This workflow follows the Documentdefaultdataloader → OpenAI Embeddings recipe pattern — see all workflows that pair these two integrations.
The workflow JSON
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{
"meta": {
"templateCredsSetupCompleted": true
},
"nodes": [
{
"id": "49620d3a-d4ec-4017-ade1-ff2ef5473c11",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
-220,
-80
],
"parameters": {
"color": 7,
"width": 680,
"height": 660,
"content": "## 1. MCP \uc11c\ubc84 \ud2b8\ub9ac\uac70 \uc124\uc815\n\n[MCP \uc11c\ubc84 \ud2b8\ub9ac\uac70\uc5d0 \ub300\ud574 \ub354 \uc54c\uc544\ubcf4\uae30](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.mcptrigger)"
},
"typeVersion": 1
},
{
"id": "f0646a81-d328-4f07-a744-60f576b5a51e",
"name": "Insert",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
-40,
380
],
"parameters": {
"name": "insert_review",
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "=Call this tool to insert a customer's review into our review database.",
"workflowInputs": {
"value": {
"text": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('text', `The contents of the review`, 'string') }}",
"text2": "null",
"operation": "insert",
"companyIds": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('companyIds', `The company ID is their url address.`, 'string') }}"
},
"schema": [
{
"id": "operation",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "operation",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text2",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text2",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "companyIds",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "companyIds",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"typeVersion": 2.1
},
{
"id": "21e8beac-dbd5-44d7-8472-4edff3f63308",
"name": "Search",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
80,
440
],
"parameters": {
"name": "search_reviews",
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}",
"cachedResultName": "={{ $workflow.id }}"
},
"description": "Call this tool to search our reviews database.",
"workflowInputs": {
"value": {
"text": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('text', `the query or search terms to use`, 'string') }}",
"text2": "null",
"operation": "search",
"companyIds": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('companyIds', `Optional, leave blank to search over all companies otherwise one or more company IDs comma-delimited. The company ID is their url address.`, 'string') }}"
},
"schema": [
{
"id": "operation",
"type": "string",
"display": true,
"required": false,
"displayName": "operation",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text2",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text2",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "companyIds",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "companyIds",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"typeVersion": 2.1
},
{
"id": "ffb100a4-9108-4ccd-a897-e5cd9e752232",
"name": "Recommend",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
280,
240
],
"parameters": {
"name": "recommend_reviews",
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to generate a recommendation for a review based on positive and/or negative preferences.",
"workflowInputs": {
"value": {
"text": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('text', `preferences to include.`, 'string') }}",
"text2": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('text2', `preference to avoid.`, 'string') }}",
"operation": "recommend",
"companyIds": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('companyIds', `Optional, leave blank to search across all reviews otherwise one or more company IDs, comma-delimited. The company ID is their url address.`, 'string') }}"
},
"schema": [
{
"id": "operation",
"type": "string",
"display": true,
"required": false,
"displayName": "operation",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text2",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text2",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "companyIds",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "companyIds",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"typeVersion": 2.1
},
{
"id": "d1d53cbc-0a22-409d-9336-d8c98eeaa170",
"name": "Qdrant MCP Server",
"type": "@n8n/n8n-nodes-langchain.mcpTrigger",
"position": [
-40,
60
],
"parameters": {
"path": "a1aff1b5-e5c7-4ca2-91eb-017c1fe32dab"
},
"typeVersion": 1
},
{
"id": "82d747a5-ff5f-44ff-9f68-cc1aa01ba1de",
"name": "When Executed by Another Workflow",
"type": "n8n-nodes-base.executeWorkflowTrigger",
"position": [
540,
280
],
"parameters": {
"workflowInputs": {
"values": [
{
"name": "operation"
},
{
"name": "text"
},
{
"name": "text2"
},
{
"name": "companyIds"
}
]
}
},
"typeVersion": 1.1
},
{
"id": "c7a2e948-5cd5-4545-a633-c1157e63edec",
"name": "Operation",
"type": "n8n-nodes-base.switch",
"position": [
760,
240
],
"parameters": {
"rules": {
"values": [
{
"outputKey": "listCompanies",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "fe782b0f-f501-4985-a9d2-f63f4019177f",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.operation }}",
"rightValue": "listCompanies"
}
]
},
"renameOutput": true
},
{
"outputKey": "insert",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "81b134bc-d671-4493-b3ad-8df9be3f49a6",
"operator": {
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.operation }}",
"rightValue": "insert"
}
]
},
"renameOutput": true
},
{
"outputKey": "search",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "8d57914f-6587-4fb3-88e0-aa1de6ba56c1",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.operation }}",
"rightValue": "search"
}
]
},
"renameOutput": true
},
{
"outputKey": "compare",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "7c38f238-213a-46ec-aefe-22e0bcb8dffc",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.operation }}",
"rightValue": "compare"
}
]
},
"renameOutput": true
},
{
"outputKey": "recommend",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "2c691501-786a-433f-a185-3a6e0d08d336",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.operation }}",
"rightValue": "recommend"
}
]
},
"renameOutput": true
}
]
},
"options": {}
},
"typeVersion": 3.2
},
{
"id": "18d805db-376c-4583-963a-db1e5d09aa50",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
480,
-140
],
"parameters": {
"color": 7,
"width": 580,
"height": 320,
"content": "## 2. \uacf5\uae09\uc5c5\uccb4 \uad6c\ud604\uc744 \ub118\uc5b4 \uae30\ub2a5 \ud655\uc7a5\n\n[Qdrant Node\uc5d0 \ub300\ud574 \ub354 \uc77d\uae30](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.vectorstoreqdrant)\n\n\uacf5\uc2dd\uc801\uc73c\ub85c \uc9c0\uc6d0\ub418\ub294 MCP \uc11c\ubc84\ub294 \uba4b\uc9c0\uc9c0\ub9cc \ud56d\uc0c1 \uc6d0\ud558\ub294 \uae30\ub2a5\uc744 \uac00\uc9c0\uace0 \uc788\uc9c0 \uc54a\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. N8N MCP \uc11c\ubc84\ub294 \ube44\uc988\ub2c8\uc2a4 \ub610\ub294 \uc81c\ud488 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub9de\uac8c \ud655\uc7a5\ud558\uace0 \ub9de\ucda4\ud654\ud560 \uc218 \uc788\ub294 \uc790\uc720\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n\n\uc6b0\ub9ac Qdrant MCP \uc11c\ubc84\uc758 \uacbd\uc6b0, Qdrant API\uc5d0\uc11c 2\uac1c\uc758 \ucd94\uac00 \uae30\ub2a5\uc744 \ucd94\uac00\ud588\uc2b5\ub2c8\ub2e4; \uadf8\ub8f9 \uac80\uc0c9 \ubc0f \ucd94\ucc9c API. \uc774\ub4e4\ub85c \uc0ac\uc6a9\uc790\ub4e4\uc744 \uc704\ud574 \ud6e8\uc52c \ub354 \ub9ce\uc740 \uc6a9\ub840\ub97c \ud0d0\uad6c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4."
},
"typeVersion": 1
},
{
"id": "ab8aeea3-0564-4c96-a67c-ff319df3297b",
"name": "Compare",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
220,
380
],
"parameters": {
"name": "compare_reviews",
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}",
"cachedResultName": "={{ $workflow.id }}"
},
"description": "Call this tool to compare search results across 2 or more companies.",
"workflowInputs": {
"value": {
"text": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('text', `the query or search terms to use`, 'string') }}",
"text2": "null",
"operation": "compare",
"companyIds": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('companyIds', `Two or more company IDs, comma-delimited. The company ID is their url address.`, 'string') }}"
},
"schema": [
{
"id": "operation",
"type": "string",
"display": true,
"required": false,
"displayName": "operation",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text2",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text2",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "companyIds",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "companyIds",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"typeVersion": 2.1
},
{
"id": "4f0876cb-dc07-486e-937b-334fa2cb754f",
"name": "Sticky Note8",
"type": "n8n-nodes-base.stickyNote",
"position": [
1920,
860
],
"parameters": {
"width": 213.30551928619226,
"height": 332.38559808882246,
"content": "### \ud83d\udea8Qdrant \uc5f0\uacb0 \uad6c\uc131\n* \uc5d4\ub4dc\ud3ec\uc778\ud2b8 \uc8fc\uc18c\ub97c \uc785\ub825\ud558\uc138\uc694"
},
"typeVersion": 1
},
{
"id": "02031bac-016f-4715-8413-6255cf73e103",
"name": "Recommend API",
"type": "n8n-nodes-base.httpRequest",
"position": [
1980,
900
],
"parameters": {
"url": "=http://qdrant:6333/collections/trustpilot_reviews/points/recommend",
"method": "POST",
"options": {},
"sendBody": true,
"authentication": "predefinedCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "strategy",
"value": "average_vector"
},
{
"name": "limit",
"value": "={{ 3 }}"
},
{
"name": "positive",
"value": "={{ [$json.embeddings[0]] }}"
},
{
"name": "negative",
"value": "={{ [$json.embeddings[1]] }}"
},
{
"name": "filter",
"value": "={{\n$('Operation').first().json.companyIds\n ? {\n \"must\": {\n \"key\": \"metadata.company_id\",\n \"match\": {\n \"any\": $('Operation').first().json.companyIds.split(',')\n }\n }\n }\n : {}\n}}"
},
{
"name": "with_payload",
"value": "={{ true }}"
}
]
},
"nodeCredentialType": "qdrantApi"
},
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "9d058dae-2f24-4e34-bdb6-ba5649a3b431",
"name": "Get Embeddings",
"type": "n8n-nodes-base.httpRequest",
"position": [
1580,
900
],
"parameters": {
"url": "https://api.openai.com/v1/embeddings",
"method": "POST",
"options": {},
"sendBody": true,
"authentication": "predefinedCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "input",
"value": "={{ $json.text }}"
},
{
"name": "model",
"value": "text-embedding-3-small"
}
]
},
"nodeCredentialType": "openAiApi"
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "dfbb9a02-91dd-4dc4-8738-0aff41db2156",
"name": "Preferences to Items",
"type": "n8n-nodes-base.code",
"position": [
1380,
900
],
"parameters": {
"jsCode": "return [\n { text: $input.first().json.text },\n { text: $input.first().json.text2 }\n]"
},
"typeVersion": 2
},
{
"id": "7d6bda64-4f98-43d1-b181-343238f678bb",
"name": "Aggregate Embeddings",
"type": "n8n-nodes-base.aggregate",
"position": [
1780,
900
],
"parameters": {
"options": {},
"fieldsToAggregate": {
"fieldToAggregate": [
{
"renameField": true,
"outputFieldName": "embeddings",
"fieldToAggregate": "data[0].embedding"
}
]
}
},
"typeVersion": 1
},
{
"id": "8eacac44-9cfd-4aa0-be7d-534ae630a2d4",
"name": "Get Embeddings1",
"type": "n8n-nodes-base.httpRequest",
"position": [
1380,
560
],
"parameters": {
"url": "https://api.openai.com/v1/embeddings",
"method": "POST",
"options": {},
"sendBody": true,
"authentication": "predefinedCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "input",
"value": "={{ $json.text }}"
},
{
"name": "model",
"value": "text-embedding-3-small"
}
]
},
"nodeCredentialType": "openAiApi"
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "5b23221c-aeb8-4a4f-b33b-75d46ba7a4fd",
"name": "Aggregate Embeddings1",
"type": "n8n-nodes-base.aggregate",
"position": [
1580,
560
],
"parameters": {
"options": {},
"fieldsToAggregate": {
"fieldToAggregate": [
{
"renameField": true,
"outputFieldName": "embeddings",
"fieldToAggregate": "data[0].embedding"
}
]
}
},
"typeVersion": 1
},
{
"id": "bbbfaf2f-8294-401f-9f01-efeb58e99f15",
"name": "Group Search API",
"type": "n8n-nodes-base.httpRequest",
"position": [
1780,
560
],
"parameters": {
"url": "http://qdrant:6333/collections/trustpilot_reviews/points/search/groups",
"method": "POST",
"options": {},
"jsonBody": "={{\n{\n \"vector\": $json.embeddings[0],\n \"group_by\": \"metadata.company_id\",\n \"limit\": 10,\n \"group_size\": 3,\n \"with_payload\": true\n}\n}}",
"sendBody": true,
"specifyBody": "json",
"authentication": "predefinedCredentialType",
"nodeCredentialType": "qdrantApi"
},
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "bbed1c97-eebb-47f1-9486-73bade35d290",
"name": "Has Results?",
"type": "n8n-nodes-base.if",
"position": [
2600,
560
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "a83c0c10-74a7-4a52-b6c4-26dc8313023b",
"operator": {
"type": "object",
"operation": "notEmpty",
"singleValue": true
},
"leftValue": "={{ $json }}",
"rightValue": ""
}
]
}
},
"typeVersion": 2.2
},
{
"id": "e995b27a-f331-434c-a828-bc02f978b43c",
"name": "Simplify Group Results",
"type": "n8n-nodes-base.set",
"position": [
2180,
560
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "caf5bf23-087a-496f-8d20-56ab70e303a8",
"name": "category",
"type": "string",
"value": "={{ $json.id }}"
},
{
"id": "db3c2c92-b951-4365-9c19-d5d0f8654a42",
"name": "results",
"type": "array",
"value": "={{\n$json.hits?.map(hit => ({\n content: hit.payload.content,\n metadata: hit.payload.metadata\n}))\n}}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "e0c327a5-ab2e-46ad-9d4b-0fe8cdd1605c",
"name": "Empty Compare Response",
"type": "n8n-nodes-base.set",
"position": [
2820,
660
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "24ab771e-0e19-4bfe-bfee-2fed3a34f7fe",
"name": "response",
"type": "string",
"value": "no results."
}
]
}
},
"typeVersion": 3.4
},
{
"id": "52890718-81b4-4880-9a12-b8456e96ad98",
"name": "Aggregate Compare Response",
"type": "n8n-nodes-base.aggregate",
"position": [
2820,
440
],
"parameters": {
"options": {},
"aggregate": "aggregateAllItemData",
"destinationFieldName": "response"
},
"typeVersion": 1
},
{
"id": "bb87afe4-6910-4c79-9371-d49e77134ac3",
"name": "Embeddings OpenAI",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
1340,
-40
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.2
},
{
"id": "ba6e426b-9629-445f-b96c-b8b51fcafe3d",
"name": "Default Data Loader",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
1460,
-40
],
"parameters": {
"options": {
"metadata": {
"metadataValues": [
{
"name": "company_id",
"value": "={{ $json.companyIds ?? 'unspecified' }}"
}
]
}
},
"jsonData": "={{ $json.text }}",
"jsonMode": "expressionData"
},
"typeVersion": 1
},
{
"id": "de9e7ffa-49e8-40de-acef-fd92216ec10c",
"name": "Recursive Character Text Splitter",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
1560,
80
],
"parameters": {
"options": {},
"chunkSize": 3000
},
"typeVersion": 1
},
{
"id": "9d639f7f-5c3e-478f-ba6f-70b2e06394de",
"name": "Simplify Recommend Response",
"type": "n8n-nodes-base.set",
"position": [
2180,
900
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "56f12f89-75dc-4143-ae32-45f1561da19d",
"name": "content",
"type": "string",
"value": "={{ $json.result[0].payload.content }}"
},
{
"id": "57afc394-3793-4605-a751-8c0d446857e7",
"name": "metadata",
"type": "object",
"value": "={{ $json.result[0].payload.metadata }}"
}
]
}
},
"typeVersion": 3.4,
"alwaysOutputData": true
},
{
"id": "736d02f1-8658-4d84-bdc6-3f43ad712a76",
"name": "Get Insert Response",
"type": "n8n-nodes-base.set",
"position": [
1780,
-200
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "cb612470-0d50-4179-a9af-144e592369a8",
"name": "response",
"type": "string",
"value": "ok"
}
]
}
},
"executeOnce": true,
"typeVersion": 3.4
},
{
"id": "2a557659-8668-4dba-b3a7-2bc18981ca10",
"name": "Get Search Response",
"type": "n8n-nodes-base.aggregate",
"position": [
1780,
240
],
"parameters": {
"options": {},
"aggregate": "aggregateAllItemData",
"destinationFieldName": "response"
},
"typeVersion": 1
},
{
"id": "017f0628-f08f-4d7c-b3da-83ada24bcfad",
"name": "Sticky Note9",
"type": "n8n-nodes-base.stickyNote",
"position": [
1720,
500
],
"parameters": {
"width": 213.30551928619226,
"height": 332.38559808882246,
"content": "\ud83d\udea8 Qdrant \uc5f0\uacb0 \uad6c\uc131 \n* \uc5d4\ub4dc\ud3ec\uc778\ud2b8 \uc8fc\uc18c\ub97c \ubc18\ub4dc\uc2dc \uc785\ub825\ud558\uc138\uc694"
},
"typeVersion": 1
},
{
"id": "cbbc7999-e2c4-4d84-9c21-7ce47a70ef2d",
"name": "Insert Reviews",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
1380,
-200
],
"parameters": {
"mode": "insert",
"options": {},
"qdrantCollection": {
"__rl": true,
"mode": "list",
"value": "trustpilot_reviews",
"cachedResultName": "trustpilot_reviews"
}
},
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.1
},
{
"id": "268dd3b8-631e-498c-8c50-33e61244ef7a",
"name": "Search Reviews",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
1380,
240
],
"parameters": {
"mode": "load",
"topK": 10,
"prompt": "={{ $json.text }}",
"options": {
"searchFilterJson": "={{\n$json.companyIds\n ? {\n \"must\": [\n {\n \"key\": \"metadata.company_id\",\n \"match\": {\n \"any\": $json.companyIds.split(',')\n }\n }\n ]\n }\n : {}\n}}"
},
"qdrantCollection": {
"__rl": true,
"mode": "list",
"value": "trustpilot_reviews",
"cachedResultName": "trustpilot_reviews"
}
},
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.1
},
{
"id": "45ff74b6-0e9e-4698-98b9-e778f1605df2",
"name": "Split Out Companies",
"type": "n8n-nodes-base.splitOut",
"position": [
1980,
560
],
"parameters": {
"options": {},
"fieldToSplitOut": "result.groups"
},
"typeVersion": 1,
"alwaysOutputData": true
},
{
"id": "1856fa8e-f184-4cef-b66f-6254e3f323ac",
"name": "Filter By CompanyId",
"type": "n8n-nodes-base.filter",
"position": [
2380,
560
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "6b6fac92-c001-4070-b8ed-0c63ef54d293",
"operator": {
"type": "boolean",
"operation": "true",
"singleValue": true
},
"leftValue": "={{\n$('Operation').item.json.companyIds\n ? $('Operation').item.json.companyIds.split(',').includes($json.id)\n : true\n}}",
"rightValue": "={{ $json.id }}"
}
]
}
},
"typeVersion": 2.2,
"alwaysOutputData": true
},
{
"id": "3c468d41-9462-4ee0-b9c8-97e8213c0f32",
"name": "Aggregate Recommend Response",
"type": "n8n-nodes-base.aggregate",
"position": [
2600,
780
],
"parameters": {
"options": {},
"aggregate": "aggregateAllItemData",
"destinationFieldName": "response"
},
"typeVersion": 1
},
{
"id": "825ee679-b0bd-4b7a-8684-4a1f7959926e",
"name": "Has Results?1",
"type": "n8n-nodes-base.if",
"position": [
2380,
900
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "a83c0c10-74a7-4a52-b6c4-26dc8313023b",
"operator": {
"type": "object",
"operation": "notEmpty",
"singleValue": true
},
"leftValue": "={{ $json }}",
"rightValue": ""
}
]
}
},
"typeVersion": 2.2
},
{
"id": "bfa17c34-7f84-40e2-8c9b-f92c0475fa05",
"name": "Empty Compare Response1",
"type": "n8n-nodes-base.set",
"position": [
2600,
1000
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "24ab771e-0e19-4bfe-bfee-2fed3a34f7fe",
"name": "response",
"type": "string",
"value": "no results."
}
]
}
},
"typeVersion": 3.4
},
{
"id": "93860126-eb7a-40b1-8a4e-1824d0aebe01",
"name": "Embeddings OpenAI1",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
1480,
400
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.2
},
{
"id": "c3d89756-9073-4640-88ba-eb2c5cf370a1",
"name": "ListCompanies",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
-120,
240
],
"parameters": {
"name": "listAvailableCompanies",
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to list all available companies in the reviews database.",
"workflowInputs": {
"value": {
"text": "null",
"text2": "null",
"operation": "listCompanies",
"companyIds": "null"
},
"schema": [
{
"id": "operation",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "operation",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "text2",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "text2",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "companyIds",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "companyIds",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"typeVersion": 2.1
},
{
"id": "d9a02360-f9aa-4aea-b26f-f3482f55fc18",
"name": "List by Facet API",
"type": "n8n-nodes-base.httpRequest",
"position": [
1380,
-440
],
"parameters": {
"url": "http://qdrant:6333/collections/trustpilot_reviews/facet",
"method": "POST",
"options": {},
"jsonBody": "{\n \"key\": \"metadata.company_id\"\n}",
"sendBody": true,
"specifyBody": "json",
"authentication": "predefinedCredentialType",
"nodeCredentialType": "qdrantApi"
},
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "6822aee2-7dfe-43ea-8238-ea0a3c8f0188",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
-720,
-740
],
"parameters": {
"width": 440,
"height": 1320,
"content": "## \uc9c1\uc811 \ud574\ubcf4\uc138\uc694!\n\n### \uc774 n8n\uc740 \uacf5\uc2dd \uad6c\ud604\uccb4\uc758 \uae30\ub2a5\uc744 \ub118\uc5b4 \ud655\uc7a5\ud558\uae30 \uc704\ud574 \uc790\uc2e0\uc758 Qdrant MCP \uc11c\ubc84\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.\n\n\uc774 n8n \uad6c\ud604\uccb4\ub294 Qdrant\uc758 \ub2e4\ub978 \uba4b\uc9c4 API \uae30\ub2a5, \uc608\ub97c \ub4e4\uc5b4 \ud328\uc2ef \uac80\uc0c9, \uadf8\ub8f9\ud654\ub41c \uac80\uc0c9 \ubc0f \ucd94\ucc9c API\ub97c \ub178\ucd9c\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\ub97c \uc704\ud55c \uc27d\uac8c \uc0ac\uc6a9\uc790 \uc815\uc758\ud558\uace0 \uc720\uc9c0\ubcf4\uc218 \uac00\ub2a5\ud55c Qdrant MCP \uc11c\ubc84\ub97c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n\n\uc774 MCP \uc608\uc81c\ub294 \uacf5\uc2dd MCP \ucc38\uc870 \uad6c\ud604\uccb4\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, \uc5ec\uae30\uc5d0\uc11c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4 - https://github.com/qdrant/mcp-server-qdrant/\n\n### \uc791\ub3d9 \uc6d0\ub9ac\n* MCP \uc11c\ubc84 \ud2b8\ub9ac\uac70\ub97c \uc0ac\uc6a9\ud558\uace0 5\uac1c\uc758 \ucee4\uc2a4\ud140 \uc6cc\ud06c\ud50c\ub85c\uc6b0 \ub3c4\uad6c\uc5d0 \uc5f0\uacb0\ud569\ub2c8\ub2e4. \uac01 \uc791\uc5c5\uc5d0 \ud544\uc694\ud55c \ub178\ub4dc\uac00 \uaf64 \ub9ce\uae30 \ub54c\ubb38\uc5d0 \ucee4\uc2a4\ud140 \uc6cc\ud06c\ud50c\ub85c\uc6b0 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.\n* \ubb38\uc11c \uc0bd\uc785 \ubc0f \uc720\uc0ac\uc131 \uac80\uc0c9\uacfc \uac19\uc740 \uac04\ub2e8\ud55c \uc791\uc5c5\uc5d0\ub294 n8n \uc9c0\uc6d0 Qdrant \ub178\ub4dc\ub97c \uc0ac\uc6a9\ud558\uace0, \ud328\uc2ef \uac80\uc0c9, \uadf8\ub8f9 \uac80\uc0c9 \ubc0f \ucd94\ucc9c\uc744 \uc704\ud574 HTTP \ub178\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec Qdrant API\ub97c \uc9c1\uc811 \ud638\ucd9c\ud569\ub2c8\ub2e4.\n* \"Edit Field\" \ubc0f \"Aggregate\" \ub178\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec MCP \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0 \uc801\ud569\ud55c \uc751\ub2f5\uc744 \ubc18\ud658\ud569\ub2c8\ub2e4.\n\n### \uc0ac\uc6a9 \ubc29\ubc95\n* \uc774 Qdrant MCP \uc11c\ubc84\ub294 \uc120\ud0dd \ubc0f \uc0dd\uc131 \uc791\uc5c5\uc744 \uc9c0\uc6d0\ud558\uc5ec \ud638\ud658\ub418\ub294 MCP \ud074\ub77c\uc774\uc5b8\ud2b8\uac00 Qdrant \uceec\ub809\uc158\uc744 \uad00\ub9ac\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4. \uc11c\ubc84\ub97c \uc0ac\uc6a9\ud558\uae30 \uc804\uc5d0 \uceec\ub809\uc158\uc744 \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4. \uc0ac\uc804 \uc900\ube44 \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694!\n* MCP \ud074\ub77c\uc774\uc5b8\ud2b8\ub97c \uc5f0\uacb0\ud558\ub824\uba74 n8n \uc9c0\uce68\uc744 \ub530\ub974\uc138\uc694 - https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.mcptrigger/#integrating-with-claude-desktop\n* MCP \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0\uc11c \ub2e4\uc74c \ucffc\ub9ac\ub97c \uc2dc\ub3c4\ud574 \ubcf4\uc138\uc694:\n * \"\uceec\ub809\uc158\uc5d0 \uc788\ub294 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ud68c\uc0ac\ub97c \ub098\uc5f4\ud574 \uc8fc\uc2e4 \uc218 \uc788\ub098\uc694?\"\n * \"\ud68c\uc0ac X\uc758 \uc81c\ud488 \ubc30\uc1a1\uc5d0 \ub300\ud574 \uace0\uac1d\ub4e4\uc774 \uc5b4\ub5bb\uac8c \ub9d0\ud558\ub098\uc694?\"\n * \"\ud68c\uc0ac X\uc640 \ud68c\uc0ac Y\uc758 \uace0\uac1d\ub4e4\uc774 \uc81c\ud488\uc758 \uc0ac\uc6a9 \ud3b8\uc758\uc131\uc5d0 \ub300\ud574 \uc5b4\ub5bb\uac8c \ub9d0\ud558\ub098\uc694?\"\n\n### \uc694\uad6c \uc0ac\ud56d\n* \ubca1\ud130 \uc800\uc7a5\uc18c\uc6a9 Qdrant. \ud074\ub77c\uc6b0\ub4dc \ud638\uc2a4\ud305 \uc778\uc2a4\ud134\uc2a4\ub098 \ub0b4\ubd80\uc5d0\uc11c \uc790\uccb4 \ud638\uc2a4\ud305\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n* MCP \ud074\ub77c\uc774\uc5b8\ud2b8 \ub610\ub294 \uc5d0\uc774\uc804\ud2b8(\uc608: Claude Desktop) - https://claude.ai/download\n\n### \uc774 \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uc0ac\uc6a9\uc790 \uc815\uc758\n* \ubc1b\uc744 \ucffc\ub9ac\uc5d0 \ub530\ub77c \ub3c4\uad6c \uc785\ub825\uc744 \uc870\uc815\ud558\uc5ec \uc5d0\uc774\uc804\ud2b8\uac00 \uc62c\ubc14\ub978 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc124\uc815\ud558\uae30 \uc27d\uac8c \ud558\uc138\uc694.\n* \ub9ac\ubdf0\uc5d0 \uad00\uc2ec\uc774 \uc5c6\ub2e4\uba74 \uc774 \ud15c\ud50c\ub9bf\uc5d0\uc11c \uacf5\uc720\ub41c \uae30\uc220\uc744 \ub2e4\ub978 \uc720\ud615\uc758 \uceec\ub809\uc158\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n* \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c \uc774 MCP \uc11c\ubc84\ub97c \uacf5\uc720\ud558\uae30 \uc804\uc5d0 \uc790\uaca9 \uc99d\uba85\uc744 \uc694\uad6c\ud558\ub3c4\ub85d \uc124\uc815\ud558\uc138\uc694!"
},
"typeVersion": 1
},
{
"id": "f0b1f04f-b3bd-4ad0-b128-17a96cf52b81",
"name": "Create Facet Index",
"type": "n8n-nodes-base.httpRequest",
"position": [
260,
-580
],
"parameters": {
"url": "http://qdrant:6333/collections/trustpilot_reviews/index",
"method": "PUT",
"options": {},
"jsonBody": "{\n \"field_name\": \"metadata.company_id\",\n \"field_schema\": \"keyword\"\n}",
"sendBody": true,
"specifyBody": "json"
},
"typeVersion": 4.2
},
{
"id": "481c298b-c9e7-412e-aaa0-2e1565fabda8",
"name": "Create Collection",
"type": "n8n-nodes-base.httpRequest",
"position": [
60,
-580
],
"parameters": {
"url": "http://qdrant:6333/collections/trustpilot_reviews",
"method": "PUT",
"options": {},
"jsonBody": "{\n \"vectors\": {\n \"distance\": \"Cosine\",\n \"size\": 1536\n }\n}",
"sendBody": true,
"specifyBody": "json"
},
"typeVersion": 4.2
},
{
"id": "07e1f0f3-6f24-4a67-9b07-75667f496a9a",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
-220,
-740
],
"parameters": {
"color": 4,
"width": 700,
"height": 360,
"content": "## \uc804\uc81c\uc870\uac74: Qdrant \uceec\ub809\uc158 \uc124\uc815\n\n\uae30\uc874 Qdrant \uceec\ub809\uc158\uc774 \uc5c6\uc73c\uba74, \uc774 \uc218\ub3d9 \ud750\ub984\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n\n1. \"trustpilot_reviews\"\ub77c\ub294 \uceec\ub809\uc158\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.\n\n2. \"company_id\" \uba54\ud0c0\ub370\uc774\ud130 \ud0a4\uc758 \uac12 \ubaa9\ub85d\uc744 \uc704\ud55c \ud328\uc2ef \uac80\uc0c9\uc744 \ud5c8\uc6a9\ud558\ub294 \uc778\ub371\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4."
},
"typeVersion": 1
},
{
"id": "df0dacdb-4238-475b-9d98-ae7ce9e3142d",
"name": "When clicking \u2018Test workflow\u2019",
"type": "n8n-nodes-base.manualTrigger",
"position": [
-140,
-580
],
"parameters": {},
"typeVersion": 1
},
{
"id": "8c0f0e65-82d2-427e-8c6d-2f89bd225f46",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
-220,
-200
],
"parameters": {
"color": 5,
"width": 380,
"height": 100,
"content": "\ud56d\uc0c1 \uc11c\ubc84\ub97c \uc778\uc99d\ud558\uc138\uc694! \ud504\ub85c\ub355\uc158\uc73c\ub85c \uac00\uae30 \uc804\uc5d0, MCP \uc11c\ubc84 \ud2b8\ub9ac\uac70\uc5d0\uc11c \uc778\uc99d\uc744 \ud65c\uc131\ud654\ud558\ub294 \uac83\uc774 \ud56d\uc0c1 \uad8c\uc7a5\ub429\ub2c8\ub2e4."
},
"typeVersion": 1
}
],
"connections": {
"Insert": {
"ai_tool": [
[
{
"node": "Qdrant MCP Server",
"type": "ai_tool",
"index": 0
}
]
]
},
"Search": {
"ai_tool": [
[
{
"node": "Qdrant MCP Server",
"type": "ai_tool",
"index": 0
}
]
]
},
"Compare": {
"ai_tool": [
[
{
"node": "Qdrant MCP Server",
"type": "ai_tool",
"index": 0
}
]
]
},
"Operation": {
"main": [
[
{
"node": "List by Facet API",
"type": "main",
"index": 0
}
],
[
{
"node": "Insert Reviews",
"type": "main",
"index": 0
}
],
[
{
"node": "Search Reviews",
"type": "main",
"index": 0
}
],
[
{
"node": "Get Embeddings1",
"type": "main",
"index": 0
}
],
[
{
"node": "Preferences to Items",
"type": "main",
"index": 0
}
]
]
},
"Recommend": {
"ai_tool": [
[
{
"node": "Qdrant MCP Server",
"type": "ai_tool",
"index": 0
}
]
]
},
"Has Results?": {
"main": [
[
{
"node": "Aggregate Compare Response",
"type": "main",
"index": 0
}
],
[
{
"node": "Empty Compare Response",
"type": "main",
"index": 0
}
]
]
},
"Has Results?1": {
"main": [
[
{
"node": "Aggregate Recommend Response",
"type": "main",
"index": 0
}
],
[
{
"node": "Empty Compare Response1",
"type": "main",
"index": 0
}
]
]
},
"ListCompanies": {
"ai_tool": [
[
{
"node": "Qdrant MCP Server",
"type": "ai_tool",
"index": 0
}
]
]
},
"Recommend API": {
"main": [
[
{
"node": "Simplify Recommend Response",
"type": "main",
"index": 0
}
]
]
},
"Get Embeddings": {
"main": [
[
{
"node": "Aggregate Embeddings",
"type": "main",
"index": 0
}
]
]
},
"Insert Reviews": {
"main": [
[
{
"node": "Get Insert Response",
"type": "main",
"index": 0
}
]
]
},
"Search Reviews": {
"main": [
[
{
"node": "Get Search Response",
"type": "main",
"index": 0
}
]
]
},
"Get Embeddings1": {
"main": [
[
{
"node": "Aggregate Embeddings1",
"type": "main",
"index": 0
}
]
]
},
"Group Search API": {
"main": [
[
{
"node": "Split Out Companies",
"type": "main",
"index": 0
}
]
]
},
"Create Collection": {
"main": [
[
{
"node": "Create Facet Index",
"type": "main",
"index": 0
}
]
]
},
"Embeddings OpenAI": {
"ai_embedding": [
[
{
"node": "Insert Reviews",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Embeddings OpenAI1": {
"ai_embedding": [
[
{
"node": "Search Reviews",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Default Data Loader": {
"ai_document": [
[
{
"node": "Insert Reviews",
"type": "ai_document",
"index": 0
}
]
]
},
"Filter By CompanyId": {
"main": [
[
{
"node": "Has Results?",
"type": "main",
"index": 0
}
]
]
},
"Split Out Companies": {
"main": [
[
{
"node": "Simplify Group Results",
"type": "main",
"index": 0
}
]
]
},
"Aggregate Embeddings": {
"main": [
[
{
"node": "Recommend API",
"type": "main",
"index": 0
}
]
]
},
"Preferences to Items": {
"main": [
[
{
"node": "Get Embeddings",
"type": "main",
"index": 0
}
]
]
},
"Aggregate Embeddings1": {
"main": [
[
{
"node": "Group Search API",
"type": "main",
"index": 0
}
]
]
},
"Simplify Group Results": {
"main": [
[
{
"node": "Filter By CompanyId",
"type": "main",
"index": 0
}
]
]
},
"Simplify Recommend Response": {
"main": [
[
{
"node": "Has Results?1",
"type": "main",
"index": 0
}
]
]
},
"Recursive Character Text Splitter": {
"ai_textSplitter": [
[
{
"node": "Default Data Loader",
"type": "ai_textSplitter",
"index": 0
}
]
]
},
"When Executed by Another Workflow": {
"main": [
[
{
"node": "Operation",
"type": "main",
"index": 0
}
]
]
},
"When clicking \u2018Test workflow\u2019": {
"main": [
[
{
"node": "Create Collection",
"type": "main",
"index": 0
}
]
]
}
}
}
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openAiApiqdrantApi
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About this workflow
Workflow 3636. Uses toolWorkflow, mcpTrigger, executeWorkflowTrigger, httpRequest. Event-driven trigger; 44 nodes.
Source: https://github.com/n8nKOR/n8n-shared-workflow/blob/62a671327e906c22a40d290b339ff6d2373f8d75/workflows/n8n-workflows-by-Zie619/devops/3636_workflow_3636.json — original creator credit. Request a take-down →
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