# Process Real Estate Photo > Enhance and standardize a property listing photo with auto-contrast, sharpening, and consistent sizing. - Skill: `iterationlayer/process-real-estate-photo` (Agent Skill) - Install (CLI): `npx skillmds add iterationlayer/process-real-estate-photo` - Raw SKILL.md: https://api.skillmd.com/api/skills/iterationlayer/process-real-estate-photo/raw - Safety review: pending (external: skill-scanner PASS, skillspector PASS) - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: Coding & Dev Tools - Author: iterationlayer (https://skillmd.com/u/iterationlayer) - Updated: 2026-08-19 - Page: https://skillmd.com/skills/iterationlayer/process-real-estate-photo --- # Process Real Estate Photo Real estate agencies and property platforms use this recipe to standardize a listing photo. Upload a property photo and apply auto-contrast, sharpening, and resize operations — ready for an MLS listing with consistent quality. ## APIs Used Image Transformation (0.5 credits/request) ## Prerequisites You need an Iteration Layer API key. Get one at [platform.iterationlayer.com](https://platform.iterationlayer.com) during the 7-day trial. For full integration guidance (SDKs, auth, MCP, error handling), see the [Iteration Layer Integration Guide](https://iterationlayer.com/SKILL.md). ## Implementation ```bash curl -X POST https://api.iterationlayer.com/image-transformation/v1/transform \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "file": { "type": "url", "name": "property-photo.jpg", "url": "https://example.com/property-photo.jpg" }, "operations": [ { "type": "resize", "width_in_px": 1920, "height_in_px": 1080, "fit": "cover" }, { "type": "auto_contrast" }, { "type": "sharpen", "sigma": 1.5 }, { "type": "convert", "format": "jpeg", "quality": 90 } ] }' ``` ```typescript import { IterationLayer } from "iterationlayer"; const client = new IterationLayer({ apiKey: "YOUR_API_KEY" }); const result = await client.transformImage({ file: { type: "url", name: "property-photo.jpg", url: "https://example.com/property-photo.jpg", }, operations: [ { type: "resize", width_in_px: 1920, height_in_px: 1080, fit: "cover", }, { type: "auto_contrast" }, { type: "sharpen", sigma: 1.5, }, { type: "convert", format: "jpeg", quality: 90, }, ], }); ``` ```python from iterationlayer import IterationLayer client = IterationLayer(api_key="YOUR_API_KEY") result = client.transform_image( file={ "type": "url", "name": "property-photo.jpg", "url": "https://example.com/property-photo.jpg", }, operations=[ { "type": "resize", "width_in_px": 1920, "height_in_px": 1080, "fit": "cover", }, {"type": "auto_contrast"}, { "type": "sharpen", "sigma": 1.5, }, { "type": "convert", "format": "jpeg", "quality": 90, }, ], ) ``` ```go package main import il "github.com/iterationlayer/sdk-go" func main() { client := il.NewClient("YOUR_API_KEY") result, err := client.TransformImage(il.TransformImageRequest{ File: il.FileInput{Type: "url", Name: "property-photo.jpg", Url: "https://example.com/property-photo.jpg"}, Operations: []il.TransformOperation{ il.NewResizeOperation(1920, 1080, "cover"), {Type: "auto_contrast"}, il.NewSharpenOperation(1.5), il.NewConvertOperation("jpeg"), }, }) if err != nil { panic(err) } } ``` ```n8n { "name": "Process Real Estate Photo", "nodes": [ { "parameters": { "content": "## Process Real Estate Photo\n\nReal estate agencies and property platforms use this recipe to standardize a listing photo. Upload a property photo and apply auto-contrast, sharpening, and resize operations \u2014 ready for an MLS listing with consistent quality.\n\n**Note:** This workflow uses the Iteration Layer community node (`n8n-nodes-iterationlayer`). Install it via Settings > Community Nodes on self-hosted n8n, or add it directly on n8n Cloud with Verified Community Nodes enabled.", "height": 280, "width": 500, "color": 2 }, "type": "n8n-nodes-base.stickyNote", "typeVersion": 1, "position": [ 200, 40 ], "id": "e100cf30-cc6a-44ec-a68a-8d1d99f15e34", "name": "Overview" }, { "parameters": { "content": "### Step 1: Transform Image\nResource: **Image Transformation**\n\nConfigure the Image Transformation parameters below, then connect your credentials.", "height": 160, "width": 300, "color": 6 }, "type": "n8n-nodes-base.stickyNote", "typeVersion": 1, "position": [ 475, 100 ], "id": "52cd56ec-13de-4bd9-9fcb-354172459662", "name": "Step 1 Note" }, { "parameters": {}, "type": "n8n-nodes-base.manualTrigger", "typeVersion": 1, "position": [ 250, 300 ], "id": "b8c9d0e1-f2a3-4b4c-5d6e-8f9a0b1c2d3e", "name": "Manual Trigger" }, { "parameters": { "resource": "imageTransformation", "fileInputMode": "url", "fileName": "property-photo.jpg", "fileUrl": "https://example.com/property-photo.jpg", "operations": { "operationValues": [ { "operationType": "resize", "widthInPx": 1920, "heightInPx": 1080, "fit": "cover" }, { "operationType": "auto_contrast" }, { "operationType": "sharpen", "sigma": 1.5 }, { "operationType": "convert", "convertFormat": "jpeg", "quality": 90 } ] } }, "type": "n8n-nodes-iterationlayer.iterationLayer", "typeVersion": 1, "position": [ 500, 300 ], "id": "e1f2a3b4-c5d6-4e7f-8a9b-0c1d2e3f4a5b", "name": "Transform Image", "credentials": { "iterationLayerApi": { "id": "1", "name": "Iteration Layer API" } } } ], "connections": { "Manual Trigger": { "main": [ [ { "node": "Transform Image", "type": "main", "index": 0 } ] ] } }, "settings": { "executionOrder": "v1" } } ``` ```prompt Process the real estate photo at [file URL] for a property listing. Use the transform_image tool with a resize operation to 1920x1080 pixels (fit: cover), an auto_contrast operation, a sharpen operation, and a convert operation to JPEG at quality 90. ``` ### Response ```json { "success": true, "data": { "buffer": "iVBORw0KGgoAAAANSUhEUgAA...", "mime_type": "image/jpeg" } } ``` ## Links - [Integration guide](https://iterationlayer.com/SKILL.md) - [Full documentation](https://iterationlayer.com/docs) - [OpenAPI spec](https://api.iterationlayer.com/openapi.json) - [Browse all recipes](https://iterationlayer.com/recipes)