This workflow follows the Agent → Chainllm 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 →
{
"name": "n8n-4-1: Qdrant",
"nodes": [
{
"parameters": {
"html": "=\u0422\u0435\u043c\u0430 \u043f\u0438\u0441\u044c\u043c\u0430: '{{ $json.Subject }}'\n\n\u0421\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u043f\u0438\u0441\u044c\u043c\u0430: '{{ $json.snippet }}'",
"options": {}
},
"id": "5e2dcaec-12d5-464e-bba8-aa318ac8b4ad",
"name": "Markdown",
"type": "n8n-nodes-base.markdown",
"position": [
-720,
1080
],
"typeVersion": 1
},
{
"parameters": {
"mode": "retrieve-as-tool",
"toolName": "company_knowladge_base",
"toolDescription": "Extracts information regarding the request made.",
"qdrantCollection": {
"__rl": true,
"value": "=av_files",
"mode": "id"
},
"includeDocumentMetadata": false,
"options": {}
},
"id": "e783ece4-4a82-4739-a270-c7bf08679154",
"name": "Qdrant Vector Store",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
380,
1500
],
"typeVersion": 1,
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"options": {}
},
"id": "44250561-a82e-405f-aeb9-49b76fe01f4f",
"name": "Embeddings OpenAI",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
460,
1700
],
"typeVersion": 1.2,
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"inputText": "=\u0422\u0435\u0431\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0435 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u043e\u0435 \u043f\u0438\u0441\u044c\u043c\u043e:\n\n{{ $json.response.text }}",
"categories": {
"categories": [
{
"category": "Company or goods info request",
"description": "Company or goods info request"
}
]
},
"options": {
"multiClass": false,
"fallback": "other",
"systemPromptTemplate": "\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0439 \u0442\u0435\u043a\u0441\u0442, \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c, \u043f\u043e \u043e\u0434\u043d\u043e\u0439 \u0438\u0437 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0439: {categories}, \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0435 \u043d\u0438\u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043f\u043e \u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e. \u041d\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0439, \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e json.",
"enableAutoFixing": true
}
},
"id": "0ee432d4-77fb-42bf-9680-f749a6919239",
"name": "Email Classifier",
"type": "@n8n/n8n-nodes-langchain.textClassifier",
"position": [
-120,
1080
],
"typeVersion": 1
},
{
"parameters": {
"operationMode": "nodeInputBinary",
"options": {
"binaryDataKey": "={{ $json.data }}",
"summarizationMethodAndPrompts": {
"values": {
"combineMapPrompt": "=\u041d\u0430\u043f\u0438\u0448\u0438 \u043a\u0440\u0430\u0442\u043a\u043e\u0435 \u0438\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u0432 100 \u0441\u043b\u043e\u0432\u0430\u0445:\n\n\"{{ $json.data }}\"",
"prompt": "=\u041d\u0430\u043f\u0438\u0448\u0438 \u043a\u0440\u0430\u0442\u043a\u043e\u0435 \u0438\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u0432 100 \u0441\u043b\u043e\u0432\u0430\u0445:\n\"{{ $json.data }}\"\n\n\u041d\u0435 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0439 \u043e\u0431\u0449\u0435\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0441\u043b\u043e\u0432."
}
}
}
},
"id": "d5c57e7a-7fcb-4647-8f91-69f130d071c5",
"name": "Email Summarization Chain",
"type": "@n8n/n8n-nodes-langchain.chainSummarization",
"position": [
-500,
1080
],
"typeVersion": 2
},
{
"parameters": {
"promptType": "define",
"text": "=\u041d\u0430\u043f\u0438\u0448\u0438 \u0442\u0435\u043a\u0441\u0442 \u0434\u043b\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0435 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u043e\u0435 \u043f\u0438\u0441\u044c\u043c\u043e:\n\n{{ $json.response.text }}",
"options": {
"systemMessage": "\u0412\u044b \u2014 \u044d\u043a\u0441\u043f\u0435\u0440\u0442 \u043f\u043e \u043e\u0442\u0432\u0435\u0442\u0430\u043c \u043d\u0430 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0435 \u043f\u0438\u0441\u044c\u043c\u0430. \u0412\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u043d\u0438\u0445 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e, \u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u044f\u0441\u044c \u043d\u0430 \u0438\u043c\u0435\u044e\u0449\u0435\u0439\u0441\u044f \u0443 \u0432\u0430\u0441 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u042d\u0442\u043e \u0434\u0435\u043b\u043e\u0432\u043e\u0435 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u043e\u0435 \u043f\u0438\u0441\u044c\u043c\u043e. \u0411\u0443\u0434\u044c\u0442\u0435 \u043b\u0430\u043a\u043e\u043d\u0438\u0447\u043d\u044b \u0438 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u0439\u0442\u0435 100 \u0441\u043b\u043e\u0432."
}
},
"id": "909a4e6f-3746-4cdc-ad30-19058693799e",
"name": "Write email",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
280,
1280
],
"typeVersion": 1.7
},
{
"parameters": {
"promptType": "define",
"text": "=Review at the following email:\n\n{{ $json.output }}",
"hasOutputParser": true,
"messages": {
"messageValues": [
{
"message": "=If you are an expert in reviewing emails before sending them. You need to review and structure them in such a way that you can send them. It must be in HTML format and you can insert (if you think it is appropriate) only HTML characters such as <br>, <b>, <i>, <p> where necessary.\n\nNon superare le 100 parole."
}
]
}
},
"id": "d83581b7-bbf5-4f8a-9dce-3b53e07f84fa",
"name": "Review email",
"type": "@n8n/n8n-nodes-langchain.chainLlm",
"position": [
760,
1280
],
"typeVersion": 1.5
},
{
"parameters": {},
"id": "2f102e83-c6f1-4e8c-98d0-5a0a33342cfc",
"name": "When clicking \u2018Test workflow\u2019",
"type": "n8n-nodes-base.manualTrigger",
"position": [
-920,
120
],
"typeVersion": 1
},
{
"parameters": {
"method": "PUT",
"url": "=http://{{ $json.qdrant_url }}/collections/{{ $json.collection_name }}",
"authentication": "predefinedCredentialType",
"nodeCredentialType": "qdrantApi",
"sendHeaders": true,
"headerParameters": {
"parameters": [
{
"name": "Content-Type",
"value": "application/json"
}
]
},
"sendBody": true,
"specifyBody": "json",
"jsonBody": "{\n \"vectors\": {\n \"size\": 1536,\n \"distance\": \"Cosine\"\n }\n}",
"options": {}
},
"id": "408dc46d-1dea-4d63-b3f5-d1c859bf5d5b",
"name": "Create collection",
"type": "n8n-nodes-base.httpRequest",
"position": [
-480,
20
],
"typeVersion": 4.2,
"credentials": {
"httpHeaderAuth": {
"name": "<your credential>"
},
"qdrantApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"resource": "fileFolder",
"filter": {
"driveId": {
"__rl": true,
"value": "My Drive",
"mode": "list",
"cachedResultName": "My Drive",
"cachedResultUrl": "https://drive.google.com/drive/my-drive"
},
"folderId": {
"__rl": true,
"value": "1uUxdt1d9Ss3AtiJE_9GxXWu3rh9wFJui",
"mode": "list",
"cachedResultName": "qdrant-rag-demo",
"cachedResultUrl": "https://drive.google.com/drive/folders/1uUxdt1d9Ss3AtiJE_9GxXWu3rh9wFJui"
}
},
"options": {}
},
"id": "df867a1f-18fe-4127-9fb4-6178957bb281",
"name": "Get folder",
"type": "n8n-nodes-base.googleDrive",
"position": [
-260,
220
],
"typeVersion": 3,
"alwaysOutputData": true,
"credentials": {
"googleDriveOAuth2Api": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"operation": "download",
"fileId": {
"__rl": true,
"mode": "id",
"value": "={{ $json.id }}"
},
"options": {
"googleFileConversion": {
"conversion": {
"docsToFormat": "text/plain"
}
}
}
},
"id": "52842346-ad42-4a1e-be49-d0f3f4d46e44",
"name": "Download Files",
"type": "n8n-nodes-base.googleDrive",
"position": [
-40,
220
],
"typeVersion": 3,
"credentials": {
"googleDriveOAuth2Api": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"dataType": "binary",
"options": {}
},
"id": "61694d67-bd14-4b2d-a20a-9340970fe66e",
"name": "Default Data Loader",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
300,
442.5
],
"typeVersion": 1
},
{
"parameters": {
"options": {}
},
"id": "004f30c7-cc46-48d1-b693-21c0a0aa3883",
"name": "Embeddings OpenAI1",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
180,
440
],
"typeVersion": 1.1,
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {},
"id": "ad4c3bd6-53a3-4525-ae2e-862e81efdead",
"name": "Do nothing",
"type": "n8n-nodes-base.noOp",
"position": [
400,
880
],
"typeVersion": 1
},
{
"parameters": {
"model": {
"__rl": true,
"value": "gpt-4o",
"mode": "list",
"cachedResultName": "gpt-4o"
},
"options": {}
},
"id": "e1298c2a-ca6a-4a76-9123-ad29942790fc",
"name": "OpenAI",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
260,
1500
],
"typeVersion": 1.2,
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"model": {
"__rl": true,
"value": "gpt-4o",
"mode": "list",
"cachedResultName": "gpt-4o"
},
"options": {}
},
"id": "561b0a72-1dc6-404f-8714-4fe6b7b3fb0c",
"name": "OpenAI 4-o-mini",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
-20,
1300
],
"typeVersion": 1.2,
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "2ab41a2c-664b-42ab-bd3f-870af3ba3c05",
"name": "collection_name",
"value": "av_files",
"type": "string"
},
{
"id": "fd7f48a6-1073-43c1-9542-1eb376ab74e7",
"name": "qdrant_url",
"value": "qdrant:6333",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
-700,
120
],
"id": "e101c297-f7f9-461a-bca4-3fee1ec36346",
"name": "Edit Fields"
},
{
"parameters": {
"mode": "insert",
"qdrantCollection": {
"__rl": true,
"value": "={{ $('Edit Fields').item.json.collection_name }}",
"mode": "id"
},
"options": {}
},
"id": "059ebea3-9da1-45e7-93ca-584b5bfef754",
"name": "Insert To Qdrant Vector Store",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
196,
220
],
"typeVersion": 1,
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"chunkSize": 500,
"chunkOverlap": 100,
"options": {
"splitCode": "markdown"
}
},
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"typeVersion": 1,
"position": [
388,
640
],
"id": "e7212802-6505-4883-9f8a-8524db832e27",
"name": "Recursive Character Text Splitter"
},
{
"parameters": {},
"type": "@n8n/n8n-nodes-langchain.textSplitterCharacterTextSplitter",
"typeVersion": 1,
"position": [
560,
640
],
"id": "33fee648-bfa4-47f8-9282-d94a6a14fe91",
"name": "Character Text Splitter",
"disabled": true
},
{
"parameters": {
"method": "POST",
"url": "=http://{{ $json.qdrant_url }}/collections/{{ $json.collection_name }}/points/delete",
"authentication": "predefinedCredentialType",
"nodeCredentialType": "qdrantApi",
"sendHeaders": true,
"headerParameters": {
"parameters": [
{
"name": "Content-Type",
"value": "application/json"
}
]
},
"sendBody": true,
"specifyBody": "json",
"jsonBody": "{\n \"filter\": {}\n}",
"options": {}
},
"id": "ac35c15f-4909-4740-949c-c4f317fe9a06",
"name": "Clear Collection",
"type": "n8n-nodes-base.httpRequest",
"position": [
-480,
220
],
"typeVersion": 4.2,
"credentials": {
"httpHeaderAuth": {
"name": "<your credential>"
},
"qdrantApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"model": {
"__rl": true,
"value": "gpt-4.1",
"mode": "list",
"cachedResultName": "gpt-4.1"
},
"options": {}
},
"id": "2f0f9f06-2e96-4361-b88d-de02276aca12",
"name": "OpenAI 4.1",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
-400,
1300
],
"typeVersion": 1.2,
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"sendTo": "={{ $('Gmail Trigger').item.json.From }}",
"subject": "=Re: {{ $('Gmail Trigger').item.json.Subject }}",
"message": "={{ $json.text }}",
"options": {
"appendAttribution": false
}
},
"type": "n8n-nodes-base.gmail",
"typeVersion": 2.1,
"position": [
1140,
1280
],
"id": "200e44c5-1294-48e7-b254-ab1ddc83540d",
"name": "Gmail",
"credentials": {
"gmailOAuth2": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"pollTimes": {
"item": [
{
"mode": "everyMinute"
}
]
},
"filters": {}
},
"type": "n8n-nodes-base.gmailTrigger",
"typeVersion": 1.2,
"position": [
-940,
1080
],
"id": "98b0c414-87c8-443f-a411-49f4c8d1ca05",
"name": "Gmail Trigger",
"credentials": {
"gmailOAuth2": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"model": {
"__rl": true,
"value": "gpt-4.1",
"mode": "list",
"cachedResultName": "gpt-4.1"
},
"options": {}
},
"id": "441d4bfa-4489-45bc-853c-3f4b7ad26d44",
"name": "Open AI 4.1",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
840,
1500
],
"typeVersion": 1.2,
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"content": "Collection Name!\n",
"height": 200,
"width": 340
},
"type": "n8n-nodes-base.stickyNote",
"position": [
340,
1460
],
"typeVersion": 1,
"id": "e8db0d7f-8152-4b92-9be4-e532e5ca3699",
"name": "Sticky Note"
},
{
"parameters": {
"content": "Collection Name!\n",
"height": 300,
"width": 260
},
"type": "n8n-nodes-base.stickyNote",
"position": [
-780,
40
],
"typeVersion": 1,
"id": "74d92893-04ad-49ac-bc61-bb4ac61b175b",
"name": "Sticky Note1"
}
],
"connections": {
"OpenAI": {
"ai_languageModel": [
[
{
"node": "Write email",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Markdown": {
"main": [
[
{
"node": "Email Summarization Chain",
"type": "main",
"index": 0
}
]
]
},
"Get folder": {
"main": [
[
{
"node": "Download Files",
"type": "main",
"index": 0
}
]
]
},
"Write email": {
"main": [
[
{
"node": "Review email",
"type": "main",
"index": 0
}
]
]
},
"Review email": {
"main": [
[
{
"node": "Gmail",
"type": "main",
"index": 0
}
]
]
},
"Download Files": {
"main": [
[
{
"node": "Insert To Qdrant Vector Store",
"type": "main",
"index": 0
}
]
]
},
"OpenAI 4-o-mini": {
"ai_languageModel": [
[
{
"node": "Email Classifier",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Email Classifier": {
"main": [
[
{
"node": "Write email",
"type": "main",
"index": 0
}
],
[
{
"node": "Do nothing",
"type": "main",
"index": 0
}
]
]
},
"Embeddings OpenAI": {
"ai_embedding": [
[
{
"node": "Qdrant Vector Store",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Embeddings OpenAI1": {
"ai_embedding": [
[
{
"node": "Insert To Qdrant Vector Store",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Default Data Loader": {
"ai_document": [
[
{
"node": "Insert To Qdrant Vector Store",
"type": "ai_document",
"index": 0
}
]
]
},
"Qdrant Vector Store": {
"ai_tool": [
[
{
"node": "Write email",
"type": "ai_tool",
"index": 0
}
]
]
},
"Email Summarization Chain": {
"main": [
[
{
"node": "Email Classifier",
"type": "main",
"index": 0
}
]
]
},
"When clicking \u2018Test workflow\u2019": {
"main": [
[
{
"node": "Edit Fields",
"type": "main",
"index": 0
}
]
]
},
"Edit Fields": {
"main": [
[
{
"node": "Create collection",
"type": "main",
"index": 0
},
{
"node": "Clear Collection",
"type": "main",
"index": 0
}
]
]
},
"Recursive Character Text Splitter": {
"ai_textSplitter": [
[
{
"node": "Default Data Loader",
"type": "ai_textSplitter",
"index": 0
}
]
]
},
"Clear Collection": {
"main": [
[
{
"node": "Get folder",
"type": "main",
"index": 0
}
]
]
},
"OpenAI 4.1": {
"ai_languageModel": [
[
{
"node": "Email Summarization Chain",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Gmail Trigger": {
"main": [
[
{
"node": "Markdown",
"type": "main",
"index": 0
}
]
]
},
"Open AI 4.1": {
"ai_languageModel": [
[
{
"node": "Review email",
"type": "ai_languageModel",
"index": 0
}
]
]
}
},
"active": false,
"settings": {
"executionOrder": "v1"
},
"meta": {
"templateCredsSetupCompleted": true
},
"tags": [],
"id": "KCE1tDyOfe3pvKFY",
"versionId": "5e3a4a4d-e265-406b-8c58-26d7f06e0519"
}
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.
gmailOAuth2googleDriveOAuth2ApihttpHeaderAuthopenAiApiqdrantApi
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About this workflow
n8n-4-1: Qdrant. Uses vectorStoreQdrant, embeddingsOpenAi, textClassifier, chainSummarization. Event-driven trigger; 27 nodes.
Source: https://github.com/kossakovsky/n8n-install/blob/6b223b89648511a1df779e2c60fdd6cc88f62add/n8n/backup/workflows/n8n_4_1__Qdrant.json — original creator credit. Request a take-down →
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