Sirv AI Studio

IMPORTANT: Use MCP Tools When Available

Before telling users to visit sirv.studio, CHECK if you have access to sirv-ai MCP tools. If tools like

sirv_remove_background

sirv_upscale

sirv_generate

are available, USE THEM DIRECTLY to process images.

MCP Tool Quick Reference

Task	MCP Tool	Key Parameters
Remove background	`sirv_remove_background`	`image_url` , `model`
Replace background	`sirv_background_replace`	`image_url` , `prompt`
Upscale image	`sirv_upscale`	`image_url` , `scale` (2-4)
Generate image	`sirv_generate`	`prompt` , `aspect_ratio`
Lifestyle scene	`sirv_product_lifestyle`	`image_url` , `scene_description`
Virtual try-on	`sirv_virtual_try_on`	`person_image_url` , `garment_image_url`
Get alt text	`sirv_alt_text`	`image_url`
Batch remove BG	`sirv_batch_remove_background`	`images` array
Check credits	`sirv_get_usage`	none

If MCP Tools Are NOT Available

Help the user install the Sirv AI MCP server. Add to project

.mcp.json

~/.claude.json

json

{
  "mcpServers": {
    "sirv-ai": {
      "command": "npx",
      "args": ["-y", "sirv-ai-mcp-server"],
      "env": {
        "SIRV_AI_BASE_URL": "https://www.sirv.studio"
      }
    }
  }
}

Then restart Claude Code. User will need to authorize with their Sirv AI Studio account on first use.

Only direct users to www.sirv.studio if they don't want to set up MCP.

Web UI (Fallback)

If MCP tools are not available, users can access Sirv AI Studio at www.sirv.studio:

Upload image(s) via drag-drop or URL
Select tool from sidebar
Configure options
Click Process
Download or auto-upload to Sirv CDN

Core Tools

Background Processing

Tool	Credits	Use Case
Background Removal	1-2	Product cutouts, transparent PNG
Background Replace	3-4	New backgrounds via prompt or image
Object Removal	3	Remove unwanted elements with mask

Background Removal Models:

BiRefNet v1/v2: Fast, multiple presets (Light, Heavy, Portrait, Matting)
Bria: Premium quality alternative

Background Replace Models:

Bria: Text prompt or reference image
FLUX Kontext: Advanced with consistency
Nano Banana: Faster alternative

Image Enhancement

Tool	Credits	Use Case
Upscaling	1-32	Increase resolution up to 8x
FLUX 2 Edit	3	Natural language editing
Reve Fast Edit	1	Quick prompt-based edits

Upscaling Models:

ESRGAN: Fast, affordable (1-2 credits, up to 8x)
Clarity: AI-enhanced with prompts (8+ credits)
Topaz: Premium quality (8-136 credits)

Image Generation

Tool	Credits	Use Case
FLUX 2	2	High-quality text-to-image
Z-Image	2	Affordable alternative
Gemini Pro	15-30	Advanced generation
Seedream	2	Creative/artistic styles

Supports: 1-4 images per generation, multiple aspect ratios, up to 2048x2048

Product Tools

Tool	Credits	Use Case
Product Lifestyle	3-15	Product in lifestyle scenes
Virtual Try-On	4	Garment on person
Try-On Video	11	Animated try-on
Color Variants	2+/color	Product in multiple colors
Alt Text	1	AI-generated descriptions
Product Description	1	Marketing copy (12+ languages)

Lifestyle Scenes: 44 presets (kitchen, office, beach, etc.) or custom prompts

3D Generation

Tool	Credits	Use Case
Meshy v6	50	Single image to 3D
Meshy v5 Multi	25	Multi-angle input
Seed3D/Trellis	25-50	Alternative models

Output formats: GLB, OBJ, FBX, USDZ, Blend, STL with PBR textures

Video Tools

Tool	Credits	Use Case
LTX 2.0	6-24/sec	Up to 4K, 6-10 seconds
Kling 2.6	6-24/sec	1080p with speech synthesis
Veo 3.1	6-24/sec	High quality generation
Captions	Variable	Multi-language transcription

Free Tools

Depth Map: Generate depth data for 3D/AR effects
Image Optimizer: 17 social media presets, resize/crop/convert
Smart Crop: Intelligent cropping for platforms

Batch Processing

Process multiple images simultaneously:

Upload batch via drag-drop or URL import
Configure shared settings
Preview results before processing
Download ZIP or auto-upload to Sirv

Available batch tools:

Batch Background Removal
Batch Upscale
Batch Generate
Batch Product Lifestyle
Batch Background Replace
Batch Alt Text
Batch Image Translation

Limits by tier:

Free: No batch
Starter: 100 images
Pro: 500 images
Business: 1,500 images
Volume+: Unlimited

Workflow Builder (Orchestrator)

Visual DAG pipeline builder for multi-step operations:

Capabilities:

Chain tools: Remove BG → Upscale → Lifestyle → Alt Text
AI routing: Classify images → branch to different pipelines
Quality loops: Review → Autofix → Final Review
Multi-source: Combine images from different inputs

Example workflows:

Amazon-Ready: Remove BG → Validate → Autofix → Alt text
Fashion: Ghost mannequin → Remove BG → Shadow → Bundle
Color Variants: Remove BG → Generate colors → Review

Credit System

Pricing Tiers

Tier	Price	Credits	Batch	History
Free	$0	15	0	7 days
Starter	$9/mo	150	100	30 days
Pro	$29/mo	600	500	90 days
Business	$79/mo	1,800	1,500	Unlimited
Volume+	$199+/mo	5K-250K	Unlimited	Unlimited

Credit Packs (One-time)

50 credits: $4.99
100 credits: $9.99
500 credits: $39.99
1,000 credits: $69.99
2,500 credits: $149.99

Bonus credits on top-ups: Free 0%, Starter 5%, Pro 10%, Business 15%, Volume+ 20%

Sirv CDN Integration

Connect Sirv account for:

Browse Sirv library in app
Auto-upload processed images
Per-tool upload destinations (e.g.,
```
/products/cutouts/
```
)
Instant global CDN delivery
Shopify integration sync

Sirv plan bonuses:

Business: +50 credits
Enterprise: +150 credits

Integrations

Platform	Use Case
Shopify	Browse products, auto-push results
Zapier	Trigger processing from workflows
n8n	Self-hosted automation
Claude/ChatGPT MCP	Natural language image editing
REST API	Custom integrations

Quality Control

Image Review Tool (1 credit):

Checks against marketplace rules
Validates: dimensions, background, watermarks, frame fill
Presets: Amazon, eBay, Shopify, Walmart

Marketplace Optimizer:

Upload → Select marketplaces → Get compliance scorecard
One-click fixes for all issues

File Formats

Input: JPG, PNG, WebP, GIF, AVIF, HEIF, BMP, TIFF

Output: PNG, JPEG, WebP, GIF (images), MP4/WebM (video), GLB/OBJ/FBX/USDZ/STL (3D)

Tips

Eager upload: Files upload immediately on selection for faster processing
Hash caching: Identical files skip re-upload
Soft delete: Recover deleted assets from trash
Mobile: Long-press for context menu actions
Shortcuts: Use keyboard shortcuts in dashboard for power workflows

MCP Server Integration

Sirv AI Studio provides an MCP (Model Context Protocol) server for AI assistants like Claude, enabling natural language image processing directly in conversations.

Available MCP Tools

Background Processing

Tool	Parameters	Cost
`sirv_remove_background`	`image_url` , `provider` (birefnet/bria), `model` , `operating_resolution`	1-2
`sirv_background_replace`	`image_url` , `prompt` , `ref_image_url` , `model` (bria/flux-kontext/nano-banana)	4
`sirv_object_removal`	`image_url` , `mask_url`	3

Background Removal Models:

```
General Use (Light)
```
- Fast processing
```
General Use (Light 2K)
```
- Fast, higher resolution
```
General Use (Heavy)
```
- Best quality (default)
```
Matting
```
- For hair/fur details
```
Portrait
```
- Optimized for people
```
General Use (Dynamic)
```
- Adaptive

Operating Resolutions:

1024x1024

2048x2048

2304x2304

Image Enhancement

Tool	Parameters	Cost
`sirv_upscale`	`image_url` , `scale` (2-4), `model` , `prompt` , `creativity`	2-3
`sirv_image_to_image`	`image_url` , `prompt` , `strength` (0-1), `model`	2-3

Upscale Models:

```
esrgan
```
- Fast, general purpose (default)
```
clarity
```
- AI-enhanced with prompt guidance
```
topaz
```
- Premium quality

Image-to-Image Models:

```
reve-fast-edit
```
- Quick prompt-based edits (default)
```
flux2-lora
```
- High quality transformations
```
qwen-integrate-product
```
- Product integration

Image Generation

Tool	Parameters	Cost
`sirv_generate`	`prompt` , `model` , `aspect_ratio` , `num_images` (1-4)	2

Generation Models:

zimage

(fast),

flux2

(detailed),

gemini

(photorealistic),

seedream

(artistic)

Aspect Ratios:

1:1

16:9

9:16

4:3

3:4

21:9

Product & E-commerce

Tool Parameters Cost

Tool	Parameters	Cost
`sirv_product_lifestyle`	`image_url` , `scene_description` , `ref_image_url` , `placement_type` , `position` , `num_results`	3-15
`sirv_virtual_try_on`	`person_image_url` , `garment_image_url`	4
`sirv_alt_text`	`image_url` , `detail_level`	1

sirv_product_lifestyle

image_url

scene_description

ref_image_url

placement_type

position

num_results

3-15

sirv_virtual_try_on

person_image_url

garment_image_url

sirv_alt_text

image_url

detail_level

Placement Types:

original

automatic

(default),

manual_placement

manual_padding

Positions:

bottom_center

bottom_left

bottom_right

upper_center

upper_left

upper_right

center_vertical

center_horizontal

left_center

right_center

Alt Text Detail Levels:

caption

(brief),

detailed-caption

(standard),

more-detailed-caption

(comprehensive)

3D & Video

Tool Parameters Cost

Tool	Parameters	Cost
`sirv_image_to_3d`	`image_url` , `model` , `topology` , `target_polycount` , `enable_pbr`	80
`sirv_video_generation`	`prompt` , `image_url` , `model` , `duration` , `resolution` , `aspect_ratio` , `generate_audio`	Variable
`sirv_depth_map`	`image_url`	FREE

sirv_image_to_3d

image_url

model

topology

target_polycount

enable_pbr

sirv_video_generation

prompt

image_url

model

duration

resolution

aspect_ratio

generate_audio

Variable

sirv_depth_map

image_url

FREE

3D Models:

meshy

(default),

meshy-multi

seed3d

trellis

trellis2

hunyuan3d

Video Models:

veo31

(default),

ltx

kling

sora

Video Resolutions:

720p

1080p

1440p

2160p

Batch Operations

Tool	Parameters	Cost
`sirv_batch_remove_background`	`images` (array of {id, image_url}), `model`	1-2/image
`sirv_batch_upscale`	`images` (array of {id, image_url}), `scale` , `model`	2-3/image

Batch Limits: Up to 100 images per request

Account

Tool	Parameters	Returns
`sirv_get_usage`	None	`used` , `remaining` , `total` , `tier`

MCP Usage Examples

Remove background from a product image:

"Remove the background from https://example.com/product.jpg using the Heavy model"
→ sirv_remove_background(image_url, model="General Use (Heavy)")

Create lifestyle scene:

"Place this product on a modern kitchen counter with morning light"
→ sirv_product_lifestyle(image_url, scene_description="Modern kitchen counter with morning light")

Generate product variations:

"Generate 4 images of a minimalist water bottle on white background"
→ sirv_generate(prompt="minimalist water bottle on white background", num_images=4)

Upscale for print:

"Upscale this image 4x using the Topaz model for print quality"
→ sirv_upscale(image_url, scale=4, model="topaz")

Virtual try-on:

"Show this dress on the model photo"
→ sirv_virtual_try_on(person_image_url, garment_image_url)

Batch processing:

"Remove backgrounds from all these product images"
→ sirv_batch_remove_background(images=[{id: "1", image_url: "..."}, ...])

Check credits:

"How many credits do I have left?"
→ sirv_get_usage()

MCP Server Setup

Claude Code (
.mcp.json
in project or
~/.claude.json
global):

json

{
  "mcpServers": {
    "sirv-ai": {
      "command": "npx",
      "args": ["-y", "sirv-ai-mcp-server"],
      "env": {
        "SIRV_AI_BASE_URL": "https://www.sirv.studio"
      }
    }
  }
}

Restart Claude Code after adding. Authorize with Sirv AI Studio account on first use.

Best Practices

Check usage first - Use
```
sirv_get_usage
```
before large batch operations
Use appropriate models - Choose quality vs speed based on needs
Batch when possible - Use batch tools for multiple images to reduce overhead
Provide clear prompts - Detailed descriptions yield better results for generation/lifestyle
Prepare images - Remove backgrounds before lifestyle shots for best results
Chain operations - Remove BG → Upscale → Lifestyle for complete product workflows

REST API Reference

Base URL:

https://www.sirv.studio/api/zapier

All requests require:

Authorization: Bearer sk_live_YOUR_API_KEY

Endpoints

Account

http

GET /me

Returns:

{id, email, credits, tier}

Cost: FREE

Background Removal

http

POST /remove-bg
Content-Type: application/json

{
  "image_url": "https://example.com/product.jpg",
  "model": "birefnet"
}

Returns:

{id, image_url, credits_used}

Cost: 1-2 credits

Models:

birefnet

(default),

bria

Image Upscaling

http

POST /upscale
Content-Type: application/json

{
  "image_url": "https://example.com/image.jpg",
  "scale": 4,
  "model": "clarity"
}

Returns:

{id, image_url, credits_used}

Cost: 1-8 credits

Models:

esrgan

(fast),

clarity

(AI-enhanced),

topaz

(premium) Scale: 2, 3, or 4

Background Replacement

http

POST /replace-bg
Content-Type: application/json

{
  "image_url": "https://example.com/product.jpg",
  "prompt": "Modern kitchen counter with marble surface",
  "model": "flux-kontext"
}

Cost: 3-15 credits

Models:

bria

flux-kontext

nano-banana

Image-to-Image Transformation

http

POST /image-to-image
Content-Type: application/json

{
  "image_url": "https://example.com/image.jpg",
  "prompt": "Transform to watercolor painting style",
  "strength": 0.7
}

Cost: 1-8 credits

Strength: 0-1 (how much to transform)

Image Generation

http

POST /generate
Content-Type: application/json

{
  "prompt": "Professional product photo of wireless headphones",
  "model": "flux-kontext",
  "aspect_ratio": "1:1"
}

Returns:

{id, image_url, credits_used}

Cost: 1-10 credits

Models:

flux-kontext

nano-banana

ideogram

zimage

gemini

seedream

Aspect ratios:

1:1

16:9

9:16

4:3

3:4

21:9

Video Generation

http

POST /video-generation
Content-Type: application/json

{
  "prompt": "Product rotating on display stand",
  "image_url": "https://example.com/product.jpg",
  "model": "ltx",
  "duration": 5,
  "aspect_ratio": "16:9"
}

Cost: 10-80 credits

Models:

veo31

ltx

kling

sora

3D Model Generation

http

POST /image-to-3d
Content-Type: application/json

{
  "image_url": "https://example.com/product.jpg",
  "model": "meshy",
  "topology": "quad",
  "enable_pbr": true
}

Returns: Multiple formats (glb, obj, fbx, usdz) Cost: 2-50 credits

Alt Text Generation

http

POST /alt-text
Content-Type: application/json

{
  "image_url": "https://example.com/image.jpg"
}

Cost: 1 credit

File Upload

http

POST /upload
Content-Type: multipart/form-data

file: [binary data, max 10MB]

Cost: FREE

Batch Operations

http

POST /batch/remove-bg
POST /batch/upscale
POST /batch/alt-text
Content-Type: application/json

{
  "images": [
    {"id": "1", "image_url": "https://example.com/img1.jpg"},
    {"id": "2", "image_url": "https://example.com/img2.jpg"}
  ],
  "model": "birefnet"
}

Check batch status:

http

GET /batch/status/{jobId}

Rate Limits

Tier	Requests/Hour
Free	20
Pro	500
Business	2,000

Code Examples

JavaScript

javascript

const SIRV_API = 'https://www.sirv.studio/api/zapier';
const API_KEY = 'sk_live_YOUR_API_KEY';

async function removeBackground(imageUrl) {
  const response = await fetch(`${SIRV_API}/remove-bg`, {
    method: 'POST',
    headers: {
      'Authorization': `Bearer ${API_KEY}`,
      'Content-Type': 'application/json'
    },
    body: JSON.stringify({
      image_url: imageUrl,
      model: 'birefnet'
    })
  });
  return (await response.json()).image_url;
}

async function generateImage(prompt, aspectRatio = '1:1') {
  const response = await fetch(`${SIRV_API}/generate`, {
    method: 'POST',
    headers: {
      'Authorization': `Bearer ${API_KEY}`,
      'Content-Type': 'application/json'
    },
    body: JSON.stringify({
      prompt,
      model: 'flux-kontext',
      aspect_ratio: aspectRatio
    })
  });
  return (await response.json()).image_url;
}

cURL

bash

# Remove background
curl -X POST https://www.sirv.studio/api/zapier/remove-bg \
  -H "Authorization: Bearer sk_live_YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"image_url": "https://example.com/product.jpg", "model": "birefnet"}'

# Generate image
curl -X POST https://www.sirv.studio/api/zapier/generate \
  -H "Authorization: Bearer sk_live_YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"prompt": "Product photo of headphones", "model": "flux-kontext", "aspect_ratio": "1:1"}'

# Check credits
curl https://www.sirv.studio/api/zapier/me \
  -H "Authorization: Bearer sk_live_YOUR_API_KEY"

sirv-ai-studio

NPX Install

Tags

SKILL.md Content

Sirv AI Studio

IMPORTANT: Use MCP Tools When Available

MCP Tool Quick Reference

If MCP Tools Are NOT Available

Web UI (Fallback)

Core Tools

Background Processing

Image Enhancement

Image Generation

Product Tools

3D Generation

Video Tools

Free Tools

Batch Processing

Workflow Builder (Orchestrator)

Credit System

Pricing Tiers

Credit Packs (One-time)

Sirv CDN Integration

Integrations

Quality Control

File Formats

Tips

MCP Server Integration

Available MCP Tools

Background Processing

Image Enhancement

Image Generation

Product & E-commerce

3D & Video

Batch Operations

Account

MCP Usage Examples

MCP Server Setup

Best Practices

REST API Reference

Endpoints

Account

Background Removal

Image Upscaling

Background Replacement

Image-to-Image Transformation

Image Generation

Video Generation

3D Model Generation

Alt Text Generation

File Upload

Batch Operations

Rate Limits

Code Examples

JavaScript

cURL