Yaron Been This workflow corresponds to n8n.io template #5944 — we link there as the canonical source.
This workflow follows the Agent → Google Sheets 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 →
{
"id": "Nc381f2WfFyzrJvl",
"meta": {
"templateCredsSetupCompleted": true
},
"name": "1. Scrape Stack Overflow for Leads",
"tags": [],
"nodes": [
{
"id": "02eb1076-060e-484d-84c4-fe2dcb3ed706",
"name": "OpenAI Chat Model",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
260,
320
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": {}
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.2
},
{
"id": "a8c0862a-6b53-414b-ac82-ccabefad2345",
"name": "Start Scraping",
"type": "n8n-nodes-base.manualTrigger",
"position": [
-200,
0
],
"parameters": {},
"typeVersion": 1
},
{
"id": "f54199e8-8fa1-4ffa-b442-3700755d4a0a",
"name": "Input Setup",
"type": "n8n-nodes-base.set",
"position": [
20,
0
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "c1e742bf-8bd2-4d18-9a51-dac7cfaa51fd",
"name": "url",
"type": "string",
"value": "https://stackoverflow.com/users"
},
{
"id": "107ffa9d-231b-4991-b362-415ec08505b7",
"name": "format",
"type": "string",
"value": "scrape_as_markdown"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "1894bff8-13de-4fba-93ed-f021407d4e13",
"name": "AI Agent: Generate Scraper Instructions",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
440,
0
],
"parameters": {
"text": "=Scrape all users data as per the provided URL: {{ $json.url }}",
"options": {},
"promptType": "define",
"hasOutputParser": true
},
"typeVersion": 2
},
{
"id": "0f166f7a-e7ac-4d14-8171-7c1c36f18680",
"name": "MCP Client to Scrape as HTML",
"type": "n8n-nodes-mcp.mcpClientTool",
"position": [
620,
320
],
"parameters": {
"toolName": "scrape_as_html",
"operation": "executeTool",
"toolParameters": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Tool_Parameters', ``, 'json') }}",
"descriptionType": "manual",
"toolDescription": "Scrape a single webpage URL with advanced options for content extraction and get back the results in html"
},
"credentials": {
"mcpClientApi": {
"name": "<your credential>"
}
},
"typeVersion": 1
},
{
"id": "195a2e71-91c7-4947-ab5a-26e4e7b9e3d6",
"name": "Conversation Memory",
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"position": [
460,
320
],
"parameters": {
"sessionKey": "=Perform the web scraping for the below URL {{ $json.url }}",
"sessionIdType": "customKey"
},
"typeVersion": 1.3
},
{
"id": "c425d7fc-2207-4df6-8833-76265394f9b3",
"name": "Format Data for Google Sheets",
"type": "n8n-nodes-base.code",
"position": [
1020,
0
],
"parameters": {
"jsCode": "// Get the array of users from the incoming item\nconst forums = items[0].json.output.forums;\n\nconst results = forums.map(user => {\n return {\n json: {\n baseUrl: user.baseUrl,\n profileUrl: user.exampleProfile,\n name: user.selectors.name,\n location: user.selectors.location,\n reputation: user.selectors.reputation,\n tags: user.selectors.tags\n }\n };\n});\n\nreturn results;\n"
},
"typeVersion": 2
},
{
"id": "51380d2d-c833-4748-a9fb-376add68cc87",
"name": "Save Leads to Google Sheet",
"type": "n8n-nodes-base.googleSheets",
"position": [
1240,
0
],
"parameters": {
"columns": {
"value": {
"Name": "={{ $json.name }}",
"Tags": "={{ $json.tags }}",
"baseUrl": "={{ $json.baseUrl }}",
"Location": "={{ $json.location }}",
"Raputation": "={{ $json.reputation }}",
"Profile URL": "={{ $json.profileUrl }}"
},
"schema": [
{
"id": "baseUrl",
"type": "string",
"display": true,
"required": false,
"displayName": "baseUrl",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Profile URL",
"type": "string",
"display": true,
"required": false,
"displayName": "Profile URL",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Name",
"type": "string",
"display": true,
"required": false,
"displayName": "Name",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Location",
"type": "string",
"display": true,
"required": false,
"displayName": "Location",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Raputation",
"type": "string",
"display": true,
"required": false,
"displayName": "Raputation",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Tags",
"type": "string",
"display": true,
"required": false,
"displayName": "Tags",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [],
"attemptToConvertTypes": false,
"convertFieldsToString": false
},
"options": {},
"operation": "append",
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/121-9GYz9uIhC-cBQaJ2Rg26paivPVDAvTE9pwgZ7MCA/edit#gid=0",
"cachedResultName": "Sheet1"
},
"documentId": {
"__rl": true,
"mode": "list",
"value": "121-9GYz9uIhC-cBQaJ2Rg26paivPVDAvTE9pwgZ7MCA",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/121-9GYz9uIhC-cBQaJ2Rg26paivPVDAvTE9pwgZ7MCA/edit?usp=drivesdk",
"cachedResultName": "Stackoverflow users data"
}
},
"credentials": {
"googleSheetsOAuth2Api": {
"name": "<your credential>"
}
},
"typeVersion": 4.6
},
{
"id": "08fb0bc0-e489-4a6c-98b3-f95d838e353f",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
-220,
-1140
],
"parameters": {
"color": 6,
"width": 360,
"height": 1320,
"content": "## \ud83d\ude80 **Section 1: Trigger & Input Setup**\n\n> *\u201cStart the engine and define what we want.\u201d*\n\n### \ud83d\udd18 **Start Scraping**\n\n\ud83d\udccc **What it does**:\nThis is a **manual trigger node** \u2014 it means you click a button to start the automation whenever you're ready.\n\n\ud83d\udca1 **Why it's useful**:\nIt gives **you control**. You don\u2019t have to rely on a schedule or external webhook to run your bot.\n\n---\n\n### \u270f\ufe0f **Input Setup**\n\n\ud83d\udccc **What it does**:\nThis node allows you to **edit or define any optional fields** before running the scraper. For example, you could:\n\n* Choose which forum to target\n* Add filters like location or tags (optional)\n* Enter how many profiles to scrape\n\n\ud83d\udca1 **Why it's useful**:\nYou can **dynamically control** the scraper without touching the workflow logic.\n\n---\n\n"
},
"typeVersion": 1
},
{
"id": "24fa8529-56ac-473b-b8f6-280a6219d29e",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
380,
-1660
],
"parameters": {
"color": 3,
"width": 360,
"height": 1820,
"content": "## \ud83e\udd16 **Section 2: AI-Powered Scraping Brain**\n\n> *\u201cLet the AI handle the heavy lifting.\u201d*\n\n### \ud83e\udd16 **AI Agent: Generate Scraper Instructions**\n\n\ud83d\udccc **What it does**:\nThis is the **core automation brain**. It receives the input, uses your prompt and memory, and knows it should activate Bright Data to scrape user profiles from Stack Overflow.\n\n\ud83d\udca1 **Why it's useful**:\nInstead of coding every scraping rule manually, you let an **AI agent manage tools and instructions**.\n\n---\n\n#### \ud83d\udd17 **Connected Sub-Tools**:\n\n##### \ud83e\udde0 **Conversation Memory**\n\n\ud83e\uddca Saves context between steps so the agent \u201cremembers\u201d what the task is about.\n\n##### \ud83d\udd0c **Bright Data: StackOverflow Scraper (HTML)**\n\n\ud83d\udd78 Executes the **HTML scraping tool on Bright Data MCP**.\nIt grabs the page, processes the DOM, and scrapes user profile data.\n\n##### \ud83e\udde9 **Parse Scraped Profiles**\n\n\ud83d\udcd1 Uses a structured output parser to **convert the scraped HTML/markdown** into clean JSON data like:\n\n```json\n{\n \"name\": \"Jon Skeet\",\n \"location\": \"UK\",\n \"profileUrl\": \"...\",\n \"tags\": \"java, c#\",\n \"reputation\": \"320\"\n}\n```\n\n\ud83d\udca1 **Why it's useful**:\nYou don\u2019t need to manually extract data using selectors \u2014 the AI does it intelligently.\n\n---\n\n"
},
"typeVersion": 1
},
{
"id": "8e696519-51cf-42ea-9f1c-4b531e183696",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
960,
-1200
],
"parameters": {
"color": 5,
"width": 420,
"height": 1380,
"content": "## \ud83d\udcca **Section 3: Format & Save to Sheets**\n\n> *\u201cPolish and preserve your gold.\u201d*\n\n### \ud83e\uddfe **Format Data for Google Sheets**\n\n\ud83d\udccc **What it does**:\nThis `Code` node **cleans the scraped data**, picks only what you care about (name, location, reputation, etc.), and **outputs one item per user**.\n\n\ud83d\udca1 **Why it's useful**:\nIt makes sure your data is **structured and ready for Sheets**. Clean in = clean out.\n\n---\n\n### \ud83d\udcc4 **Save Leads to Google Sheet**\n\n\ud83d\udccc **What it does**:\nTakes each formatted item and **appends it to a connected Google Sheet**.\n\n\ud83d\udca1 **Why it's useful**:\nThis is your **automated storage system**. You can build a list of Stack Overflow leads, update CRMs, or just keep it for research.\n\n---\n"
},
"typeVersion": 1
},
{
"id": "7cf77dc6-7b55-400d-a7da-a85d906f8a99",
"name": "Sticky Note9",
"type": "n8n-nodes-base.stickyNote",
"position": [
-2120,
-1140
],
"parameters": {
"color": 4,
"width": 1300,
"height": 320,
"content": "=======================================\n WORKFLOW ASSISTANCE\n=======================================\nFor any questions or support, please contact:\n Yaron@nofluff.online\n\nExplore more tips and tutorials here:\n - YouTube: https://www.youtube.com/@YaronBeen/videos\n - LinkedIn: https://www.linkedin.com/in/yaronbeen/\n=======================================\n"
},
"typeVersion": 1
},
{
"id": "93f5ad00-0cd0-4e53-b0d5-eba652b3fb61",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
-2120,
-800
],
"parameters": {
"color": 4,
"width": 1289,
"height": 3018,
"content": "# \ud83e\udde0\u2728 **AI-Powered Stack Overflow Lead Scraper**\n\n### *Scrape, Parse, and Save Developer Profiles to Google Sheets Using Bright Data & n8n*\n\n---\n\n## \ud83d\ude80 **Section 1: Trigger & Input Setup**\n\n> *\u201cStart the engine and define what we want.\u201d*\n\n### \ud83d\udd18 **Start Scraping**\n\n\ud83d\udccc **What it does**:\nThis is a **manual trigger node** \u2014 it means you click a button to start the automation whenever you're ready.\n\n\ud83d\udca1 **Why it's useful**:\nIt gives **you control**. You don\u2019t have to rely on a schedule or external webhook to run your bot.\n\n---\n\n### \u270f\ufe0f **Input Setup**\n\n\ud83d\udccc **What it does**:\nThis node allows you to **edit or define any optional fields** before running the scraper. For example, you could:\n\n* Choose which forum to target\n* Add filters like location or tags (optional)\n* Enter how many profiles to scrape\n\n\ud83d\udca1 **Why it's useful**:\nYou can **dynamically control** the scraper without touching the workflow logic.\n\n---\n\n## \ud83e\udd16 **Section 2: AI-Powered Scraping Brain**\n\n> *\u201cLet the AI handle the heavy lifting.\u201d*\n\n### \ud83e\udd16 **AI Agent: Generate Scraper Instructions**\n\n\ud83d\udccc **What it does**:\nThis is the **core automation brain**. It receives the input, uses your prompt and memory, and knows it should activate Bright Data to scrape user profiles from Stack Overflow.\n\n\ud83d\udca1 **Why it's useful**:\nInstead of coding every scraping rule manually, you let an **AI agent manage tools and instructions**.\n\n---\n\n#### \ud83d\udd17 **Connected Sub-Tools**:\n\n##### \ud83e\udde0 **Conversation Memory**\n\n\ud83e\uddca Saves context between steps so the agent \u201cremembers\u201d what the task is about.\n\n##### \ud83d\udd0c **Bright Data: StackOverflow Scraper (HTML)**\n\n\ud83d\udd78 Executes the **HTML scraping tool on Bright Data MCP**.\nIt grabs the page, processes the DOM, and scrapes user profile data.\n\n##### \ud83e\udde9 **Parse Scraped Profiles**\n\n\ud83d\udcd1 Uses a structured output parser to **convert the scraped HTML/markdown** into clean JSON data like:\n\n```json\n{\n \"name\": \"Jon Skeet\",\n \"location\": \"UK\",\n \"profileUrl\": \"...\",\n \"tags\": \"java, c#\",\n \"reputation\": \"320\"\n}\n```\n\n\ud83d\udca1 **Why it's useful**:\nYou don\u2019t need to manually extract data using selectors \u2014 the AI does it intelligently.\n\n---\n\n## \ud83d\udcca **Section 3: Format & Save to Sheets**\n\n> *\u201cPolish and preserve your gold.\u201d*\n\n### \ud83e\uddfe **Format Data for Google Sheets**\n\n\ud83d\udccc **What it does**:\nThis `Code` node **cleans the scraped data**, picks only what you care about (name, location, reputation, etc.), and **outputs one item per user**.\n\n\ud83d\udca1 **Why it's useful**:\nIt makes sure your data is **structured and ready for Sheets**. Clean in = clean out.\n\n---\n\n### \ud83d\udcc4 **Save Leads to Google Sheet**\n\n\ud83d\udccc **What it does**:\nTakes each formatted item and **appends it to a connected Google Sheet**.\n\n\ud83d\udca1 **Why it's useful**:\nThis is your **automated storage system**. You can build a list of Stack Overflow leads, update CRMs, or just keep it for research.\n\n---\n\n## \ud83c\udf1f Final Benefits for You\n\n\u2705 No manual copy-pasting\n\u2705 AI handles scraping + parsing\n\u2705 Exported automatically to Sheets\n\u2705 Fully reusable with Bright Data MCP\n\u2705 Friendly for beginners with room to scale\n\n---\n\n"
},
"typeVersion": 1
},
{
"id": "8c6bf091-2ca5-484e-b677-c83bbcd569b1",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
1500,
-1200
],
"parameters": {
"color": 7,
"width": 380,
"height": 240,
"content": "## I\u2019ll receive a tiny commission if you join Bright Data through this link\u2014thanks for fueling more free content!\n\n### https://get.brightdata.com/1tndi4600b25"
},
"typeVersion": 1
},
{
"id": "d1886048-1c41-48d7-9172-81d01a99045b",
"name": "Auto-fixing Output Parser",
"type": "@n8n/n8n-nodes-langchain.outputParserAutofixing",
"position": [
800,
320
],
"parameters": {
"options": {}
},
"typeVersion": 1
},
{
"id": "3ac5af36-f7ea-4e1e-9989-53f4f7b1820c",
"name": "OpenAI Chat Model1",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
780,
540
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": {}
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.2
},
{
"id": "c134bbb5-c328-4e32-bce6-506b568d3acc",
"name": "Structured Output Parser",
"type": "@n8n/n8n-nodes-langchain.outputParserStructured",
"position": [
940,
540
],
"parameters": {
"jsonSchemaExample": "{\n \"target\": \"https://stackoverflow.com/users\",\n \"forums\": [\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/6309/vonc\",\n \"selectors\": {\n \"name\": \"VonC\",\n \"location\": \"France\",\n \"reputation\": \"603\",\n \"tags\": \"git, github, docker\"\n }\n },\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/2402272/john-bollinger\",\n \"selectors\": {\n \"name\": \"John Bollinger\",\n \"location\": \"\",\n \"reputation\": \"375\",\n \"tags\": \"c, java, linux\"\n }\n },\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/6196568/shingo\",\n \"selectors\": {\n \"name\": \"shingo\",\n \"location\": \"On the Earth\",\n \"reputation\": \"340\",\n \"tags\": \"c#, unity-game-engine, php\"\n }\n },\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/5133585/sweeper\",\n \"selectors\": {\n \"name\": \"Sweeper\",\n \"location\": \"UK\",\n \"reputation\": \"325\",\n \"tags\": \"swift, java, c#\"\n }\n },\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/22656/jon-skeet\",\n \"selectors\": {\n \"name\": \"Jon Skeet\",\n \"location\": \"Reading, United Kingdom\",\n \"reputation\": \"320\",\n \"tags\": \"c#, java, .net\"\n }\n },\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/1774667/yakk-adam-nevraumont\",\n \"selectors\": {\n \"name\": \"Yakk - Adam Nevraumont\",\n \"location\": \"Canada\",\n \"reputation\": \"313\",\n \"tags\": \"c++, c++11, templates\"\n }\n },\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/6461462/m\",\n \"selectors\": {\n \"name\": \"M--\",\n \"location\": \"TBA\",\n \"reputation\": \"301\",\n \"tags\": \"r, dataframe, ggplot2\"\n }\n },\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/51717/jason-c\",\n \"selectors\": {\n \"name\": \"Jason C\",\n \"location\": \"\",\n \"reputation\": \"300\",\n \"tags\": \"linux, iptables, ipv6\"\n }\n },\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/12500315/allan-cameron\",\n \"selectors\": {\n \"name\": \"Allan Cameron\",\n \"location\": \"UK\",\n \"reputation\": \"285\",\n \"tags\": \"r, ggplot2, dplyr\"\n }\n },\n {\n \"name\": \"Stack Overflow Users\",\n \"baseUrl\": \"https://stackoverflow.com/users\",\n \"exampleProfile\": \"https://stackoverflow.com/users/16752210/halo\",\n \"selectors\": {\n \"name\": \"Halo\",\n \"location\": \"USA\",\n \"reputation\": \"280\",\n \"tags\": \"three.js, javascript, css\"\n }\n }\n ]\n}\n"
},
"typeVersion": 1.2
}
],
"active": false,
"settings": {
"executionOrder": "v1"
},
"versionId": "05d835bd-ef3d-47f9-a22d-e0a47f5094bd",
"connections": {
"Input Setup": {
"main": [
[
{
"node": "AI Agent: Generate Scraper Instructions",
"type": "main",
"index": 0
}
]
]
},
"Start Scraping": {
"main": [
[
{
"node": "Input Setup",
"type": "main",
"index": 0
}
]
]
},
"OpenAI Chat Model": {
"ai_languageModel": [
[
{
"node": "AI Agent: Generate Scraper Instructions",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"OpenAI Chat Model1": {
"ai_languageModel": [
[
{
"node": "Auto-fixing Output Parser",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Conversation Memory": {
"ai_memory": [
[
{
"node": "AI Agent: Generate Scraper Instructions",
"type": "ai_memory",
"index": 0
}
]
]
},
"Structured Output Parser": {
"ai_outputParser": [
[
{
"node": "Auto-fixing Output Parser",
"type": "ai_outputParser",
"index": 0
}
]
]
},
"Auto-fixing Output Parser": {
"ai_outputParser": [
[
{
"node": "AI Agent: Generate Scraper Instructions",
"type": "ai_outputParser",
"index": 0
}
]
]
},
"MCP Client to Scrape as HTML": {
"ai_tool": [
[
{
"node": "AI Agent: Generate Scraper Instructions",
"type": "ai_tool",
"index": 0
}
]
]
},
"Format Data for Google Sheets": {
"main": [
[
{
"node": "Save Leads to Google Sheet",
"type": "main",
"index": 0
}
]
]
},
"AI Agent: Generate Scraper Instructions": {
"main": [
[
{
"node": "Format Data for Google Sheets",
"type": "main",
"index": 0
}
]
]
}
}
}
Credentials you'll need
Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.
googleSheetsOAuth2ApimcpClientApiopenAiApi
Pro
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About this workflow
This workflow contains community nodes that are only compatible with the self-hosted version of n8n.
Source: https://n8n.io/workflows/5944/ — original creator credit. Request a take-down →
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