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# 💡 Real-World Examples - See Skills in Action
**Learn by example!** This guide shows you real conversations using different skills.
---
## 🎨 Example 1: Designing a Feature with @brainstorming
### The Scenario
You want to add a "dark mode" feature to your app, but you're not sure how to approach it.
### The Conversation
```
You: @brainstorming I want to add dark mode to my React app
AI: Great! Let me help you think through this. First, let me check your
current project structure...
[AI examines your files]
I see you're using React with Tailwind CSS. Now, let's understand
your requirements:
What's your primary goal for dark mode?
a) User preference (toggle in settings)
b) System preference (follow OS setting)
c) Both (with manual override)
You: c) Both
AI: Perfect! That's the best user experience. Next question:
Where should the dark mode toggle be located?
a) In the main navigation
b) In a settings page
c) In a dropdown menu
d) Multiple locations
You: a) In the main navigation
AI: Good choice for accessibility. One more question:
Should dark mode preference persist across sessions?
a) Yes, save to localStorage
b) Yes, save to user account (requires backend)
c) No, reset each session
You: a) Yes, save to localStorage
AI: Excellent! Now I have a clear picture. Let me present the design...
## Dark Mode Implementation Design
### Architecture Overview
We'll use React Context for state management, Tailwind's dark mode
utilities, and localStorage for persistence. The system will:
1. Check OS preference on first visit
2. Allow manual override via toggle
3. Persist preference in localStorage
Does this approach look good so far?
You: Yes, continue
AI: [Continues with detailed design sections...]
[After design is complete]
I've saved the design to docs/plans/2026-01-20-dark-mode-design.md
Ready to set up for implementation?
You: Yes
AI: I'll create an isolated workspace using git worktrees and write an
implementation plan. One moment...
```
### What Happened
- ✅ AI asked focused questions one at a time
- ✅ Explored your specific context
- ✅ Presented design in sections
- ✅ Saved documentation
- ✅ Prepared for implementation
---
## 🐛 Example 2: Debugging with @systematic-debugging
### The Scenario
Your tests are failing, but you're not sure why.
### The Conversation
```
You: @systematic-debugging My tests are failing with "Cannot read property
'map' of undefined"
AI: Let me help you debug this systematically. First, I'll gather information:
1. Running the failing test to see the full error...
[AI runs: npm test]
I see the error occurs in UserList.test.tsx at line 45. Let me examine
the test file and the component...
[AI reads both files]
## Hypothesis
The test is failing because `users` prop is undefined when the component
renders. This suggests the mock data isn't being passed correctly.
## Verification
Let me check the test setup...
[AI examines test]
Found it! The test is calling:
```typescript
render(<UserList />)
```
But UserList requires a `users` prop. The component expects:
```typescript
interface UserListProps {
users: User[];
}
```
## Solution
The test should pass the users prop:
```typescript
const mockUsers = [
{ id: 1, name: 'Alice' },
{ id: 2, name: 'Bob' }
];
render(<UserList users={mockUsers} />)
```
Should I apply this fix?
You: Yes
AI: [Applies fix and runs tests]
✅ All tests passing!
## Root Cause
The test was missing required props. This is a common issue when
components are refactored to require props that were previously optional.
## Prevention
Consider adding TypeScript strict mode to catch these at compile time:
```json
"strict": true,
"strictNullChecks": true
```
Would you like me to add this to your tsconfig.json?
```
### What Happened
- ✅ Systematic investigation
- ✅ Clear hypothesis
- ✅ Verification before fixing
- ✅ Root cause analysis
- ✅ Prevention suggestions
---
## 💳 Example 3: Adding Payments with @stripe-integration
### The Scenario
You need to add subscription billing to your SaaS app.
### The Conversation
```
You: @stripe-integration I need to add monthly subscription billing
AI: I'll help you implement Stripe subscriptions. Let me understand your
requirements:
Current stack detected:
- Next.js 14 (App Router)
- TypeScript
- Prisma with PostgreSQL
For subscription billing, we'll need:
1. **Stripe Setup**
- Stripe account and API keys
- Webhook endpoint for events
- Product and price IDs
2. **Backend Implementation**
- API routes for checkout
- Webhook handler
- Database schema for subscriptions
3. **Frontend Implementation**
- Pricing page
- Checkout flow
- Subscription management
Let's start with the backend. First, install dependencies:
```bash
npm install stripe @stripe/stripe-js
```
Now, let's create the database schema...
[AI provides Prisma schema]
```prisma
model User {
id String @id @default(cuid())
email String @unique
stripeCustomerId String? @unique
subscriptions Subscription[]
}
model Subscription {
id String @id @default(cuid())
userId String
user User @relation(fields: [userId], references: [id])
stripeSubscriptionId String @unique
status String
priceId String
currentPeriodEnd DateTime
createdAt DateTime @default(now())
updatedAt DateTime @updatedAt
}
```
Next, let's create the checkout API route...
[AI provides complete implementation with:]
- API route for creating checkout sessions
- Webhook handler for subscription events
- Helper functions for Stripe operations
- Error handling and logging
- TypeScript types
Now for the frontend...
[AI provides:]
- Pricing page component
- Checkout button component
- Subscription status display
- Tailwind styling
Finally, let's set up the webhook:
1. In Stripe Dashboard, add webhook endpoint:
`https://yourdomain.com/api/webhooks/stripe`
2. Select these events:
- customer.subscription.created
- customer.subscription.updated
- customer.subscription.deleted
- invoice.payment_succeeded
- invoice.payment_failed
3. Copy the webhook secret to your .env:
```
STRIPE_WEBHOOK_SECRET=whsec_...
```
## Testing
Test locally with Stripe CLI:
```bash
stripe listen --forward-to localhost:3000/api/webhooks/stripe
stripe trigger customer.subscription.created
```
## Security Checklist
- ✅ API keys in environment variables
- ✅ Webhook signature verification
- ✅ Server-side price validation
- ✅ Idempotency keys for operations
Ready to test the implementation?
```
### What Happened
- ✅ Detected existing stack
- ✅ Provided complete implementation
- ✅ Included database schema
- ✅ Added security best practices
- ✅ Included testing instructions
---
## ✍️ Example 4: Writing Copy with @copywriting
### The Scenario
You need compelling copy for your SaaS landing page.
### The Conversation
```
You: @copywriting Write homepage copy for my project management tool
AI: I'll help you create compelling homepage copy. First, let me understand
your product:
What makes your project management tool different from competitors
like Asana, Trello, or Monday.com?
You: It's specifically built for remote teams with built-in video standups
and async communication features
AI: Excellent differentiator! Who is your primary target audience?
a) Startups and small teams (2-20 people)
b) Mid-size companies (20-200 people)
c) Enterprise (200+ people)
d) Freelancers and agencies
You: a) Startups and small teams
AI: Perfect. What's the main pain point you solve?
You: Remote teams waste time in unnecessary meetings and lose context
in async communication
AI: Great! Now I have what I need. Here's your homepage copy:
---
## Hero Section
**Headline:**
Run Your Remote Team Without the Meeting Overload
**Subheadline:**
The project management tool built for distributed teams. Replace
status meetings with async video standups and keep everyone in sync
without the Zoom fatigue.
**CTA:**
Start Free Trial → (No credit card required)
---
## Problem Section
**Headline:**
Remote Work Shouldn't Mean More Meetings
**Body:**
Your team is distributed across time zones. You're spending hours in
status meetings just to stay aligned. Async updates get lost in Slack.
Context disappears. Productivity suffers.
Sound familiar?
---
## Solution Section
**Headline:**
Stay Aligned Without the Meeting Marathon
**Features:**
📹 **Async Video Standups**
Record quick video updates on your schedule. Your team watches when
it works for them. No more 9am calls for your teammate in Tokyo.
💬 **Context-Rich Communication**
Every task, comment, and decision stays connected. No more hunting
through Slack threads or email chains.
📊 **Visual Progress Tracking**
See what's happening at a glance. Kanban boards, timelines, and
dashboards that actually make sense.
🔔 **Smart Notifications**
Get notified about what matters. Ignore the rest. Your focus time
is sacred.
---
## Social Proof Section
**Headline:**
Trusted by Remote Teams Worldwide
[Testimonial placeholders with structure]
---
## CTA Section
**Headline:**
Ready to Reclaim Your Calendar?
**Body:**
Join 500+ remote teams who've cut meeting time by 60% while staying
more aligned than ever.
**CTA:**
Start Your Free 14-Day Trial →
No credit card required. Cancel anytime.
---
## Copy Notes
**Tone:** Professional but conversational
**Focus:** Pain point (too many meetings) → Solution (async video)
**Differentiation:** Built specifically for remote teams
**Social proof:** Quantified benefit (60% fewer meetings)
Would you like me to:
1. Write alternative versions for A/B testing?
2. Create copy for specific feature pages?
3. Write email sequences for onboarding?
```
### What Happened
- ✅ Asked clarifying questions
- ✅ Identified unique value proposition
- ✅ Created benefit-focused copy
- ✅ Included clear CTAs
- ✅ Provided copy notes for consistency
---
## 🧪 Example 5: Test-Driven Development with @test-driven-development
### The Scenario
You need to implement a new feature: user authentication.
### The Conversation
```
You: @test-driven-development I need to implement user login functionality
AI: Perfect! Let's use TDD to build this. Following the Red-Green-Refactor
cycle, we'll write tests first, then implement.
## Step 1: Write the First Test (RED)
Let's start with the simplest case - successful login:
```typescript
// auth.test.ts
import { login } from './auth';
describe('login', () => {
it('should return user data for valid credentials', async () => {
const result = await login({
email: 'user@example.com',
password: 'correct-password'
});
expect(result.success).toBe(true);
expect(result.user).toHaveProperty('id');
expect(result.user).toHaveProperty('email');
expect(result.token).toBeDefined();
});
});
```
Let's run this test to see it fail:
[AI runs: npm test]
✅ Test fails as expected (auth.ts doesn't exist yet)
## Step 2: Write Minimal Implementation (GREEN)
Now let's write just enough code to make this test pass:
```typescript
// auth.ts
interface LoginCredentials {
email: string;
password: string;
}
interface LoginResult {
success: boolean;
user?: {
id: string;
email: string;
};
token?: string;
}
export async function login(
credentials: LoginCredentials
): Promise<LoginResult> {
// Minimal implementation to pass the test
return {
success: true,
user: {
id: '1',
email: credentials.email
},
token: 'fake-token'
};
}
```
[AI runs: npm test]
✅ Test passes!
## Step 3: Add Next Test (RED)
Now let's test the failure case:
```typescript
it('should return error for invalid credentials', async () => {
const result = await login({
email: 'user@example.com',
password: 'wrong-password'
});
expect(result.success).toBe(false);
expect(result.error).toBe('Invalid credentials');
expect(result.user).toBeUndefined();
expect(result.token).toBeUndefined();
});
```
[AI runs: npm test]
❌ Test fails (always returns success)
## Step 4: Implement Real Logic (GREEN)
Now let's add actual authentication:
```typescript
import bcrypt from 'bcrypt';
import jwt from 'jsonwebtoken';
import { db } from './db';
export async function login(
credentials: LoginCredentials
): Promise<LoginResult> {
// Find user
const user = await db.user.findUnique({
where: { email: credentials.email }
});
if (!user) {
return {
success: false,
error: 'Invalid credentials'
};
}
// Verify password
const validPassword = await bcrypt.compare(
credentials.password,
user.passwordHash
);
if (!validPassword) {
return {
success: false,
error: 'Invalid credentials'
};
}
// Generate token
const token = jwt.sign(
{ userId: user.id },
process.env.JWT_SECRET!,
{ expiresIn: '7d' }
);
return {
success: true,
user: {
id: user.id,
email: user.email
},
token
};
}
```
[AI runs: npm test]
✅ All tests pass!
## Step 5: Add Edge Cases
Let's add more tests for edge cases:
```typescript
it('should handle missing email', async () => {
const result = await login({
email: '',
password: 'password'
});
expect(result.success).toBe(false);
expect(result.error).toBe('Email is required');
});
it('should handle missing password', async () => {
const result = await login({
email: 'user@example.com',
password: ''
});
expect(result.success).toBe(false);
expect(result.error).toBe('Password is required');
});
it('should handle database errors gracefully', async () => {
// Mock database error
jest.spyOn(db.user, 'findUnique').mockRejectedValue(
new Error('Database connection failed')
);
const result = await login({
email: 'user@example.com',
password: 'password'
});
expect(result.success).toBe(false);
expect(result.error).toBe('An error occurred');
});
```
[AI implements validation and error handling]
## Step 6: Refactor (REFACTOR)
Now that all tests pass, let's refactor for better code quality:
```typescript
// Extract validation
function validateCredentials(credentials: LoginCredentials): string | null {
if (!credentials.email) return 'Email is required';
if (!credentials.password) return 'Password is required';
return null;
}
// Extract user verification
async function verifyUser(
email: string,
password: string
): Promise<User | null> {
const user = await db.user.findUnique({ where: { email } });
if (!user) return null;
const valid = await bcrypt.compare(password, user.passwordHash);
return valid ? user : null;
}
// Main function is now cleaner
export async function login(
credentials: LoginCredentials
): Promise<LoginResult> {
try {
const validationError = validateCredentials(credentials);
if (validationError) {
return { success: false, error: validationError };
}
const user = await verifyUser(
credentials.email,
credentials.password
);
if (!user) {
return { success: false, error: 'Invalid credentials' };
}
const token = generateToken(user.id);
return {
success: true,
user: { id: user.id, email: user.email },
token
};
} catch (error) {
console.error('Login error:', error);
return { success: false, error: 'An error occurred' };
}
}
```
[AI runs: npm test]
✅ All tests still pass after refactoring!
## Summary
We've implemented login functionality using TDD:
- ✅ 5 tests covering happy path, errors, and edge cases
- ✅ Clean, testable code
- ✅ Proper error handling
- ✅ Type safety with TypeScript
Next steps:
1. Add rate limiting tests
2. Add session management tests
3. Add logout functionality
Should I continue with these?
```
### What Happened
- ✅ Followed Red-Green-Refactor cycle
- ✅ Wrote tests before implementation
- ✅ Covered edge cases
- ✅ Refactored with confidence
- ✅ Maintained test coverage
---
## 🎯 Key Takeaways
### What Makes These Examples Effective?
1. **Skills ask clarifying questions** before jumping to solutions
2. **Skills provide context-aware help** based on your project
3. **Skills follow best practices** for their domain
4. **Skills include complete examples** not just snippets
5. **Skills explain the "why"** not just the "how"
### How to Get Similar Results
1. **Be specific** in your requests
2. **Provide context** about your project
3. **Answer questions** the skill asks
4. **Review suggestions** before applying
5. **Iterate** based on results
---
## 🚀 Try These Yourself!
Pick a skill and try it with your own project:
- **Planning:** `@brainstorming` or `@writing-plans`
- **Development:** `@test-driven-development` or `@react-best-practices`
- **Debugging:** `@systematic-debugging` or `@test-fixing`
- **Integration:** `@stripe-integration` or `@firebase`
- **Marketing:** `@copywriting` or `@seo-audit`
---
**Want more examples?** Check individual skill folders for additional examples and use cases!