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.

38 stars

Best use case

viral-generator-builder is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

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.

Teams using viral-generator-builder should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/viral-generator-builder/SKILL.md --create-dirs "https://raw.githubusercontent.com/lingxling/awesome-skills-cn/main/antigravity-awesome-skills/plugins/antigravity-awesome-skills-claude/skills/viral-generator-builder/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/viral-generator-builder/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How viral-generator-builder Compares

Feature / Agentviral-generator-builderStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

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.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# 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
```javascript
// 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!
```javascript
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.

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