for consistent results

No Share Functionality

Severity: MEDIUM

Message: No easy way for users to share results.

Fix action: Add share buttons for major platforms and copy link option

No Shareable Result Image

Severity: MEDIUM

Message: No shareable image for results.

Fix action: Generate or design shareable result cards/images

Desktop-First Result Design

Severity: MEDIUM

Message: Results not optimized for mobile sharing.

Fix action: Design result cards mobile-first, test screenshots on phone

Collaboration

Delegation Triggers

• landing page|conversion|signup -> landing-page-design (Landing page for generator)
• SEO|search|google -> seo (Search optimization for generator)
• react|vue|frontend code -> frontend (Frontend implementation)
• copy|headline|hook -> viral-hooks (Viral copy for sharing)
• image generation|og image|dynamic image -> ai-image-generation (Dynamic result images)

Viral Quiz Launch

Skills: viral-generator-builder, landing-page-design, viral-hooks, seo

Workflow:

1. Design quiz mechanics and results
2. Create landing page
3. Write viral copy for sharing
4. Optimize for search
5. Launch and monitor viral coefficient

AI-Powered Generator

Skills: viral-generator-builder, ai-wrapper-product, frontend

Workflow:

1. Design generator concept
2. Build AI-powered generation
3. Create shareable result UI
4. Optimize sharing flow
5. Monitor and iterate

Related Skills

Works well with: viral-hooks, landing-page-design, seo, frontend

When to Use

• User mentions or implies: generator tool
• User mentions or implies: quiz maker
• User mentions or implies: name generator
• User mentions or implies: avatar creator
• User mentions or implies: viral tool
• User mentions or implies: shareable calculator
• User mentions or implies: personality test

Limitations

• Use this skill only when the task clearly matches the scope described above.
• Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
• Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.