Badr This workflow corresponds to n8n.io template #3342 — we link there as the canonical source.
This workflow follows the Chainllm → Gmail recipe pattern — see all workflows that pair these two integrations.
The workflow JSON
Copy or download the full n8n JSON below. Paste it into a new n8n workflow, add your credentials, activate. Full import guide →
{
"nodes": [
{
"id": "f6a98207-f368-4289-813e-6ee4360a0955",
"name": "Extract URLs from Google Search",
"type": "n8n-nodes-base.code",
"position": [
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260
],
"parameters": {},
"typeVersion": 2
},
{
"id": "4d7629fc-eb31-4bd4-a42b-ef859114acf1",
"name": "Remove Duplicate URLs",
"type": "n8n-nodes-base.removeDuplicates",
"onError": "continueErrorOutput",
"position": [
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],
"parameters": {},
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},
{
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"name": "Remove Duplicate Emails",
"type": "n8n-nodes-base.removeDuplicates",
"onError": "continueErrorOutput",
"position": [
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],
"parameters": {},
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},
{
"id": "6d39ba82-e656-4caa-82bb-fb3b30e8c882",
"name": "Split Emails into Items",
"type": "n8n-nodes-base.splitOut",
"onError": "continueRegularOutput",
"position": [
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940
],
"parameters": {},
"typeVersion": 1,
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},
{
"id": "1607d14f-1403-4676-ad74-02dfe15efb93",
"name": "Aggregate Email Lists",
"type": "n8n-nodes-base.aggregate",
"onError": "continueErrorOutput",
"position": [
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],
"parameters": {},
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},
{
"id": "02bfd700-f1c3-4e3a-8357-24ec0b6c2ccb",
"name": "Search Google Maps",
"type": "n8n-nodes-base.httpRequest",
"position": [
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260
],
"parameters": {},
"typeVersion": 4.2
},
{
"id": "ab76c18c-d35c-42b6-ae69-e40fb7cef57f",
"name": "Filter Out Google/Schema URLs",
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"onError": "continueRegularOutput",
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},
{
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"name": "Loop Through Unique URLs",
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"onError": "continueRegularOutput",
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"parameters": {},
"typeVersion": 3,
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},
{
"id": "b000cb31-03ed-49fb-9ab4-ff745e8044a0",
"name": "Fetch Website Content (via URL)",
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{
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"name": "Loop Through Website Content Batches",
"type": "n8n-nodes-base.splitInBatches",
"onError": "continueRegularOutput",
"position": [
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"parameters": {},
"executeOnce": false,
"typeVersion": 3,
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},
{
"id": "6f5e1f79-89d2-4eda-b0d7-1246c1a8308d",
"name": "Extract and Filter Emails",
"type": "n8n-nodes-base.code",
"onError": "continueRegularOutput",
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],
"parameters": {},
"typeVersion": 2,
"alwaysOutputData": true
},
{
"id": "57225174-929a-4a96-a849-8759aed631ac",
"name": "Loop Through Search Queries",
"type": "n8n-nodes-base.splitInBatches",
"position": [
260,
240
],
"parameters": {},
"typeVersion": 3
},
{
"id": "ef116f8c-4803-4754-81d7-379ef36ccc9a",
"name": "Wait Before Google Search",
"type": "n8n-nodes-base.wait",
"position": [
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],
"parameters": {},
"typeVersion": 1.1
},
{
"id": "59b1bb9d-b697-4c6d-a6e9-f678a7ae4fad",
"name": "Process AI-Generated Queries",
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"parameters": {},
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"alwaysOutputData": true
},
{
"id": "03c374ee-b7c8-4477-8c67-579b01636a7f",
"name": "Generate Google Maps Queries (OpenAI)",
"type": "@n8n/n8n-nodes-langchain.openAi",
"position": [
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240
],
"parameters": {},
"executeOnce": false,
"typeVersion": 1.4,
"alwaysOutputData": true
},
{
"id": "bfbf6faf-df5d-476e-a356-3161a4a112af",
"name": "Extract Domain from Email",
"type": "n8n-nodes-base.code",
"position": [
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1840
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"parameters": {},
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},
{
"id": "a90d56ab-7b87-4446-b9a0-658dc74fe3b3",
"name": "Loop Through Unique Emails",
"type": "n8n-nodes-base.splitInBatches",
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"parameters": {},
"typeVersion": 3
},
{
"id": "b4d069bf-6ad1-4ff8-823f-b5d8d8bda9a3",
"name": "Scrape Website Content (Jina.ai)",
"type": "n8n-nodes-base.httpRequest",
"onError": "continueRegularOutput",
"position": [
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1840
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"parameters": {},
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{
"id": "3ebd8474-5b4e-49a3-93b4-0698fbf0fa03",
"name": "Check for Scraping Error",
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{
"id": "eedcf1b9-ab74-431b-9564-28a8342006a2",
"name": "Truncate Website Content",
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],
"parameters": {},
"typeVersion": 2,
"alwaysOutputData": true
},
{
"id": "8105f0e9-439a-441c-a03d-755c8059aa20",
"name": "Check if URL Exists",
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},
{
"id": "aaddce95-8cd8-4c2c-85ba-e4d801b62bd3",
"name": "Send Email via Gmail",
"type": "n8n-nodes-base.gmail",
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},
{
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{
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{
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"name": "Sticky Note: Scraping Section",
"type": "n8n-nodes-base.stickyNote",
"position": [
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"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "c123db2e-7617-4ffc-89db-718d3efe1571",
"name": "Sticky Note: Email Extraction Section",
"type": "n8n-nodes-base.stickyNote",
"position": [
0,
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],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "187ffe11-3b48-414f-8cd0-5539616eee9d",
"name": "Sticky Note: Personalization & Sending Section",
"type": "n8n-nodes-base.stickyNote",
"position": [
-20,
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],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "24eaddb6-c9aa-408f-a312-0150d2cfd1dd",
"name": "Generate Personalized Email (LLM Chain)",
"type": "@n8n/n8n-nodes-langchain.chainLlm",
"position": [
2180,
1880
],
"parameters": {},
"typeVersion": 1.5
},
{
"id": "4042ea25-a820-4396-95f9-7f02cae68a57",
"name": "Parse AI Email Output (JSON)",
"type": "@n8n/n8n-nodes-langchain.outputParserStructured",
"position": [
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2120
],
"parameters": {},
"typeVersion": 1.2
},
{
"id": "20e642e4-46fc-4741-acae-0faed9dee8df",
"name": "NoOp (If URL Invalid)",
"type": "n8n-nodes-base.noOp",
"position": [
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],
"parameters": {},
"typeVersion": 1
},
{
"id": "ec77840b-93ff-4da7-97cb-b6662ea3cea1",
"name": "MANUAL TRIGGER: Start Workflow",
"type": "n8n-nodes-base.manualTrigger",
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],
"parameters": {},
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},
{
"id": "9bd66b20-f61d-451b-92ef-d15937de4efa",
"name": "Sticky Note: CONFIGURATION",
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},
{
"id": "80366ada-46d8-4083-b964-f5b63ba57cf9",
"name": "Configure OpenAI Chat Model (GPT-4o-mini)",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
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"parameters": {},
"typeVersion": 1.2
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{
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"name": "Sticky Note: Workflow Description",
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],
"parameters": {
"content": ""
},
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}
],
"connections": {
"Search Google Maps": {
"main": [
[
{
"node": "Extract URLs from Google Search",
"type": "main",
"index": 0
}
]
]
},
"Check if URL Exists": {
"main": [
[
{
"node": "Remove Duplicate URLs",
"type": "main",
"index": 0
}
],
[
{
"node": "NoOp (If URL Invalid)",
"type": "main",
"index": 0
}
]
]
},
"Wait Between Emails": {
"main": [
[
{
"node": "Loop Through Unique Emails",
"type": "main",
"index": 0
}
]
]
},
"Send Email via Gmail": {
"main": [
[
{
"node": "Generate Random Delay",
"type": "main",
"index": 0
}
]
]
},
"Aggregate Email Lists": {
"main": [
[
{
"node": "Split Emails into Items",
"type": "main",
"index": 0
}
]
]
},
"Generate Random Delay": {
"main": [
[
{
"node": "Wait Between Emails",
"type": "main",
"index": 0
}
]
]
},
"Remove Duplicate URLs": {
"main": [
[
{
"node": "Loop Through Unique URLs",
"type": "main",
"index": 0
}
]
]
},
"Remove Duplicate Emails": {
"main": [
[
{
"node": "Loop Through Unique Emails",
"type": "main",
"index": 0
}
]
]
},
"Split Emails into Items": {
"main": [
[
{
"node": "Remove Duplicate Emails",
"type": "main",
"index": 0
}
]
]
},
"Check for Scraping Error": {
"main": [
[
{
"node": "Loop Through Unique Emails",
"type": "main",
"index": 0
}
],
[
{
"node": "Truncate Website Content",
"type": "main",
"index": 0
}
]
]
},
"Loop Through Unique URLs": {
"main": [
[
{
"node": "Loop Through Website Content Batches",
"type": "main",
"index": 0
}
],
[
{
"node": "Fetch Website Content (via URL)",
"type": "main",
"index": 0
}
]
]
},
"Truncate Website Content": {
"main": [
[
{
"node": "Generate Personalized Email (LLM Chain)",
"type": "main",
"index": 0
}
]
]
},
"Extract Domain from Email": {
"main": [
[
{
"node": "Scrape Website Content (Jina.ai)",
"type": "main",
"index": 0
}
]
]
},
"Extract and Filter Emails": {
"main": [
[
{
"node": "Loop Through Website Content Batches",
"type": "main",
"index": 0
}
]
]
},
"Wait Before Google Search": {
"main": [
[
{
"node": "Search Google Maps",
"type": "main",
"index": 0
}
]
]
},
"Loop Through Unique Emails": {
"main": [
[
{
"node": "Loop Through Search Queries",
"type": "main",
"index": 0
}
],
[
{
"node": "Extract Domain from Email",
"type": "main",
"index": 0
}
]
]
},
"Loop Through Search Queries": {
"main": [
[],
[
{
"node": "Wait Before Google Search",
"type": "main",
"index": 0
}
]
]
},
"Parse AI Email Output (JSON)": {
"ai_outputParser": [
[
{
"node": "Generate Personalized Email (LLM Chain)",
"type": "ai_outputParser",
"index": 0
}
]
]
},
"Process AI-Generated Queries": {
"main": [
[
{
"node": "Loop Through Search Queries",
"type": "main",
"index": 0
}
]
]
},
"Filter Out Google/Schema URLs": {
"main": [
[
{
"node": "Check if URL Exists",
"type": "main",
"index": 0
}
]
]
},
"MANUAL TRIGGER: Start Workflow": {
"main": [
[
{
"node": "Generate Google Maps Queries (OpenAI)",
"type": "main",
"index": 0
}
]
]
},
"Extract URLs from Google Search": {
"main": [
[
{
"node": "Filter Out Google/Schema URLs",
"type": "main",
"index": 0
}
]
]
},
"Fetch Website Content (via URL)": {
"main": [
[
{
"node": "Loop Through Unique URLs",
"type": "main",
"index": 0
}
]
]
},
"Scrape Website Content (Jina.ai)": {
"main": [
[
{
"node": "Check for Scraping Error",
"type": "main",
"index": 0
}
]
]
},
"Loop Through Website Content Batches": {
"main": [
[
{
"node": "Aggregate Email Lists",
"type": "main",
"index": 0
}
],
[
{
"node": "Extract and Filter Emails",
"type": "main",
"index": 0
}
]
]
},
"Generate Google Maps Queries (OpenAI)": {
"main": [
[
{
"node": "Process AI-Generated Queries",
"type": "main",
"index": 0
}
]
]
},
"Generate Personalized Email (LLM Chain)": {
"main": [
[
{
"node": "Send Email via Gmail",
"type": "main",
"index": 0
}
]
]
},
"Configure OpenAI Chat Model (GPT-4o-mini)": {
"ai_languageModel": [
[
{
"node": "Generate Personalized Email (LLM Chain)",
"type": "ai_languageModel",
"index": 0
}
]
]
}
}
}
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About this workflow
Tired of manually finding leads, collecting emails, and sending messages that get ignored? Let AI do the heavy lifting.
Source: https://n8n.io/workflows/3342/ — original creator credit. Request a take-down →
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