---

name: ai-image-editor description: "Edit images with natural language instructions using each::sense AI. Change objects, swap backgrounds, adjust colors, add or remove elements, apply style transfers, and retouch photos without manual tools. Supports both targeted edits and full-image transformations. Use for: photo retouching, object removal, background swapping, color grading, style transfer, image correction, creative edits. Triggers: ai image editor, edit image, photo editor, change image, modify image, image editing, remove object, swap background, retouch photo, ai edit, image manipulation, photo editing" allowed-tools: Bash(curl *), WebFetch

AI Image Editor

Edit images using natural language instructions using each::sense — the intelligent AI agent that automatically selects the best model for your request.

Quick Start

Requires an each::labs API key. Get one at eachlabs.ai.

Using curl

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": [
              {"type": "text", "text": "Change the sky to a dramatic sunset with orange and purple clouds. Keep everything else the same."},
              {"type": "image_url", "image_url": {"url": "https://example.com/landscape-photo.jpg"}}
            ]
          }
    ],
    "stream": false
  }'

Using Python (OpenAI SDK)

from openai import OpenAI

client = OpenAI(
    api_key="YOUR_EACHLABS_API_KEY",
    base_url="https://eachsense-agent.core.eachlabs.run/v1"
)

response = client.chat.completions.create(
    model="eachsense/beta",
    messages=[{
        "role": "user",
        "content": "Change the sky to a dramatic sunset with orange and purple clouds. Keep everything else the same."
    }],
    # Images are included in the message content array above
)

print(response.choices[0].message.content)

Images are sent inside messages using the OpenAI multimodal content format. Maximum 4 images per request.

Streaming

Set "stream": true for real-time Server-Sent Events (SSE) responses, or "stream": false to receive the complete result in a single response. Streaming is useful for showing progress in UIs; non-streaming is simpler for scripts and automation.

Edit Types

Edit Type	Example Instruction	Use Case
Object Removal	"Remove the person standing on the left"	Clean up photos
Object Addition	"Add a red sports car parked on the street"	Compositing
Background Swap	"Replace the background with a tropical beach"	Product, portrait edits
Color Change	"Change the dress from blue to red"	Fashion, product variants
Style Transfer	"Make this photo look like a watercolor painting"	Artistic effects
Weather Change	"Add snow falling and frost on the ground"	Seasonal edits
Time of Day	"Change the scene from daytime to night"	Lighting changes
Text Addition	"Add a neon sign that says OPEN on the wall"	Signage, mockups

Examples

Object Removal

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": [
              {"type": "text", "text": "Remove the trash can from the right side of the image and fill the area naturally with the surrounding pavement and grass"},
              {"type": "image_url", "image_url": {"url": "https://example.com/park-photo.jpg"}}
            ]
          }
    ],
    "stream": false
  }'

Product Color Variant

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": [
              {"type": "text", "text": "Change the sneaker color from white to forest green. Keep the sole white. Maintain the same material texture and lighting."},
              {"type": "image_url", "image_url": {"url": "https://example.com/white-sneaker.jpg"}}
            ]
          }
    ],
    "stream": false
  }'

Style Transfer

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": [
              {"type": "text", "text": "Transform this city street photo into a Studio Ghibli anime style illustration. Keep the same composition and elements, but render everything in the warm, hand-painted anime aesthetic"},
              {"type": "image_url", "image_url": {"url": "https://example.com/tokyo-street.jpg"}}
            ]
          }
    ],
    "stream": false
  }'

Seasonal Change

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": [
              {"type": "text", "text": "Transform this summer garden photo to autumn. Change the green leaves to red, orange, and gold. Add fallen leaves on the ground. Keep the same composition and structures."},
              {"type": "image_url", "image_url": {"url": "https://example.com/summer-garden.jpg"}}
            ]
          }
    ],
    "stream": false
  }'

Prompt Tips for Better Edits

• Be specific about what to change and what to preserve: "Change X but keep Y the same"
• Reference locations in the image: "the object on the left," "the background," "the foreground"
• Describe the desired result, not the process: "Make the sky blue" not "Use the color picker to select blue"
• One edit at a time produces better results than requesting multiple changes in one prompt
• Mention lighting consistency: "Match the lighting of the new element to the existing scene"

Multi-Step Editing Workflow

# Step 1: Remove unwanted object
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": [
              {"type": "text", "text": "Remove the power lines from this landscape photo"},
              {"type": "image_url", "image_url": {"url": "https://example.com/original.jpg"}}
            ]
          }
    ],
    "stream": false
  }'

# Step 2: Use the result URL from step 1 for the next edit
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": [
              {"type": "text", "text": "Enhance the colors, boost saturation slightly, and add a warm golden hour glow"}
            ]
          }
    ],
    "stream": false
  }'

Related Skills

• Background Removal — Remove or replace backgrounds
• Inpainting & Outpainting — Fill or extend image areas
• AI Photo Enhancer — Improve overall photo quality
• Image to Image — Full image transformation

Related Models

• flux-kontext-pro — Best for image editing tasks
• flux-2-max — Highest quality image generation
• seedream-v4-5 — Creative and artistic styles

Documentation

• each::sense Overview
• each::labs API