{"workflow":{"id":13794,"name":"Convert Make.com blueprints to workflows with Azure OpenAI and Google Sheets","views":81,"recentViews":1,"totalViews":81,"createdAt":"2026-03-02T06:42:34.423Z","description":"## 📘 Description\n This workflow converts a Make.com blueprint JSON into a directly importable n8n workflow JSON. It searches a Google Drive folder for the target blueprint file, downloads it, extracts the JSON, and sends it to an Azure OpenAI (gpt-4o-mini) agent that maps Make modules to n8n nodes and connections. Two cleanup code steps then normalize IF conditions and fix connection structure so the output imports cleanly. The final converted workflow JSON is stored in Google Sheets for review and reuse.\n\n## ⚙️ Step-by-Step Flow\n- When clicking ‘Execute workflow’ (Manual Trigger)\n-  Starts the pipeline manually for controlled testing and repeatable runs.\n- Search Files and Folders (Google Drive)\n-  Lists files/folders from the connected Drive scope.\n- Filter Target Blueprint (IF)\n-  Keeps only files whose name contains \"blueprint\" to prevent converting the wrong file.\n- Download Blueprint File (Google Drive)\n-  Downloads the selected blueprint file as binary.\n- Extract JSON from File (Extract From File)\n-  Parses the downloaded file into a JSON object ($json.data) ready for AI conversion.\n- Convert Blueprint with AI Agent (LangChain Agent + Azure OpenAI)\n-  Converts Make blueprint JSON → n8n workflow export JSON using strict rules:\n- Valid n8n nodes with required fields\n- Connections keyed by node names (not IDs)\n- IF node condition schema corrected for n8n\n- Left-to-right positions and end-to-end connectivity\n- Normalize Connections and Conditions (Code)\n-  Hard-fixes common AI mistakes:\n- Converts boolean conditions → string conditions for IF nodes\n- Rebuilds connections using node names\n- Ensures connections[from].main is correctly structured (2D arrays for branches)\n- Strip Make Fields and Finalize (Code)\n-  Removes import-breaking fields:\n- Deletes Make-only parameters (__IMTCONN__)\n- Drops unstable fields like typeVersion to reduce version mismatch issues\n- Removes root active/settings/versionId fields (keeps output minimal and import-safe)\n- Save Converted Workflow to Sheet (Google Sheets)\n-  Appends the converted JSON output into a sheet column (json) for storage and reuse.\n- \n## 🧩 Prerequisites\n• Google Drive OAuth2 credential (folder access)\n• Google Sheets OAuth2 credential (write access to target sheet)\n• Azure OpenAI credential with gpt-4o-mini deployment active\n• Blueprint file naming convention includes \"blueprint\" (or update the IF filter)\n\n## 💡 Key Benefits\n ✔ Converts Make blueprints into importable n8n workflows with minimal manual edits\n ✔ Normalizes connections and IF logic (highest failure points in imports)\n ✔ Stores results in Sheets as a conversion log + library\n ✔ Manual trigger keeps runs deterministic during testing\n\n## 👥 Perfect For\n\n- Teams migrating automation libraries from Make.com to n8n\n-  Agencies converting client blueprints into reusable n8n templates\n-  Building an internal “blueprint → n8n” conversion pipeline with audit history\n","workflow":{"id":"DpGGOD1h7fXRgFN8","meta":{"instanceId":"8443f10082278c46aa5cf3acf8ff0f70061a2c58bce76efac814b16290845177","templateCredsSetupCompleted":true},"name":"AI-Powered Make.com to n8n Workflow Migration Engine","tags":[],"nodes":[{"id":"31d6969a-9e52-4fd9-8c90-525820db4fd6","name":"When clicking ‘Execute workflow’","type":"n8n-nodes-base.manualTrigger","position":[-1600,1344],"parameters":{},"typeVersion":1},{"id":"cbbf343a-1abf-4d8a-8143-0d8081b8450e","name":"Overview","type":"n8n-nodes-base.stickyNote","position":[-2336,624],"parameters":{"width":572,"height":492,"content":"## 🔄 Make.com to n8n Workflow Converter\n\n### How it works\nThis workflow automates the conversion of Make.com blueprint JSON files into fully importable n8n workflow exports. It scans a Google Drive folder for a specific blueprint file, downloads and parses it, then sends it to an AI agent that intelligently maps Make.com modules to their n8n equivalents. The cleaned output is saved to a Google Sheet for review and reuse.\n\n### Setup steps\n1. **Connect credentials** — Add your Google Drive OAuth2, Google Sheets OAuth2, and Azure OpenAI API credentials in n8n's credential manager.\n2. **Point to your Drive folder** — In the *Search Files and Folders* node, configure the folder or drive you want to scan for blueprint files.\n3. **Update the file filter** — In the *Filter Target Blueprint* node, update the filename string to match your Make.com export file.\n4. **Set your output Sheet** — In the *Save Converted Workflow* node, update the Google Spreadsheet ID and sheet name to your own.\n5. **Test run** — Click *Execute Workflow* manually to verify the full pipeline end-to-end before automating."},"typeVersion":1},{"id":"9dcb06a2-3568-4d84-8ed9-949a75f6e1f9","name":"Trigger & File Discovery Section","type":"n8n-nodes-base.stickyNote","position":[-1648,1136],"parameters":{"color":7,"width":636,"height":408,"content":"## 📁 Trigger & File Discovery\nStarts on manual execution, scans Google Drive for available files, and filters down to the specific Make.com blueprint you want to convert. Only matching files proceed to download."},"typeVersion":1},{"id":"b3741feb-c80a-4c42-b9e6-be894c1b6544","name":"Download & Parse Section","type":"n8n-nodes-base.stickyNote","position":[-928,1104],"parameters":{"color":7,"width":412,"height":404,"content":"## 📥 Download & Parse Blueprint\nDownloads the matched blueprint file from Google Drive and extracts its JSON content so it can be passed into the AI conversion agent."},"typeVersion":1},{"id":"7f887825-a2b6-4c0d-80b2-87fff9529fce","name":"AI Conversion Section","type":"n8n-nodes-base.stickyNote","position":[-480,1040],"parameters":{"color":7,"width":644,"height":680,"content":"## 🤖 AI Conversion Agent\nThe Azure OpenAI-powered agent receives the Make.com JSON and converts it into a valid n8n workflow structure — mapping modules, connections, and node types according to strict n8n schema rules."},"typeVersion":1},{"id":"de7b1f47-32b5-48b7-bc4a-c1e28d4cab71","name":"Cleanup & Transform Section","type":"n8n-nodes-base.stickyNote","position":[240,1104],"parameters":{"color":7,"width":444,"height":456,"content":"## 🛠️ Workflow Cleanup & Transform\nTwo code nodes clean up and normalize the AI output — fixing IF node conditions, resolving ID-to-name mappings in connections, stripping Make-specific fields, and ensuring the JSON is directly importable into n8n without edits."},"typeVersion":1},{"id":"b0a757a6-2017-4611-a223-a178a294c48c","name":"Credentials & Security","type":"n8n-nodes-base.stickyNote","position":[736,1360],"parameters":{"color":3,"width":300,"height":192,"content":"## 🔐 Credentials & Security\nUse OAuth2 for Google Drive and Google Sheets. Use a scoped Azure OpenAI deployment key. Avoid hardcoding credentials — always use n8n's built-in credential manager."},"typeVersion":1},{"id":"7454bcd7-a743-4d6f-8522-9164e2cb9436","name":"Convert Blueprint with AI Agent","type":"@n8n/n8n-nodes-langchain.agent","onError":"continueErrorOutput","position":[-400,1328],"parameters":{"text":"=={{ JSON.stringify($json.data) }}","options":{"systemMessage":"You are a senior n8n core workflow architect and JSON schema expert.\n\nYour task:\nConvert the provided Make.com blueprint JSON into a fully valid, directly importable n8n workflow export JSON.\n\nCRITICAL OUTPUT RULES:\n- Output ONLY raw JSON.\n- No markdown.\n- No explanations.\n- No comments.\n- No surrounding text.\n- Do NOT wrap the JSON inside \"output\".\n- Do NOT stringify the JSON.\n- Return a JSON object, not a string.\n- If anything other than pure JSON is returned, the answer is invalid.\n\nREQUIRED FINAL STRUCTURE:\n{\n  \"name\": \"string\",\n  \"nodes\": [],\n  \"connections\": {},\n  \"active\": false,\n  \"settings\": {},\n  \"versionId\": \"1\"\n}\n\nSTRICT NODE RULES:\nEach node MUST include:\n- id (string)\n- name (string)\n- type (valid n8n node type)\n- typeVersion (number)\n- position ([x, y])\n- parameters (object)\n\nSTRICT CONNECTION RULES:\n- The connections object MUST use NODE NAMES as keys.\n- NEVER use node IDs as connection keys.\n- Each connection MUST include:\n  {\n    \"node\": \"Target Node Name\",\n    \"type\": \"main\",\n    \"index\": 0\n  }\n- The \"type\" field inside connections MUST always be \"main\".\n- NEVER use \"start\", \"then\", \"else\", \"true\", or \"false\".\n- Branching is defined by array position:\n  - main[0] = true branch\n  - main[1] = false branch\n\nIF NODE RULES:\n- When comparing text, use:\n  \"conditions\": {\n    \"string\": [\n      {\n        \"value1\": \"={{$json[\\\"FieldName\\\"]}}\",\n        \"operation\": \"equal\",\n        \"value2\": \"SomeValue\"\n      }\n    ]\n  }\n- NEVER use \"boolean\" for text comparisons.\n- NEVER use \"property\" format.\n\nEXPRESSION RULES:\n- Always use valid n8n expressions:\n  ={{$json[\"FieldName\"]}}\n- Field names must match spreadsheet headers when possible.\n- Do NOT escape expressions incorrectly.\n\nMODULE MAPPING RULES:\n- google-sheets:watchRows → n8n-nodes-base.googleSheetsTrigger\n- builtin:BasicRouter → n8n-nodes-base.if\n- microsoft-email:createAndSendAMessage → n8n-nodes-base.microsoftOutlook\n\nGENERAL RULES:\n- Ensure every node is connected end-to-end.\n- No orphan nodes.\n- Positions should flow left to right (0,0 → 300,0 → 600,0).\n- Make reasonable assumptions if information is missing.\n- The result must import into n8n without modification.\n\nIf the output violates any of these constraints, it is invalid.\nReturn JSON only."},"promptType":"define"},"typeVersion":3},{"id":"50f69122-4944-45ea-9dc0-d717a3ee5957","name":"Normalize Connections and Conditions","type":"n8n-nodes-base.code","position":[48,1312],"parameters":{"jsCode":"let workflow = $json;\n\n// If AI wrapped JSON as string inside \"output\"\nif (workflow.output && typeof workflow.output === \"string\") {\n  workflow = JSON.parse(workflow.output);\n}\n\n// Ensure required root fields\nworkflow.active = workflow.active ?? false;\nworkflow.settings = workflow.settings ?? {};\nworkflow.versionId = workflow.versionId ?? \"1\";\n\n// Build ID → Name map\nconst idToName = {};\nworkflow.nodes.forEach(n => {\n  idToName[n.id] = n.name;\n});\n\n// --- FIX IF CONDITIONS ---\nworkflow.nodes.forEach(node => {\n  if (node.type === \"n8n-nodes-base.if\" && node.parameters?.conditions) {\n    const cond = node.parameters.conditions;\n\n    // Convert boolean → string automatically\n    if (cond.boolean) {\n      cond.string = cond.boolean;\n      delete cond.boolean;\n    }\n\n    // Force correct structure\n    if (cond.string && Array.isArray(cond.string)) {\n      cond.string = cond.string.map(c => ({\n        value1: c.value1 || c.property || \"\",\n        operation: c.operation || \"equal\",\n        value2: c.value2 || \"\"\n      }));\n    }\n  }\n});\n\n// --- FIX CONNECTIONS ---\nconst newConnections = {};\n\nObject.keys(workflow.connections || {}).forEach(key => {\n  const fromName = idToName[key] || key;\n  const originalMain = workflow.connections[key].main || [];\n\n  newConnections[fromName] = { main: [] };\n\n  // Force 2D structure\n  const branches = Array.isArray(originalMain[0])\n    ? originalMain\n    : originalMain.map(b => [b]);\n\n  branches.forEach((branch, branchIndex) => {\n    newConnections[fromName].main[branchIndex] = [];\n\n    branch.forEach(conn => {\n      newConnections[fromName].main[branchIndex].push({\n        node: idToName[conn.node] || conn.node,\n        type: \"main\",\n        index: 0\n      });\n    });\n  });\n});\n\nworkflow.connections = newConnections;\n\nreturn [{ json: workflow }];"},"typeVersion":2},{"id":"0a3ee706-502d-4706-9fba-74bad38d512d","name":"Strip Make Fields and Finalize","type":"n8n-nodes-base.code","position":[304,1312],"parameters":{"jsCode":"let workflow = $json;\n\n// If wrapped inside array\nif (Array.isArray(workflow)) {\n  workflow = workflow[0];\n}\n\n// If wrapped inside \"output\" string\nif (workflow.output && typeof workflow.output === \"string\") {\n  workflow = JSON.parse(workflow.output);\n}\n\n// Remove Make-specific fields and unstable fields\nworkflow.nodes.forEach(node => {\n  if (node.parameters && node.parameters.__IMTCONN__) {\n    delete node.parameters.__IMTCONN__;\n  }\n\n  // Remove typeVersion to avoid version mismatch errors\n  if (node.typeVersion) {\n    delete node.typeVersion;\n  }\n});\n\n// Remove optional fields that can cause import mismatch\ndelete workflow.active;\ndelete workflow.settings;\ndelete workflow.versionId;\n\n// Ensure connections exist\nworkflow.connections = workflow.connections || {};\n\n// Return CLEAN object (not array)\nreturn [\n  {\n    json: workflow\n  }\n];"},"typeVersion":2},{"id":"8cda5546-0a9a-4ce5-8b3b-dd0485c567f1","name":"Azure OpenAI Chat Model","type":"@n8n/n8n-nodes-langchain.lmChatAzureOpenAi","position":[-416,1536],"parameters":{"model":"gpt-4o-mini","options":{}},"credentials":{"azureOpenAiApi":{"id":"C3WzT18XqF8OdVM6","name":"Azure Open AI account"}},"typeVersion":1},{"id":"85a9abe1-3fc0-4892-ae3d-90722b57aa95","name":"Search Files and Folders","type":"n8n-nodes-base.googleDrive","position":[-1344,1344],"parameters":{"filter":{},"options":{},"resource":"fileFolder"},"credentials":{"googleDriveOAuth2Api":{"id":"E7nEqUL27GUx1xHa","name":"Techdome Account"}},"typeVersion":3},{"id":"4a5f3f6b-feba-4d4a-8dc0-f4b6c25738d8","name":"Download Blueprint File","type":"n8n-nodes-base.googleDrive","position":[-864,1328],"parameters":{"fileId":{"__rl":true,"mode":"id","value":"={{ $json.id }}"},"options":{},"operation":"download"},"credentials":{"googleDriveOAuth2Api":{"id":"E7nEqUL27GUx1xHa","name":"Techdome Account"}},"typeVersion":3},{"id":"a0ab9b33-f64c-49cd-bb08-d13cd983d42b","name":"Filter Target Blueprint","type":"n8n-nodes-base.if","position":[-1136,1344],"parameters":{"options":{},"conditions":{"options":{"version":3,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"0f26f1d2-cd56-4e4c-8caa-2282db3346b8","operator":{"type":"string","operation":"contains"},"leftValue":"={{ $json.name }}","rightValue":"blueprint"}]}},"typeVersion":2.3},{"id":"d7e542c8-78ee-4621-be11-73ae6378473b","name":"Extract JSON from File","type":"n8n-nodes-base.extractFromFile","position":[-656,1328],"parameters":{"options":{},"operation":"fromJson"},"typeVersion":1.1},{"id":"e99a1898-8f72-4ced-803d-7eb4b04ba94b","name":"Save Converted Workflow to Sheet","type":"n8n-nodes-base.googleSheets","position":[512,1312],"parameters":{"columns":{"value":{"json":"={{ $('Convert Blueprint with AI Agent').item.json.output }}"},"schema":[{"id":"json","type":"string","display":true,"removed":false,"required":false,"displayName":"json","defaultMatch":false,"canBeUsedToMatch":true}],"mappingMode":"defineBelow","matchingColumns":["json"],"attemptToConvertTypes":false,"convertFieldsToString":false},"options":{},"operation":"append","sheetName":{"__rl":true,"mode":"list","value":"json","cachedResultName":"json"},"documentId":{"__rl":true,"mode":"list","value":"YOUR_SPREADSHEET_ID_HERE","cachedResultUrl":"https://docs.google.com/spreadsheets/d/YOUR_SPREADSHEET_ID_HERE/edit","cachedResultName":"sample_leads_50"}},"credentials":{"googleSheetsOAuth2Api":{"id":"kpPEOLCGn963qpoh","name":"automations@techdome.ai"}},"typeVersion":4.7}],"active":false,"pinData":{},"settings":{"executionOrder":"v1"},"versionId":"261187ba-3882-4808-869c-78fcd1aa2abf","connections":{"Extract JSON from File":{"main":[[{"node":"Convert Blueprint with AI Agent","type":"main","index":0}]]},"Azure OpenAI Chat Model":{"ai_languageModel":[[{"node":"Convert Blueprint with AI Agent","type":"ai_languageModel","index":0}]]},"Download Blueprint File":{"main":[[{"node":"Extract JSON from File","type":"main","index":0}]]},"Filter Target Blueprint":{"main":[[{"node":"Download Blueprint File","type":"main","index":0}]]},"Search Files and Folders":{"main":[[{"node":"Filter Target Blueprint","type":"main","index":0}]]},"Strip Make Fields and Finalize":{"main":[[{"node":"Save Converted Workflow to Sheet","type":"main","index":0}]]},"Convert Blueprint with AI Agent":{"main":[[{"node":"Normalize Connections and Conditions","type":"main","index":0}]]},"Normalize Connections and Conditions":{"main":[[{"node":"Strip Make Fields and Finalize","type":"main","index":0}]]},"When clicking ‘Execute workflow’":{"main":[[{"node":"Search Files and 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