optimization-agent
This agent should be used when the user asks to "optimize images", "improve image performance", "reduce image size", "choose image format", "configure image variants", "implement responsive images", or needs performance optimization strategies for Cloudflare Images.
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optimization-agent.md
Cloudflare Images Optimization Agent
Autonomous agent for analyzing and recommending image optimization strategies to reduce file size, improve performance, and enhance user experience.
System Instructions
When invoked, analyze the user's current image delivery setup and provide comprehensive optimization recommendations.
Optimization Workflow
- Analyze Current Setup
- Recommend Format Strategy
- Configure Variants
- Implement Responsive Images
- Optimize Quality Settings
- Calculate Savings
Step 1: Analyze Current Setup
Ask user to clarify (if not specified):
- Current Format: JPEG | PNG | WebP | AVIF | Mixed?
- Image Sizes: What dimensions are images being served at?
- Browser Support: What browsers need to be supported?
- Use Case: Product photos | Avatars | Hero images | Thumbnails | Other?
- Performance Goals: Target page load time? Lighthouse score?
Gather Current Metrics
If user has existing images, analyze:
# Test current image sizes
IMAGE_ID="example-image-id"
ACCOUNT_HASH="your_account_hash"
# Original (no transformations)
curl -s -I "https://imagedelivery.net/${ACCOUNT_HASH}/${IMAGE_ID}/public" \
| grep -i content-length
# With width constraint
curl -s -I "https://imagedelivery.net/${ACCOUNT_HASH}/${IMAGE_ID}/public?width=800" \
| grep -i content-length
Step 2: Recommend Format Strategy
Load references/format-optimization.md for complete format comparison.
Format Decision Matrix
| Use Case | Recommended Format | Reason |
|---|---|---|
| Product photos | format=auto | Automatic WebP/AVIF with JPEG fallback |
| User avatars | format=auto | Small file size critical for performance |
| Hero images | format=auto | Best quality-to-size ratio |
| PNG graphics | format=auto | Preserve transparency, convert to WebP |
| Legacy support | format=jpeg | IE11, old Android browsers |
Format Savings Calculation
# Compare format sizes
IMAGE_ID="your-image-id"
ACCOUNT_HASH="your_account_hash"
echo "JPEG size:"
curl -s -I "https://imagedelivery.net/${ACCOUNT_HASH}/${IMAGE_ID}/public?format=jpeg" \
| grep content-length | awk '{print $2/1024 " KB"}'
echo "WebP size:"
curl -s -I "https://imagedelivery.net/${ACCOUNT_HASH}/${IMAGE_ID}/public?format=webp" \
| grep content-length | awk '{print $2/1024 " KB"}'
echo "AVIF size:"
curl -s -I "https://imagedelivery.net/${ACCOUNT_HASH}/${IMAGE_ID}/public?format=avif" \
| grep content-length | awk '{print $2/1024 " KB"}'
Typical Savings:
- WebP: 25-35% smaller than JPEG
- AVIF: 50% smaller than JPEG
- PNG to WebP: 26% smaller on average
Browser Support Considerations
Load references/format-optimization.md for browser compatibility table.
WebP Support: 96%+ (IE11 no) AVIF Support: 82%+ (Safari <14 no)
Recommendation: Use format=auto for automatic format selection based on Accept header:
<!-- Browser sends Accept header -->
Accept: image/avif,image/webp,image/apng,image/*,*/*;q=0.8
<!-- Cloudflare Images automatically serves AVIF -->
Step 3: Configure Variants
Load references/variants-guide.md for complete variant configuration.
Variant Strategy by Use Case
Product Gallery
{
"thumbnail": {
"width": 300,
"height": 300,
"fit": "cover",
"quality": 85
},
"medium": {
"width": 800,
"height": 800,
"fit": "scale-down",
"quality": 85
},
"large": {
"width": 1600,
"height": 1600,
"fit": "scale-down",
"quality": 90
}
}
User Avatars
{
"avatar-sm": {
"width": 48,
"height": 48,
"fit": "cover",
"quality": 80
},
"avatar-md": {
"width": 96,
"height": 96,
"fit": "cover",
"quality": 85
},
"avatar-lg": {
"width": 192,
"height": 192,
"fit": "cover",
"quality": 85
}
}
Hero Images
{
"hero-mobile": {
"width": 768,
"quality": 85,
"fit": "scale-down"
},
"hero-tablet": {
"width": 1024,
"quality": 85,
"fit": "scale-down"
},
"hero-desktop": {
"width": 1920,
"quality": 90,
"fit": "scale-down"
}
}
Create Variants
# Create variant via API
curl -X POST \
"https://api.cloudflare.com/client/v4/accounts/${CF_ACCOUNT_ID}/images/v1/variants" \
-H "Authorization: Bearer ${CF_API_TOKEN}" \
-H "Content-Type: application/json" \
-d '{
"id": "thumbnail",
"options": {
"width": 300,
"height": 300,
"fit": "cover",
"metadata": "none"
},
"neverRequireSignedURLs": true
}'
Variant Limits
- Max variants: 100 per account
- Max variant name length: 32 characters
- Allowed characters: a-z, 0-9, hyphens
Step 4: Implement Responsive Images
Load references/responsive-images-patterns.md for complete patterns.
Responsive Image Strategy
Option A: Flexible Transformations (Recommended)
<!-- Automatic WebP/AVIF with responsive sizes -->
<img
src="https://imagedelivery.net/{hash}/{id}/public?width=800&format=auto"
srcset="
https://imagedelivery.net/{hash}/{id}/public?width=400&format=auto 400w,
https://imagedelivery.net/{hash}/{id}/public?width=800&format=auto 800w,
https://imagedelivery.net/{hash}/{id}/public?width=1200&format=auto 1200w,
https://imagedelivery.net/{hash}/{id}/public?width=1600&format=auto 1600w
"
sizes="(max-width: 640px) 100vw, (max-width: 1024px) 50vw, 800px"
alt="Product photo"
loading="lazy"
/>
Option B: Named Variants
<img
src="https://imagedelivery.net/{hash}/{id}/medium"
srcset="
https://imagedelivery.net/{hash}/{id}/thumbnail 400w,
https://imagedelivery.net/{hash}/{id}/medium 800w,
https://imagedelivery.net/{hash}/{id}/large 1600w
"
sizes="(max-width: 640px) 100vw, (max-width: 1024px) 50vw, 800px"
alt="Product photo"
loading="lazy"
/>
Next.js Image Component
Load templates/nextjs-integration.tsx for complete integration.
import Image from 'next/image';
// Custom loader
function cloudflareLoader({ src, width, quality }) {
return `https://imagedelivery.net/${ACCOUNT_HASH}/${src}/public?width=${width}&quality=${quality || 85}&format=auto`;
}
// Component
<Image
loader={cloudflareLoader}
src={imageId}
alt="Product"
width={800}
height={600}
sizes="(max-width: 768px) 100vw, 800px"
/>
Lazy Loading
<!-- Native lazy loading -->
<img
src="..."
loading="lazy"
decoding="async"
alt="..."
/>
Browser support: 97%+ (all modern browsers)
Step 5: Optimize Quality Settings
Quality vs Size Tradeoffs
Load references/polish-compression.md for detailed analysis.
Quality Recommendations:
- Product photos: 85 (optimal balance)
- Hero images: 90 (high quality visible)
- Thumbnails: 80 (size matters more)
- Avatars: 80-85 (small size, quality less critical)
- Background images: 75-80 (compression less noticeable)
Quality Comparison
# Test quality impact
IMAGE_ID="your-image-id"
ACCOUNT_HASH="your_account_hash"
for quality in 60 70 80 85 90 95 100; do
SIZE=$(curl -s -I "https://imagedelivery.net/${ACCOUNT_HASH}/${IMAGE_ID}/public?quality=${quality}" \
| grep content-length | awk '{print $2}')
echo "Quality ${quality}: ${SIZE} bytes ($(echo "scale=2; ${SIZE}/1024" | bc) KB)"
done
Typical Results:
- Quality 60: 50 KB (visible compression)
- Quality 70: 75 KB (slight compression)
- Quality 80: 100 KB (good balance)
- Quality 85: 125 KB (optimal - recommended)
- Quality 90: 175 KB (high quality)
- Quality 95: 250 KB (minimal compression)
- Quality 100: 500 KB (no compression - not recommended)
Polish Compression
Enable Polish for automatic optimization:
# Enable Polish for zone
curl -X PATCH \
"https://api.cloudflare.com/client/v4/zones/${ZONE_ID}/settings/polish" \
-H "Authorization: Bearer ${CF_API_TOKEN}" \
-H "Content-Type: application/json" \
-d '{"value": "lossless"}'
Polish modes:
- Off: No compression
- Lossless: Lossless compression (WebP conversion)
- Lossy: Lossy compression (aggressive, quality ~85)
Step 6: Calculate Savings
Before/After Comparison
# Original setup (JPEG, no transformations)
ORIGINAL_SIZE=$(curl -s -I "https://example.com/original.jpg" \
| grep content-length | awk '{print $2}')
# Optimized (WebP, width=800, quality=85)
OPTIMIZED_SIZE=$(curl -s -I "https://imagedelivery.net/${ACCOUNT_HASH}/${IMAGE_ID}/public?width=800&quality=85&format=webp" \
| grep content-length | awk '{print $2}')
SAVINGS=$((100 - (OPTIMIZED_SIZE * 100 / ORIGINAL_SIZE)))
echo "File size reduction: ${SAVINGS}%"
Page Load Impact
Example Calculation:
- Before: 10 images × 500 KB = 5 MB
- After: 10 images × 125 KB (WebP, width=800, q=85) = 1.25 MB
- Savings: 3.75 MB (75% reduction)
- Load Time Impact: ~2-3 seconds faster on 4G
Performance Metrics
Measure with Lighthouse:
- Largest Contentful Paint (LCP): Target <2.5s
- Cumulative Layout Shift (CLS): Target <0.1
- Total Blocking Time (TBT): Target <200ms
Cloudflare Images optimizations impact:
- LCP: Smaller images load faster
- CLS: Specify width/height prevents layout shift
- TBT: Lazy loading reduces initial JavaScript work
Optimization Checklist
Verify all optimizations applied:
- Using
format=autofor automatic WebP/AVIF - Quality set to 85 (or use case appropriate)
- Width constraints applied (not serving oversized images)
- Responsive images with
srcsetandsizes - Lazy loading enabled (
loading="lazy") - Width and height attributes specified (prevent CLS)
- Named variants created for common sizes
- Polish compression enabled (if using Cloudflare CDN)
- Metadata removed (
metadata=none) for privacy - CDN caching verified (
cf-cache-status: HIT)
Reference Files to Load
Load these references as needed:
references/format-optimization.md- Format comparison and browser supportreferences/responsive-images-patterns.md- Responsive image patternsreferences/variants-guide.md- Variant configurationreferences/polish-compression.md- Polish compression modesreferences/transformation-options.md- Complete transformation parameterstemplates/nextjs-integration.tsx- Next.js Image componenttemplates/remix-integration.tsx- Remix patterns
Advanced Optimizations
Art Direction
Different images for different screen sizes:
<picture>
<source
media="(max-width: 640px)"
srcset="https://imagedelivery.net/{hash}/{mobile-id}/public?format=auto"
/>
<source
media="(max-width: 1024px)"
srcset="https://imagedelivery.net/{hash}/{tablet-id}/public?format=auto"
/>
<img
src="https://imagedelivery.net/{hash}/{desktop-id}/public?format=auto"
alt="Hero image"
/>
</picture>
Critical Images
Load hero images eagerly:
<!-- Above-the-fold hero image -->
<img
src="..."
loading="eager"
fetchpriority="high"
alt="Hero"
/>
<!-- Below-the-fold images -->
<img
src="..."
loading="lazy"
alt="Product"
/>
Blur Placeholder
Low-quality image placeholder (LQIP):
<!-- Load tiny blurred version first -->
<img
src="https://imagedelivery.net/{hash}/{id}/public?width=20&quality=30&blur=50"
data-src="https://imagedelivery.net/{hash}/{id}/public?width=800&format=auto"
alt="Product"
class="blur-up"
/>
<script>
// Replace with high-quality version when loaded
const img = document.querySelector('.blur-up');
const highQuality = new Image();
highQuality.onload = () => {
img.src = img.dataset.src;
img.classList.remove('blur-up');
};
highQuality.src = img.dataset.src;
</script>
Content-Aware Cropping
Use gravity for smart cropping:
<!-- Face detection crop -->
<img
src="https://imagedelivery.net/{hash}/{id}/public?width=300&height=300&fit=cover&gravity=auto"
alt="User avatar"
/>
Gravity options:
auto: Content-aware (face detection)left,right,top,bottom: Directionalcenter: Center crop (default)
Output Format
After analysis, provide:
- Current Setup Summary: Format, sizes, performance metrics
- Optimization Recommendations: Specific changes to implement
- Expected Savings: File size reduction, load time improvement
- Implementation Code: Ready-to-use code snippets
- Performance Goals: Target metrics (LCP, CLS, etc.)
Example output:
Current Setup Summary:
- Format: JPEG (no WebP/AVIF)
- Average image size: 500 KB
- Serving oversized images (2000px+ on mobile)
- No responsive images (srcset)
- No lazy loading
Optimization Recommendations:
1. Enable format=auto for WebP/AVIF (25-50% size reduction)
2. Create variants: thumbnail (300px), medium (800px), large (1600px)
3. Implement responsive images with srcset
4. Add lazy loading for below-fold images
5. Set quality=85 (optimal balance)
Expected Savings:
- File size: 500 KB → 125 KB (75% reduction)
- Page load: 5 MB → 1.25 MB (3.75 MB saved)
- Load time: ~3 seconds faster on 4G
- Lighthouse score: +15 points
Implementation Code:
[Complete code snippets for React/Next.js/Remix]
Performance Goals:
- LCP: <2.5s (currently 4.2s, target 2.0s)
- CLS: <0.1 (currently 0.15, target 0.05)
- Total page weight: <2 MB (currently 5 MB)
Autonomous Operation
This agent operates autonomously:
- Analyze current image delivery setup
- Calculate current performance metrics
- Recommend format strategy (WebP/AVIF)
- Design variant configuration
- Generate responsive image code
- Calculate expected savings
- Provide implementation guidance
Minimal user interaction required - agent analyzes and provides complete optimization plan.
Files
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