Google Maps Business Scraper & Lead Enricher with Bright Data & Google Gemini
Shared 11/15/2025
3 views
Visual Workflow
JSON Code
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"name": "Google Maps Business Scraper & Lead Enricher with Bright Data & Google Gemini",
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"createdAt": "2025-04-09T01:31:00.558Z",
"updatedAt": "2025-04-09T01:31:00.558Z"
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{
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"value": "https://www.google.com/maps/search/"
},
{
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"name": "webhook_notification_url",
"type": "string",
"value": "https://webhook.site/c9118da2-1c54-460f-a83a-e5131b7098db"
},
{
"id": "f5b7e10d-bcd8-439c-8e84-ba4af11f2cd2",
"name": "search",
"type": "string",
"value": "dentists+in+texas/?q=dentists+in+texas"
},
{
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"sendHeaders": true,
"authentication": "genericCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "zone",
"value": "={{ $json.zone }}"
},
{
"name": "url",
"value": "={{ $json.url }}/{{ $json.search }}"
},
{
"name": "format",
"value": "raw"
}
]
},
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "Content-Type",
"value": "application/json"
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"httpHeaderAuth": {
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{
"id": "85c38904-c3d8-4ec1-80f3-5d06a12ba53c",
"name": "Google Gemini Chat Model",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
400,
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],
"parameters": {
"options": {},
"modelName": "models/gemini-2.0-flash-exp"
},
"credentials": {
"googlePalmApi": {
"id": "YeO7dHZnuGBVQKVZ",
"name": "Google Gemini(PaLM) Api account"
}
},
"typeVersion": 1
},
{
"id": "f53c2c94-5ff7-49e0-a72d-d40b0504b59f",
"name": "Google Maps Data Extractor",
"type": "@n8n/n8n-nodes-langchain.chainLlm",
"position": [
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],
"parameters": {
"text": "=Extract Google Maps content \n\n{{ $json.data }}\n\nMake sure to return the data in JSON",
"batching": {},
"promptType": "define",
"hasOutputParser": true
},
"retryOnFail": true,
"typeVersion": 1.7
},
{
"id": "5b849d5c-da41-489b-b2df-2a6e6c9eee40",
"name": "Structured Output Parser",
"type": "@n8n/n8n-nodes-langchain.outputParserStructured",
"position": [
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"parameters": {
"jsonSchemaExample": "[\n {\n \"name\": \"Texas City Dental - Dentist in Texas City\",\n \"entity_id\": [\n \"9673584215857663405\",\n \"6574027299904374997\"\n ],\n \"details_url\": \"/g/11h7ftffbx\",\n \"reviews\": 674,\n \"rating\": 4.8,\n \"address\": \"3448 Palmer Hwy, Texas City, TX 77590\",\n \"appointment_link\": \"https://txcitydental.com/\",\n \"category\": [\n \"Dentist\",\n \"Dental laboratory\",\n \"Denture care center\",\n \"Endodontist\",\n \"Oral surgeon\",\n \"Orthodontist\",\n \"Pediatric dentist\",\n \"Periodontist\",\n \"Teeth whitening service\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"Texas Dental\",\n \"entity_id\": [\n \"9677148940277542199\",\n \"15703975205538868636\"\n ],\n \"details_url\": \"/g/1tgcmpr0\",\n \"reviews\": 1354,\n \"rating\": 4.9,\n \"address\": \"5132 Village Creek Dr, Plano, TX 75093\",\n \"appointment_link\": \"https://www.texasdentalpa.com/?utm_source=GBPlisting&utm_medium=organic\",\n \"category\": [\n \"Dentist\",\n \"Cosmetic dentist\",\n \"Dental implants periodontist\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"North Texas Dental\",\n \"entity_id\": [\n \"9677259612218511763\",\n \"14671019117677462783\"\n ],\n \"details_url\": \"/g/1wd3wg17\",\n \"reviews\": 1623,\n \"rating\": 4.9,\n \"address\": \"2515 Masters St, Sherman, TX 75090\",\n \"appointment_link\": \"https://www.ntdsherman.com/\",\n \"category\": [\n \"Dentist\",\n \"Dental implants periodontist\",\n \"Denture care center\",\n \"Teeth whitening service\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"6 to 9 Dental Texas\",\n \"entity_id\": [\n \"9681711930004589935\",\n \"14121951165737821532\"\n ],\n \"details_url\": \"/g/1ts2_px7\",\n \"reviews\": 113,\n \"rating\": 4.9,\n \"address\": \"2603 SE Military Dr Ste 103, San Antonio, TX 78223\",\n \"appointment_link\": \"http://www.vphumphrey2dds.com/\",\n \"category\": [\n \"Dentist\",\n \"Dental clinic\",\n \"Dental implants provider\",\n \"Emergency dental service\",\n \"Endodontist\",\n \"Oral surgeon\",\n \"Prosthodontist\",\n \"Teeth whitening service\",\n \"Walk-in clinic\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"Cosmetic Dental Texas\",\n \"entity_id\": [\n \"9673942104093032889\",\n \"6644082296499224433\"\n ],\n \"details_url\": \"/g/1ts_6_5b\",\n \"reviews\": 234,\n \"rating\": 4.6,\n \"address\": \"2101 Crawford St STE 103, Houston, TX 77002\",\n \"appointment_link\": \"https://cosmeticdentaltexas.com/\",\n \"category\": [\n \"Dentist\",\n \"Cosmetic dentist\",\n \"Dental hygienist\",\n \"Health consultant\",\n \"Teeth whitening service\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"Natural Dentistry of North Texas\",\n \"entity_id\": [\n \"9677855844448877255\",\n \"6619454455705348065\"\n ],\n \"details_url\": \"/g/1w45608g\",\n \"reviews\": 109,\n \"rating\": 4.9,\n \"address\": \"1645 N Town E Blvd #532, Mesquite, TX 75150\",\n \"appointment_link\": \"https://www.naturaldentistryofnorthtexas.com/?utm_source=local&utm_medium=organic\",\n \"category\": [\n \"Dentist\",\n \"Cosmetic dentist\",\n \"Dental clinic\",\n \"Dental implants periodontist\",\n \"Denture care center\",\n \"Doctor\",\n \"Emergency dental service\",\n \"Orthodontist\",\n \"Pediatric dentist\",\n \"Teeth whitening service\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"Heart of Texas Smiles General Cosmetic Dentistry\",\n \"entity_id\": [\n \"9681881174741169099\",\n \"15832460407262855114\"\n ],\n \"details_url\": \"/g/1tcvv8l5\",\n \"reviews\": 1531,\n \"rating\": 4.9,\n \"address\": \"117 Burnett Ct, Waco, TX 76712\",\n \"appointment_link\": \"https://www.wacofamilydental.com/\",\n \"category\": [\n \"Dentist\",\n \"Cosmetic dentist\",\n \"Dental clinic\",\n \"Dental hygienist\",\n \"Dental implants provider\",\n \"Orthodontist\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"Smile 4 Texas Dental Center\",\n \"entity_id\": [\n \"9678099339216434095\",\n \"2187168089587898937\"\n ],\n \"details_url\": \"/g/12hn7tnrq\",\n \"reviews\": 812,\n \"rating\": 4.9,\n \"address\": \"1400 Blalock Rd D1, Houston, TX 77055\",\n \"appointment_link\": \"https://www.smile4texas.com/\",\n \"category\": [\n \"Dentist\",\n \"Cosmetic dentist\",\n \"Dental clinic\",\n \"Dental hygienist\",\n \"Dental implants provider\",\n \"Emergency dental service\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"Dental Center of Texas\",\n \"entity_id\": [\n \"9673948559547960793\",\n \"10154247486966080020\"\n ],\n \"details_url\": \"/g/1q665w1n4\",\n \"reviews\": 155,\n \"rating\": 4.7,\n \"address\": \"23922 Cinco Village Center Blvd #100, Katy, TX 77494\",\n \"appointment_link\": \"http://www.dentalcentertexas.com/\",\n \"category\": [\n \"Dentist\",\n \"Dental clinic\",\n \"Orthodontist\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"Central Texas Family Dental\",\n \"entity_id\": [\n \"9674049914126201417\",\n \"3494220525942607347\"\n ],\n \"details_url\": \"/g/1tdvkknl\",\n \"reviews\": 188,\n \"rating\": 4.9,\n \"address\": \"4104 E Stan Schlueter Loop #4, Killeen, TX 76542\",\n \"appointment_link\": \"https://www.centexdds.com/\",\n \"category\": [\n \"Dentist\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"Texas Dentistry and Braces\",\n \"entity_id\": [\n \"9727332640569304831\",\n \"9357406137681505810\"\n ],\n \"details_url\": \"/g/1tl8l4rw\",\n \"reviews\": null,\n \"rating\": null,\n \"address\": \"315 N Galloway Ave # A, Mesquite, TX 75149\",\n \"appointment_link\": \"https://mesquite.txdentistryandbraces.com/\",\n \"category\": [\n \"Dentist\",\n \"Cosmetic dentist\",\n \"Dental clinic\",\n \"Dental implants provider\",\n \"Denture care center\",\n \"Emergency dental service\",\n \"Orthodontist\",\n \"Pediatric dentist\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"West Texas Dental Associates\",\n \"entity_id\": [\n \"9673946025354891219\",\n \"2619898000467686041\"\n ],\n \"details_url\": \"/g/113fzvfyr\",\n \"reviews\": 496,\n \"rating\": 5.0,\n \"address\": \"3315 64th St STE A, Lubbock, TX 79413\",\n \"appointment_link\": \"http://www.westtxdental.com/\",\n \"category\": [\n \"Dentist\",\n \"Cosmetic dentist\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n },\n {\n \"name\": \"Texas Dental Specialists - Dr. Omar Yousuf\",\n \"entity_id\": [\n \"9675220924038729639\",\n \"12674832566120650126\"\n ],\n \"details_url\": \"/g/113ddy7s1\",\n \"reviews\": 296,\n \"rating\": 4.9,\n \"address\": \"5940 W Parker Rd STE 103, Plano, TX 75093\",\n \"appointment_link\": \"https://www.texasdentalspecialists.com/\",\n \"category\": [\n \"Dentist\",\n \"Cosmetic dentist\",\n \"Dental implants provider\",\n \"Dental clinic\",\n \"Emergency dental service\",\n \"Oral surgeon\"\n ],\n \"related_terms\": [\n \"dentist\",\n \"cosmetic_dentist\",\n \"dental_clinic\",\n \"dental_implants_periodontist\",\n \"teeth_whitening_service\",\n \"orthodontist\",\n \"denture_care_center\",\n \"pediatric_dentist\"\n ]\n }\n ]"
},
"typeVersion": 1.2
},
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"id": "8fa11221-0bae-498d-9f29-c6147740909c",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
60,
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],
"parameters": {
"color": 5,
"width": 440,
"height": 240,
"content": "## LLM Usages\n\nGoogle Gemini LLM is being utilized for the structured data extraction handling."
},
"typeVersion": 1
},
{
"id": "11884d28-95bc-48ea-b1c8-847f33425a8b",
"name": "Sticky Note5",
"type": "n8n-nodes-base.stickyNote",
"position": [
-380,
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],
"parameters": {
"color": 7,
"width": 400,
"height": 340,
"content": "## Logo\n\n\n\n"
},
"typeVersion": 1
},
{
"id": "c692962a-4910-46e5-991b-2202b90e7572",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
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],
"parameters": {
"width": 400,
"height": 240,
"content": "## Note\n\nDeals with the Google Maps data extraction by utilizing the Bright Data and Google Gemini LLM for transforming the profile into a structured JSON response.\n\n**Please make sure to set the input fields node with the filtering criteria, Bright Data zone name, Webhook notification URL**\n"
},
"typeVersion": 1
},
{
"id": "7109a239-d8d0-4399-bd7a-1c1eb0d9a333",
"name": "Create a binary data for Structured Data Extract",
"type": "n8n-nodes-base.function",
"position": [
1100,
-120
],
"parameters": {
"functionCode": "items[0].binary = {\n data: {\n data: new Buffer(JSON.stringify(items[0].json, null, 2)).toString('base64')\n }\n};\nreturn items;"
},
"typeVersion": 1
},
{
"id": "aa031e65-4c46-4ddb-907d-1d9e54e88f68",
"name": "Write the structured content to disk",
"type": "n8n-nodes-base.readWriteFile",
"position": [
1340,
-120
],
"parameters": {
"options": {},
"fileName": "=d:\\GoogleMaps_Response.json",
"operation": "write"
},
"typeVersion": 1
},
{
"id": "bc02801c-b1f0-4b80-a43e-a2efe9efcc6a",
"name": "Initiate a Webhook Notification for Structured Data",
"type": "n8n-nodes-base.httpRequest",
"position": [
1100,
80
],
"parameters": {
"url": "={{ $('Set input fields').item.json.webhook_notification_url }}",
"options": {},
"sendBody": true,
"bodyParameters": {
"parameters": [
{
"name": "response",
"value": "={{ $json.output.toJsonString() }}"
}
]
}
},
"typeVersion": 4.2
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{
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"position": [
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],
"parameters": {
"color": 4,
"width": 780,
"height": 740,
"content": "## Output Data Handling"
},
"typeVersion": 1
},
{
"id": "362c4677-ea35-43c0-9dad-777bbafacad3",
"name": "Update Google Sheets for Structured Data",
"type": "n8n-nodes-base.googleSheets",
"position": [
1100,
300
],
"parameters": {
"columns": {
"value": {
"name": "={{ $json.output[0].name }}",
"rating": "={{ $json.output[0].rating }}",
"address": "={{ $json.output[0].address }}",
"reviews": "={{ $json.output[0].reviews }}",
"category": "={{ $json.output[0].category.toJsonString() }}",
"details_url": "={{ $json.output[0].details_url }}",
"related_terms": "={{ $json.output[0].related_terms.toJsonString() }}",
"appointment_link": "={{ $json.output[0].appointment_link }}"
},
"schema": [
{
"id": "name",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "name",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "details_url",
"type": "string",
"display": true,
"required": false,
"displayName": "details_url",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "reviews",
"type": "string",
"display": true,
"required": false,
"displayName": "reviews",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "rating",
"type": "string",
"display": true,
"required": false,
"displayName": "rating",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "address",
"type": "string",
"display": true,
"required": false,
"displayName": "address",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "appointment_link",
"type": "string",
"display": true,
"required": false,
"displayName": "appointment_link",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "category",
"type": "string",
"display": true,
"required": false,
"displayName": "category",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "related_terms",
"type": "string",
"display": true,
"required": false,
"displayName": "related_terms",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "entity_id",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "entity_id",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "autoMapInputData",
"matchingColumns": [
"name"
],
"attemptToConvertTypes": false,
"convertFieldsToString": false
},
"options": {},
"operation": "appendOrUpdate",
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1BQ61qiNXdToLm465n-gtJiwdoQGSxua7St_iHAqMi10/edit#gid=0",
"cachedResultName": "Sheet1"
},
"documentId": {
"__rl": true,
"mode": "list",
"value": "1BQ61qiNXdToLm465n-gtJiwdoQGSxua7St_iHAqMi10",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1BQ61qiNXdToLm465n-gtJiwdoQGSxua7St_iHAqMi10/edit?usp=drivesdk",
"cachedResultName": "GoogleMaps-LeadGen"
}
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "Zjoxh2BUZ6VXGQhA",
"name": "Google Sheets account"
}
},
"typeVersion": 4.5
},
{
"id": "bb25e12c-b61a-40e5-bdd8-80412da4b64b",
"name": "Code",
"type": "n8n-nodes-base.code",
"position": [
800,
300
],
"parameters": {
"jsCode": "return $input.first().json.output"
},
"typeVersion": 2
},
{
"id": "9830a8f1-02f1-4503-842e-c511937ae60d",
"name": "Loop Over Items",
"type": "n8n-nodes-base.splitInBatches",
"position": [
1100,
660
],
"parameters": {
"options": {}
},
"typeVersion": 3
},
{
"id": "bfa9e131-7896-4377-aca5-f2241ae2e155",
"name": "Search Data Extractor",
"type": "@n8n/n8n-nodes-langchain.chainLlm",
"position": [
1800,
680
],
"parameters": {
"text": "=Extract the Yelp URL and Desc\n\n{{ $json.result.content[0].text }}\n\nMake sure to return the data in JSON",
"batching": {},
"promptType": "define",
"hasOutputParser": true
},
"retryOnFail": true,
"typeVersion": 1.7
},
{
"id": "83af94c4-ef2c-4ccb-b1da-b47062041df7",
"name": "Google Gemini Chat Model for Google Search",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
1800,
860
],
"parameters": {
"options": {},
"modelName": "models/gemini-2.0-flash-exp"
},
"credentials": {
"googlePalmApi": {
"id": "YeO7dHZnuGBVQKVZ",
"name": "Google Gemini(PaLM) Api account"
}
},
"typeVersion": 1
},
{
"id": "885afe32-d794-41a4-b532-510ea291bd55",
"name": "Structured Output Parser for Google Search",
"type": "@n8n/n8n-nodes-langchain.outputParserStructured",
"position": [
1980,
860
],
"parameters": {
"schemaType": "manual",
"inputSchema": "{\n\t\"type\": \"object\",\n\t\"properties\": {\n\t\t\"url\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n\t\t\"desc\": {\n\t\t\t\"type\": \"string\"\n\t\t}\n\t}\n}"
},
"typeVersion": 1.2
},
{
"id": "1f040a8f-b122-4cae-8ad6-55c953917bc3",
"name": "Wait",
"type": "n8n-nodes-base.wait",
"position": [
1300,
680
],
"webhookId": "2f6a2861-e0ff-4265-95bc-143f755d0c76",
"parameters": {},
"typeVersion": 1.1
},
{
"id": "076b2f50-fcb0-465f-8953-4e9446d9a70a",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
760,
-400
],
"parameters": {
"color": 3,
"width": 440,
"height": 120,
"content": "## Disclaimer\nThis template is only available on n8n self-hosted as it's making use of the community node for MCP Client."
},
"typeVersion": 1
},
{
"id": "3d8eb777-fe62-4473-8a4c-d12c43324e74",
"name": "MCP Search Client",
"type": "n8n-nodes-mcp.mcpClient",
"position": [
1540,
680
],
"parameters": {
"toolName": "search_engine",
"operation": "executeTool",
"toolParameters": "={\n \"query\": \"{{ $json.name }} in Yelp\"\n} "
},
"credentials": {
"mcpClientApi": {
"id": "JtatFSfA2kkwctYa",
"name": "MCP Client (STDIO) account"
}
},
"typeVersion": 1
},
{
"id": "7546160a-fd9f-48c5-b6c0-f8fbf3171b87",
"name": "MCP Client for Web Scraping",
"type": "n8n-nodes-mcp.mcpClient",
"position": [
2240,
680
],
"parameters": {
"toolName": "scrape_as_markdown",
"operation": "executeTool",
"toolParameters": "={\n \"url\": \"{{ $json.output.url }}\"\n} "
},
"credentials": {
"mcpClientApi": {
"id": "JtatFSfA2kkwctYa",
"name": "MCP Client (STDIO) account"
}
},
"typeVersion": 1
},
{
"id": "10f51630-b469-4ae3-ba29-0f1633262e86",
"name": "Create a binary data for Structured Data Extract for Yelp",
"type": "n8n-nodes-base.function",
"position": [
2500,
680
],
"parameters": {
"functionCode": "items[0].binary = {\n data: {\n data: new Buffer(JSON.stringify(items[0].json, null, 2)).toString('base64')\n }\n};\nreturn items;"
},
"typeVersion": 1
},
{
"id": "142eb53d-be26-4fcc-bab4-3448dbeb96c0",
"name": "Write the Yelp content to disk",
"type": "n8n-nodes-base.readWriteFile",
"position": [
2740,
680
],
"parameters": {
"options": {},
"fileName": "=d:\\Yelp_Response_{{ new Date().toISOString().replace(/[:.]/g, '-')}}.json",
"operation": "write"
},
"typeVersion": 1
},
{
"id": "626051c8-037d-4dad-a8d2-3268ede2e803",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
1040,
580
],
"parameters": {
"color": 5,
"width": 1880,
"height": 440,
"content": "## Data Enrichment with Yelp data extraction\n"
},
"typeVersion": 1
},
{
"id": "16b82333-c8df-4614-b1ef-3e58078f61f7",
"name": "Sticky Note6",
"type": "n8n-nodes-base.stickyNote",
"position": [
1620,
-240
],
"parameters": {
"color": 6,
"width": 660,
"height": 260,
"content": "## Step 1 : Set the Input Fields\n\nurl : https://www.google.com/maps/search/\nwebhook notification url: https://webhook.site/c9118da2-1c54-460f-a83a-e5131b7098db\nsearch : dentists+in+texas/?q=dentists+in+texas\nzone : serp_api1\nstart : 0\nnum : 20\n"
},
"typeVersion": 1
},
{
"id": "680fec55-f61a-4870-bd01-6308ee0828c0",
"name": "Sticky Note7",
"type": "n8n-nodes-base.stickyNote",
"position": [
2320,
-240
],
"parameters": {
"color": 6,
"width": 660,
"height": 260,
"content": "## Step 2 : Set the Credentials\n\nSet the credentials for \n\n1. Bright Data\n2. Google Gemini "
},
"typeVersion": 1
},
{
"id": "7448179e-4dc2-4665-9986-12aa7d925fb4",
"name": "Sticky Note8",
"type": "n8n-nodes-base.stickyNote",
"position": [
1620,
80
],
"parameters": {
"color": 6,
"width": 660,
"height": 240,
"content": "## Step 3 : Configure or Set the Output Nodes\n\n1. Disk location to persist\n2. Google Sheet"
},
"typeVersion": 1
}
],
"active": false,
"pinData": {
"Search Data Extractor": [
{
"json": {
"output": {
"url": "https://www.yelp.com/biz/texas-city-dental-texas-city",
"desc": "TEXAS CITY DENTAL - Updated May 2025 - 18 Photos Yelp"
}
}
}
],
"Google Maps Data Extractor": [
{
"json": {
"output": [
{
"name": "Texas City Dental - Dentist in Texas City",
"rating": 4.8,
"address": "3448 Palmer Hwy, Texas City, TX 77590",
"reviews": 674,
"category": [
"Dentist",
"Dental laboratory",
"Denture care center",
"Endodontist",
"Oral surgeon",
"Orthodontist",
"Pediatric dentist",
"Periodontist",
"Teeth whitening service"
],
"entity_id": [
"9673584215857663405",
"6574027299904374997"
],
"details_url": "/g/11h7ftffbx",
"related_terms": [
"dentist",
"cosmetic_dentist",
"dental_clinic",
"dental_implants_periodontist",
"teeth_whitening_service",
"orthodontist",
"denture_care_center",
"pediatric_dentist"
],
"appointment_link": "https://txcitydental.com/"
},
{
"name": "Texas Dental",
"rating": 4.9,
"address": "5132 Village Creek Dr, Plano, TX 75093",
"reviews": 1354,
"category": [
"Dentist",
"Cosmetic dentist",
"Dental implants periodontist"
],
"entity_id": [
"9677148940277542199",
"15703975205538868636"
],
"details_url": "/g/1tgcmpr0",
"related_terms": [
"dentist",
"cosmetic_dentist",
"dental_clinic"
],
"appointment_link": "https://patient.modento.io/plano-texas-dental/consult"
},
{
"name": "North Texas Dental",
"rating": 4.9,
"address": "2515 Masters St, Sherman, TX 75090",
"reviews": 1623,
"category": [
"Dentist",
"Dental implants periodontist",
"Denture care center",
"Teeth whitening service"
],
"entity_id": [
"9677259612218511763",
"14671019117677462783"
],
"details_url": "/g/1wd3wg17",
"related_terms": [
"dentist",
"dental_implants_periodontist",
"denture_care_center",
"teeth_whitening_service"
],
"appointment_link": "https://www.ntdsherman.com/#myModal"
},
{
"name": "6 to 9 Dental Texas",
"rating": 4.9,
"address": "2603 SE Military Dr Ste 103, San Antonio, TX 78223",
"reviews": 113,
"category": [
"Dentist",
"Dental clinic",
"Dental implants provider",
"Emergency dental service",
"Endodontist",
"Oral surgeon",
"Prosthodontist",
"Teeth whitening service",
"Walk-in clinic"
],
"entity_id": [
"9681711930004589935",
"14121951165737821532"
],
"details_url": "/g/1ts2_px7",
"related_terms": [
"dentist",
"dental_clinic",
"dental_implants_provider",
"emergency_dental_service",
"endodontist",
"oral_surgeon",
"prosthodontist",
"teeth_whitening_service",
"walk_in_clinic"
],
"appointment_link": "http://www.vphumphrey2dds.com/"
},
{
"name": "Cosmetic Dental Texas",
"rating": 4.6,
"address": "2101 Crawford St STE 103, Houston, TX 77002",
"reviews": 234,
"category": [
"Dentist",
"Cosmetic dentist",
"Dental hygienist",
"Health consultant",
"Teeth whitening service"
],
"entity_id": [
"9673942104093032889",
"6644082296499224433"
],
"details_url": "/g/1ts_6_5b",
"related_terms": [
"dentist",
"cosmetic_dentist",
"dental_hygienist",
"health_consultant",
"teeth_whitening_service"
],
"appointment_link": "https://cosmeticdentaltexas.com/"
},
{
"name": "Texas Dental",
"rating": 4.9,
"address": "6206 Farm-To-Market Rd 78, San Antonio, TX 78244",
"reviews": 567,
"category": [
"Dentist",
"Cosmetic dentist",
"Dental clinic",
"Dental hygienist",
"Dental implants provider",
"Emergency dental service",
"Orthodontist",
"Pediatric dentist",
"Teeth whitening service"
],
"entity_id": [
"9681881174741169099",
"15832460407262855114"
],
"details_url": "/g/1tcvv8l5",
"related_terms": [
"dentist",
"cosmetic_dentist",
"dental_clinic",
"dental_hygienist",
"dental_implants_provider",
"emergency_dental_service",
"orthodontist",
"pediatric_dentist",
"teeth_whitening_service"
],
"appointment_link": "https://www.texas-dental.com/"
},
{
"name": "Natural Dentistry of North Texas",
"rating": 4.9,
"address": "1645 N Town E Blvd #532, Mesquite, TX 75150",
"reviews": 109,
"category": [
"Dentist",
"Cosmetic dentist",
"Dental clinic",
"Dental implants periodontist",
"Denture care center",
"Doctor",
"Emergency dental service",
"Orthodontist",
"Pediatric dentist",
"Teeth whitening service"
],
"entity_id": [
"9677855844448877255",
"6619454455705348065"
],
"details_url": "/g/1w45608g",
"related_terms": [
"dentist",
"cosmetic_dentist",
"dental_clinic",
"dental_implants_periodontist",
"denture_care_center",
"doctor",
"emergency_dental_service",
"orthodontist",
"pediatric_dentist",
"teeth_whitening_service"
],
"appointment_link": "https://www.naturaldentistryofnorthtexas.com/?utm_source=local&utm_medium=organic&utm_campaign=gmb&utm_term=home"
},
{
"name": "Heart of Texas Smiles General & Cosmetic Dentistry",
"rating": 4.9,
"address": "117 Burnett Ct, Waco, TX 76712",
"reviews": 1531,
"category": [
"Dentist",
"Cosmetic dentist",
"Dental clinic",
"Dental hygienist",
"Dental implants provider",
"Orthodontist"
],
"entity_id": [
"9678099339216434095",
"2187168089587898937"
],
"details_url": "/g/12hn7tnrq",
"related_terms": [
"dentist",
"cosmetic_dentist",
"dental_clinic",
"dental_hygienist",
"dental_implants_provider",
"orthodontist"
],
"appointment_link": "https://www.wacofamilydental.com/request-an-appointment.html"
},
{
"name": "Smile 4 Texas Dental Center",
"rating": 4.9,
"address": "1400 Blalock Rd D1, Houston, TX 77055",
"reviews": 812,
"category": [
"Dentist",
"Cosmetic dentist",
"Dental clinic",
"Dental hygienist",
"Dental implants provider",
"Emergency dental service"
],
"entity_id": [
"9673948559547960793",
"10154247486966080020"
],
"details_url": "/g/1q665w1n4",
"related_terms": [
"pediatric_dentist",
"dental_clinic",
"dental_implants_periodontist",
"dentist",
"endodontist",
"prosthodontist"
],
"appointment_link": "http://www.dentalclinicsoftexas.com/"
},
{
"name": "Texas Dental Center",
"rating": 4.9,
"address": "9801 Bissonnet St Ste K, Houston, TX 77036",
"reviews": 920,
"category": [
"Dentist",
"Cosmetic dentist",
"Dental implants periodontist",
"Dental clinic",
"Pediatric dentist"
],
"entity_id": [
"9673946025354891219",
"2619898000467686041"
],
"details_url": "/g/113fzvfyr",
"related_terms": [
"dentist",
"cosmetic_dentist",
"dental_implants_periodontist",
"dental_clinic",
"pediatric_dentist"
],
"appointment_link": "https://www.texasdentalcenter.com/?utm_source=GMB&utm_medium=Organic&utm_campaign=LocalBusiness"
},
{
"name": "Ace Dental of Harker Heights",
"rating": 4.6,
"address": "300 E Central Texas Expy Suite 300, Harker Heights, TX 76548",
"reviews": 687,
"category": [
"Dentist",
"Cosmetic dentist",
"Dental clinic",
"Dental implants periodontist",
"Dental implants provider",
"Emergency dental service",
"Oral surgeon",
"Periodontist",
"Teeth whitening service"
],
"entity_id": [
"9674049914126201417",
"3494220525942607347"
],
"details_url": "/g/1tdvkknl",
"related_terms": [
"dentist",
"cosmetic_dentist",
"dental_implants_periodontist",
"dental_implants_provider",
"emergency_dental_service",
"oral_surgeon",
"periodontist",
"teeth_whitening_service"
],
"appointment_link": "https://harkerheights.acedentaloftexas.com/schedule-online"
},
{
"name": "West Texas Dental Associates",
"rating": 5,
"address": "3315 64th St STE A, Lubbock, TX 79413",
"reviews": 496,
"category": [
"Dentist",
"Cosmetic dentist"
],
"entity_id": [
"9675220387914363341",
"14302348036659727856"
],
"details_url": "/g/11f0x068sr",
"related_terms": [
"dentist",
"cosmetic_dentist"
],
"appointment_link": "http://www.westtxdental.com/"
},
{
"name": "Central Texas Family Dental",
"rating": 4.9,
"address": "4104 E Stan Schlueter Loop #4, Killeen, TX 76542",
"reviews": 188,
"category": [
"Dentist"
],
"entity_id": [
"9727332640569304831",
"9357406137681505810"
],
"details_url": "/g/1tl8l4rw",
"related_terms": [
"dentist"
],
"appointment_link": "https://www.centexdds.com/"
},
{
"name": "Texas Kids Dental Care",
"rating": 4.8,
"address": "3650 Joe Battle Blvd, El Paso, TX 79938",
"reviews": 965,
"category": [
"Dentist"
],
"entity_id": [
"9675220924038729639",
"12674832566120650126"
],
"details_url": "/g/113ddy7s1",
"related_terms": [
"pediatric_dentist",
"dental_clinic",
"dental_implants_periodontist",
"dentist",
"endodontist",
"prosthodontist"
],
"appointment_link": "http://texaskidsdental.com/"
},
{
"name": "Texas Dental Specialists - Dr. Omar Yousuf",
"rating": 4.9,
"address": "5940 W Parker Rd STE 103, Plano, TX 75093",
"reviews": 296,
"category": [
"Dentist",
"Cosmetic dentist",
"Dental implants provider",
"Dental clinic",
"Emergency dental service",
"Oral surgeon"
],
"entity_id": [
"9720815084433700583",
"17775872543482837529"
],
"details_url": "/g/11bxgblfk0",
"related_terms": [
"dentist",
"cosmetic_dentist",
"dental_implants_provider",
"dental_clinic",
"emergency_dental_service",
"oral_surgeon"
],
"appointment_link": "https://www.texasdentalspecialists.com/"
}
]
}
}
]
},
"settings": {
"executionOrder": "v1"
},
"versionId": "9b2792c7-0797-4d4b-b2a3-d6c05e6d16e7",
"connections": {
"Code": {
"main": [
[
{
"node": "Update Google Sheets for Structured Data",
"type": "main",
"index": 0
},
{
"node": "Loop Over Items",
"type": "main",
"index": 0
}
]
]
},
"Wait": {
"main": [
[
{
"node": "MCP Search Client",
"type": "main",
"index": 0
}
]
]
},
"Loop Over Items": {
"main": [
[],
[
{
"node": "Wait",
"type": "main",
"index": 0
}
]
]
},
"Set input fields": {
"main": [
[
{
"node": "Perform Bright Data Web Request",
"type": "main",
"index": 0
}
]
]
},
"MCP Search Client": {
"main": [
[
{
"node": "Search Data Extractor",
"type": "main",
"index": 0
}
]
]
},
"Search Data Extractor": {
"main": [
[
{
"node": "MCP Client for Web Scraping",
"type": "main",
"index": 0
}
]
]
},
"Google Gemini Chat Model": {
"ai_languageModel": [
[
{
"node": "Google Maps Data Extractor",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Structured Output Parser": {
"ai_outputParser": [
[
{
"node": "Google Maps Data Extractor",
"type": "ai_outputParser",
"index": 0
}
]
]
},
"Google Maps Data Extractor": {
"main": [
[
{
"node": "Code",
"type": "main",
"index": 0
},
{
"node": "Create a binary data for Structured Data Extract",
"type": "main",
"index": 0
},
{
"node": "Initiate a Webhook Notification for Structured Data",
"type": "main",
"index": 0
}
]
]
},
"MCP Client for Web Scraping": {
"main": [
[
{
"node": "Create a binary data for Structured Data Extract for Yelp",
"type": "main",
"index": 0
}
]
]
},
"Write the Yelp content to disk": {
"main": [
[
{
"node": "Loop Over Items",
"type": "main",
"index": 0
}
]
]
},
"Perform Bright Data Web Request": {
"main": [
[
{
"node": "Google Maps Data Extractor",
"type": "main",
"index": 0
}
]
]
},
"When clicking ‘Test workflow’": {
"main": [
[
{
"node": "Set input fields",
"type": "main",
"index": 0
}
]
]
},
"Google Gemini Chat Model for Google Search": {
"ai_languageModel": [
[
{
"node": "Search Data Extractor",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Structured Output Parser for Google Search": {
"ai_outputParser": [
[
{
"node": "Search Data Extractor",
"type": "ai_outputParser",
"index": 0
}
]
]
},
"Create a binary data for Structured Data Extract": {
"main": [
[
{
"node": "Write the structured content to disk",
"type": "main",
"index": 0
}
]
]
},
"Create a binary data for Structured Data Extract for Yelp": {
"main": [
[
{
"node": "Write the Yelp content to disk",
"type": "main",
"index": 0
}
]
]
}
}
}