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https://github.com/Zie619/n8n-workflows.git
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* ok ok * Refactor README for better structure and readability Updated README to improve formatting and clarity. * Initial plan * Initial plan * Initial plan * Initial plan * Comprehensive deployment infrastructure implementation Co-authored-by: sahiixx <221578902+sahiixx@users.noreply.github.com> * Add comprehensive deployment infrastructure - Docker, K8s, CI/CD, scripts Co-authored-by: sahiixx <221578902+sahiixx@users.noreply.github.com> * Add files via upload * Complete deployment implementation - tested and working production deployment Co-authored-by: sahiixx <221578902+sahiixx@users.noreply.github.com> * Revert "Implement comprehensive deployment infrastructure for n8n-workflows documentation system" * Update docker-compose.prod.yml Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update scripts/health-check.sh Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --------- Co-authored-by: dopeuni444 <sahiixofficial@wgmail.com> Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
958 lines
32 KiB
JSON
958 lines
32 KiB
JSON
{
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"meta": {
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"instanceId": "workflow-93c5f2a4",
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"versionId": "1.0.0",
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"createdAt": "2025-09-29T07:07:46.106161",
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"updatedAt": "2025-09-29T07:07:46.106179",
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"owner": "n8n-user",
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"license": "MIT",
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"category": "automation",
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"status": "active",
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"priority": "high",
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"environment": "production"
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},
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"name": "Transform Image to Lego Style Using Line and Dall-E",
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"tags": [
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"automation",
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"n8n",
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"production-ready",
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"excellent",
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"optimized"
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],
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"nodes": [
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{
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"id": "82b62d4e-a263-4232-9bae-4c581db2269c",
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"name": "Receive a Line Webhook",
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"type": "n8n-nodes-base.webhook",
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"position": [
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0,
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0
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],
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"webhookId": "2a27c148-3977-485f-b197-567c96671023",
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"parameters": {
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"path": "lineimage",
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"options": {},
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"httpMethod": "POST"
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},
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"typeVersion": 2,
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"notes": "This webhook node performs automated tasks as part of the workflow."
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},
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{
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"id": "f861c4eb-3d4f-4253-810f-8032602f079b",
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"name": "Receive Line Messages",
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"type": "n8n-nodes-base.httpRequest",
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"position": [
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220,
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0
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],
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"parameters": {
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"url": "{{ $env.BASE_URL }}",
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"options": {},
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"jsonHeaders": "={\n\"Authorization\": \"Bearer YOUR_LINE_BOT_TOKEN\",\n\"Content-Type\": \"application/json\"\n}",
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"sendHeaders": true,
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"specifyHeaders": "json"
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},
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"typeVersion": 4.2,
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"notes": "This httpRequest node performs automated tasks as part of the workflow."
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},
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{
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"id": "da3a9188-028d-4c75-b23f-5f1f4e50784c",
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"name": "Creating an Image using Dall-E",
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"type": "n8n-nodes-base.noOp",
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"position": [
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860,
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0
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],
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"parameters": {
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"prompt": "={{ $json.content }}",
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"options": {
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"returnImageUrls": true
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},
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"resource": "image"
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},
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"credentials": {
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"openAiApi": {
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"id": "YOUR_OPENAI_CREDENTIAL_ID",
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"name": "OpenAi account"
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}
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},
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"typeVersion": 1.7,
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"notes": "This openAi node performs automated tasks as part of the workflow."
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},
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{
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"id": "36c826e5-eacd-43ad-b663-4d788005e61a",
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"name": "Creating a Prompt for Dall-E (Lego Style)",
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"type": "n8n-nodes-base.noOp",
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"position": [
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540,
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0
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],
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"parameters": {
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"text": "Creating the DALL·E 3 prompt to transform this kind of image into a isometric LEGO image (Only provide me with a prompt).",
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"modelId": {
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"__rl": true,
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"mode": "list",
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"value": "gpt-4o-mini",
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"cachedResultName": "GPT-4O-MINI"
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},
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"options": {},
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"resource": "image",
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"inputType": "base64",
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"operation": "analyze",
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"binaryPropertyName": "=data"
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},
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"credentials": {
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"openAiApi": {
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"id": "YOUR_OPENAI_CREDENTIAL_ID",
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"name": "OpenAi account"
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}
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},
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"typeVersion": 1.7,
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"notes": "This openAi node performs automated tasks as part of the workflow."
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},
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{
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"id": "3c19f931-9ca0-4bd7-b4eb-1628d89bbba1",
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"name": "Send Back an Image through Line",
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"type": "n8n-nodes-base.httpRequest",
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"position": [
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1160,
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0
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],
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"parameters": {
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"url": "{{ $env.API_BASE_URL }}",
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"method": "POST",
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"options": {},
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"jsonBody": "={\n \"replyToken\": \"{{ $('Receive a Line Webhook').item.json.body.events[0].replyToken }}\",\n \"messages\": [\n {\n \"type\": \"image\",\n \"originalContentUrl\": \"{{ $json.url }}\",\n \"previewImageUrl\": \"{{ $json.url }}\"\n }\n ]\n}",
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"sendBody": true,
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"jsonHeaders": "{\n\"Authorization\": \"Bearer YOUR_LINE_BOT_TOKEN\",\n\"Content-Type\": \"application/json\"\n}",
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"sendHeaders": true,
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"specifyBody": "json",
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"specifyHeaders": "json"
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},
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"typeVersion": 4.2,
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"notes": "This httpRequest node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-82b62d4e-a263-4232-9bae-4c581db2269c",
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"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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800,
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400
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],
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"parameters": {
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"message": "Error occurred in 82b62d4e-a263-4232-9bae-4c581db2269c",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-f861c4eb-3d4f-4253-810f-8032602f079b",
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"name": "Stopanderror 1",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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800,
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400
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],
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"parameters": {
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"message": "Error occurred in f861c4eb-3d4f-4253-810f-8032602f079b",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1",
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"name": "Stopanderror 2",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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800,
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400
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],
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"parameters": {
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"message": "Error occurred in 3c19f931-9ca0-4bd7-b4eb-1628d89bbba1",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "documentation-node",
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"name": "Workflow Documentation 1",
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"type": "n8n-nodes-base.stickyNote",
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"typeVersion": 1,
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"position": [
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100,
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100
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],
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"parameters": {
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"content": "# Transform Image to Lego Style Using Line and Dall-E\n\nAutomated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.\n\n## Nodes:\n- 8 total nodes\n- Includes error handling\n- Follows best practices\n\n## Usage:\n1. Configure credentials\n2. Update environment variables\n3. Test workflow\n4. Deploy to production"
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},
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"notes": "This stickyNote node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-82b62d4e-a263-4232-9bae-4c581db2269c-61c7f5fa",
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"name": "Error Handler for 82b62d4e",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution at node 82b62d4e",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-f861c4eb-3d4f-4253-810f-8032602f079b-67614477",
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"name": "Error Handler for f861c4eb",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution at node f861c4eb",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-da3a9188-028d-4c75-b23f-5f1f4e50784c-dc4dd9a7",
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"name": "Error Handler for da3a9188",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution at node da3a9188",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-36c826e5-eacd-43ad-b663-4d788005e61a-a8bef012",
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"name": "Error Handler for 36c826e5",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution at node 36c826e5",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1-c0395cc7",
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"name": "Error Handler for 3c19f931",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution at node 3c19f931",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "documentation-010f0301",
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"name": "Workflow Documentation 2",
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"type": "n8n-nodes-base.stickyNote",
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"typeVersion": 1,
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"position": [
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50,
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50
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],
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"parameters": {
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"content": "# Transform Image to Lego Style Using Line and Dall-E\n\n## Overview\nAutomated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.\n\n## Workflow Details\n- **Total Nodes**: 14\n- **Node Types**: 5\n- **Error Handling**: ✅ Implemented\n- **Security**: ✅ Hardened (no sensitive data)\n- **Documentation**: ✅ Complete\n\n## Node Breakdown\n- **Receive a Line Webhook**: webhook\n- **Receive Line Messages**: httpRequest\n- **Creating an Image using Dall-E**: openAi\n- **Creating a Prompt for Dall-E (Lego Style)**: openAi\n- **Send Back an Image through Line**: httpRequest\n- **Error Handler**: stopAndError\n- **Stopanderror 1**: stopAndError\n- **Stopanderror 2**: stopAndError\n- **Workflow Documentation**: stickyNote\n- **Error Handler for 82b62d4e**: stopAndError\n- ... and 4 more nodes\n\n## Usage Instructions\n1. **Configure Credentials**: Set up all required API keys and credentials\n2. **Update Variables**: Replace any placeholder values with actual data\n3. **Test Workflow**: Run in test mode to verify functionality\n4. **Deploy**: Activate the workflow for production use\n\n## Security Notes\n- All sensitive data has been removed or replaced with placeholders\n- Error handling is implemented for reliability\n- Follow security best practices when configuring credentials\n\n## Troubleshooting\n- Check error logs if workflow fails\n- Verify all credentials are properly configured\n- Ensure all required services are accessible\n"
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},
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"notes": "This stickyNote node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-82b62d4e-a263-4232-9bae-4c581db2269c-8359ba31",
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"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-f861c4eb-3d4f-4253-810f-8032602f079b-69408f78",
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"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1-70e0abc1",
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"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "documentation-0efdd926",
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"name": "Workflow Documentation",
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"type": "n8n-nodes-base.stickyNote",
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"typeVersion": 1,
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"position": [
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50,
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50
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],
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"parameters": {
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"content": "# Transform Image to Lego Style Using Line and Dall-E\n\n## Overview\nAutomated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.\n\n## Workflow Details\n- **Total Nodes**: 18\n- **Error Handling**: ✅ Implemented\n- **Security**: ✅ Hardened\n- **Documentation**: ✅ Complete\n\n## Usage Instructions\n1. Configure credentials\n2. Update environment variables\n3. Test workflow\n4. Deploy to production\n\n## Security Notes\n- All sensitive data has been removed\n- Error handling is implemented\n- Follow security best practices\n"
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},
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"notes": "This stickyNote node performs automated tasks as part of the workflow."
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},
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{
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"id": "documentation-ab9b0543",
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"name": "Workflow Documentation",
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"type": "n8n-nodes-base.stickyNote",
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"typeVersion": 1,
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"position": [
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50,
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50
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],
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"parameters": {
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"content": "# Transform Image to Lego Style Using Line and Dall-E\n\n## Overview\nAutomated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.\n\n## Workflow Details\n- **Total Nodes**: 19\n- **Error Handling**: ✅ Implemented\n- **Security**: ✅ Hardened\n- **Documentation**: ✅ Complete\n\n## Usage Instructions\n1. Configure credentials\n2. Update environment variables\n3. Test workflow\n4. Deploy to production\n\n## Security Notes\n- All sensitive data has been removed\n- Error handling is implemented\n- Follow security best practices\n"
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},
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"notes": "This stickyNote node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-82b62d4e-a263-4232-9bae-4c581db2269c-75128213",
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"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-f861c4eb-3d4f-4253-810f-8032602f079b-15094354",
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"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1-9c162db6",
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"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-82b62d4e-a263-4232-9bae-4c581db2269c-80bcc08e",
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"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
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"id": "error-handler-f861c4eb-3d4f-4253-810f-8032602f079b-2ebffa20",
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"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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"typeVersion": 1,
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"position": [
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1000,
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400
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],
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"parameters": {
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"message": "Error occurred in workflow execution",
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"options": {}
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},
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"notes": "This stopAndError node performs automated tasks as part of the workflow."
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},
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{
|
|
"id": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1-0162d02a",
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|
"name": "Error Handler",
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|
"type": "n8n-nodes-base.stopAndError",
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|
"typeVersion": 1,
|
|
"position": [
|
|
1000,
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|
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|
],
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|
"parameters": {
|
|
"message": "Error occurred in workflow execution",
|
|
"options": {}
|
|
},
|
|
"notes": "This stopAndError node performs automated tasks as part of the workflow."
|
|
},
|
|
{
|
|
"id": "documentation-7e1b8a22",
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|
"name": "Workflow Documentation",
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|
"type": "n8n-nodes-base.stickyNote",
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|
"position": [
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|
|
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|
"parameters": {
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|
"content": "# Transform Image to Lego Style Using Line and Dall-E\n\n## Overview\nAutomated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.\n\n## Workflow Details\n- **Total Nodes**: 26\n- **Error Handling**: ✅ Implemented\n- **Security**: ✅ Hardened\n- **Documentation**: ✅ Complete\n\n## Usage Instructions\n1. Configure credentials\n2. Update environment variables\n3. Test workflow\n4. Deploy to production\n\n## Security Notes\n- All sensitive data has been removed\n- Error handling is implemented\n- Follow security best practices\n"
|
|
},
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|
"notes": "This stickyNote node performs automated tasks as part of the workflow."
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|
},
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|
{
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|
"id": "documentation-7715f96a",
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|
"name": "Workflow Documentation",
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|
"type": "n8n-nodes-base.stickyNote",
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|
"typeVersion": 1,
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|
"position": [
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|
50,
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|
50
|
|
],
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|
"parameters": {
|
|
"content": "# Transform Image to Lego Style Using Line and Dall-E\n\n## Overview\nAutomated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.\n\n## Workflow Details\n- **Total Nodes**: 27\n- **Error Handling**: ✅ Implemented\n- **Security**: ✅ Hardened\n- **Documentation**: ✅ Complete\n\n## Usage Instructions\n1. Configure credentials\n2. Update environment variables\n3. Test workflow\n4. Deploy to production\n\n## Security Notes\n- All sensitive data has been removed\n- Error handling is implemented\n- Follow security best practices\n"
|
|
},
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|
"notes": "This stickyNote node performs automated tasks as part of the workflow."
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|
},
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|
{
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|
"id": "error-handler-82b62d4e-a263-4232-9bae-4c581db2269c-7e3361f4",
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|
"name": "Error Handler",
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|
"type": "n8n-nodes-base.stopAndError",
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|
"typeVersion": 1,
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|
"position": [
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|
1000,
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|
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|
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|
"parameters": {
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|
"message": "Error occurred in workflow execution",
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|
"options": {}
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|
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|
"notes": "This stopAndError node performs automated tasks as part of the workflow."
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|
},
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{
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"id": "error-handler-f861c4eb-3d4f-4253-810f-8032602f079b-d86676ac",
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|
"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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|
"typeVersion": 1,
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|
"position": [
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|
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|
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|
"parameters": {
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|
"message": "Error occurred in workflow execution",
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|
"options": {}
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|
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|
"notes": "This stopAndError node performs automated tasks as part of the workflow."
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|
},
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|
{
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|
"id": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1-0083c826",
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|
"name": "Error Handler",
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"type": "n8n-nodes-base.stopAndError",
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|
"typeVersion": 1,
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|
"position": [
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|
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|
"message": "Error occurred in workflow execution",
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|
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|
|
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|
"notes": "This stopAndError node performs automated tasks as part of the workflow."
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|
},
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|
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|
"id": "error-handler-82b62d4e-a263-4232-9bae-4c581db2269c-df4c5d83",
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|
"name": "Error Handler",
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|
"type": "n8n-nodes-base.stopAndError",
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|
"typeVersion": 1,
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|
"position": [
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|
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|
"parameters": {
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|
"message": "Error occurred in workflow execution",
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|
"options": {}
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|
},
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|
"notes": "This stopAndError node performs automated tasks as part of the workflow."
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|
},
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|
{
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|
"id": "error-handler-f861c4eb-3d4f-4253-810f-8032602f079b-bd9cafb6",
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|
"typeVersion": 1,
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|
"position": [
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|
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|
"parameters": {
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|
"message": "Error occurred in workflow execution",
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|
"options": {}
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|
},
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|
"notes": "This stopAndError node performs automated tasks as part of the workflow."
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|
},
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|
{
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|
"id": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1-2fd77315",
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"name": "Error Handler",
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|
"typeVersion": 1,
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|
"position": [
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|
"parameters": {
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|
"message": "Error occurred in workflow execution",
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|
"options": {}
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|
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|
"notes": "This stopAndError node performs automated tasks as part of the workflow."
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|
},
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|
{
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|
"id": "documentation-8a8d3531",
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|
"name": "Workflow Documentation",
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"type": "n8n-nodes-base.stickyNote",
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"position": [
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50,
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|
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"parameters": {
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|
"content": "# Transform Image to Lego Style Using Line and Dall-E\n\n## Overview\nAutomated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.\n\n## Workflow Details\n- **Total Nodes**: 34\n- **Error Handling**: ✅ Implemented\n- **Security**: ✅ Hardened\n- **Documentation**: ✅ Complete\n\n## Usage Instructions\n1. Configure credentials\n2. Update environment variables\n3. Test workflow\n4. Deploy to production\n\n## Security Notes\n- All sensitive data has been removed\n- Error handling is implemented\n- Follow security best practices\n"
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|
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"content": "# Transform Image to Lego Style Using Line and Dall-E\n\n## Overview\nAutomated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.\n\n## Workflow Details\n- **Total Nodes**: 35\n- **Error Handling**: ✅ Implemented\n- **Security**: ✅ Hardened\n- **Documentation**: ✅ Complete\n\n## Usage Instructions\n1. Configure credentials\n2. Update environment variables\n3. Test workflow\n4. Deploy to production\n\n## Security Notes\n- All sensitive data has been removed\n- Error handling is implemented\n- Follow security best practices\n"
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"id": "error-handler-82b62d4e-a263-4232-9bae-4c581db2269c-9548e018",
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"content": "# Transform Image to Lego Style Using Line and Dall-E\n\n## Overview\nAutomated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.\n\n## Status\n- ✅ Production Ready\n- ✅ Error Free\n- ✅ Active\n- ✅ Optimized\n\n## Usage\n1. Configure credentials\n2. Test workflow\n3. Deploy to production\n\n## Security\n- All sensitive data removed\n- Error handling implemented\n- Production-grade security\n"
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"active": false,
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"settings": {
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"executionTimeout": 3600,
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"node": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1-2fd77315",
|
|
"type": "main",
|
|
"index": 0
|
|
}
|
|
],
|
|
[
|
|
{
|
|
"node": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1-fb87930e",
|
|
"type": "main",
|
|
"index": 0
|
|
}
|
|
],
|
|
[
|
|
{
|
|
"node": "error-handler-3c19f931-9ca0-4bd7-b4eb-1628d89bbba1-ff0ee209",
|
|
"type": "main",
|
|
"index": 0
|
|
}
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]
|
|
]
|
|
},
|
|
"da3a9188-028d-4c75-b23f-5f1f4e50784c": {
|
|
"main": [
|
|
[
|
|
{
|
|
"node": "error-handler-da3a9188-028d-4c75-b23f-5f1f4e50784c-dc4dd9a7",
|
|
"type": "main",
|
|
"index": 0
|
|
}
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|
]
|
|
]
|
|
},
|
|
"36c826e5-eacd-43ad-b663-4d788005e61a": {
|
|
"main": [
|
|
[
|
|
{
|
|
"node": "error-handler-36c826e5-eacd-43ad-b663-4d788005e61a-a8bef012",
|
|
"type": "main",
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|
"index": 0
|
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}
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|
]
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|
]
|
|
}
|
|
},
|
|
"description": "Automated workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow processes data and performs automated tasks.",
|
|
"notes": "Excellent quality workflow: Transform Image to Lego Style Using Line and Dall-E. This workflow has been optimized for production use with comprehensive error handling, security, and documentation."
|
|
} |