This workflow follows the HTTP Request → Redis 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": "Memory sessions with FlowiseAI and Zep",
"nodes": [
{
"parameters": {
"conditions": {
"string": [
{
"value1": "={{ $json.message.text }}",
"value2": "/start"
}
]
}
},
"id": "7e8b9a29-26f5-4d71-bc06-fe0c5039f297",
"name": "Check if start",
"type": "n8n-nodes-base.if",
"typeVersion": 1,
"position": [
-480,
1410
]
},
{
"parameters": {
"chatId": "={{ $json.message.chat.id }}",
"text": "Choose memory:\n\n/m1 - memory 1\n/m2 - memory 2\n/m3 - memory 3",
"additionalFields": {}
},
"id": "7b5f16b6-2a2a-4ecb-91d0-a4056b1beae1",
"name": "Choose memory [TELEGRAM]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
-240,
1270
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"conditions": {
"string": [
{
"value1": "={{ $json.message.entities[0].type }}",
"value2": "bot_command"
}
]
}
},
"id": "87021758-37bd-4a00-87c9-02df118ed6bc",
"name": "Check if command",
"type": "n8n-nodes-base.if",
"typeVersion": 1,
"position": [
-240,
1530
]
},
{
"parameters": {
"operation": "get",
"propertyName": "currentMemory",
"key": "={{ $json.message.chat.id }}",
"options": {}
},
"id": "bf5eb645-482c-4f8b-845a-636e507aa749",
"name": "Get current memory [REDIS]",
"type": "n8n-nodes-base.redis",
"typeVersion": 1,
"position": [
-20,
1990
],
"alwaysOutputData": false,
"credentials": {
"redis": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"updates": [
"message"
],
"additionalFields": {}
},
"id": "8c9bd217-2279-4ed9-a996-629e4d2bcb65",
"name": "Telegram trigger",
"type": "n8n-nodes-base.telegramTrigger",
"typeVersion": 1,
"position": [
-680,
1410
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"operation": "get",
"propertyName": "currentMemory",
"key": "={{ $('Telegram trigger').item.json.message.chat.id }}",
"options": {}
},
"id": "3237b33b-0ba7-400a-b92c-b62d550a5f9d",
"name": "Check current memory [REDIS]",
"type": "n8n-nodes-base.redis",
"typeVersion": 1,
"position": [
520,
580
],
"credentials": {
"redis": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "=Current memory is {{ $json.currentMemory }}.",
"additionalFields": {}
},
"id": "b7f85152-2aeb-4efb-8f5f-cf7b96e27228",
"name": "Send memory info [TELEGRAM]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
720,
580
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "Command not recognized.",
"additionalFields": {}
},
"id": "ec5d8960-1362-48fb-9c79-af9ce3d5d41a",
"name": "Command not recognized [TELEGRAM]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
520,
1470
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"conditions": {
"string": [
{
"value1": "={{ $('Telegram trigger').item.json.message.text }}",
"value2": "/currentmemory"
}
]
}
},
"id": "302b36be-16a6-434e-a237-b57185955726",
"name": "Check if current memory [TELEGRAM]",
"type": "n8n-nodes-base.if",
"typeVersion": 1,
"position": [
0,
1390
]
},
{
"parameters": {
"conditions": {
"string": [
{
"value1": "={{ $json.currentMemory }}",
"operation": "isEmpty"
}
]
}
},
"id": "9a10a49f-78f5-410a-a6fe-f3809cd94303",
"name": "Check if record [REDIS]",
"type": "n8n-nodes-base.if",
"typeVersion": 1,
"position": [
180,
1990
]
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "The memory not set. Enter command /start to choose memory.",
"additionalFields": {}
},
"id": "c029102d-b5c0-482c-9943-ed43086cfa2f",
"name": "Inform about empty record [TELEGRAM]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
440,
1840
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"method": "POST",
"url": "[URL_TO_YOUR_FLOWISE_CHATFLOW]",
"sendBody": true,
"specifyBody": "json",
"jsonBody": "={\"question\": \"{{ $('Telegram trigger').item.json[\"message\"][\"text\"] }}\", \"overrideConfig\": {\"sessionId\": \"{{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}mslot1\" }}",
"options": {
"response": {
"response": {
"responseFormat": "text"
}
}
}
},
"id": "0f04a0f5-b2ad-47a5-a65d-a678a33f7878",
"name": "Use M1 [FLOWISE/ZEP]",
"type": "n8n-nodes-base.httpRequest",
"typeVersion": 4.1,
"position": [
720,
2210
]
},
{
"parameters": {
"method": "POST",
"url": "[URL_TO_YOUR_FLOWISE_CHATFLOW]",
"sendBody": true,
"specifyBody": "json",
"jsonBody": "={\"question\": \"{{ $('Telegram trigger').item.json[\"message\"][\"text\"] }}\", \"overrideConfig\": {\"sessionId\": \"{{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}mslot2\" }}",
"options": {
"response": {
"response": {
"responseFormat": "text"
}
}
}
},
"id": "f61058d1-414c-40cc-94d9-d75b5783f5c1",
"name": "Use M2 [FLOWISE/ZEP]",
"type": "n8n-nodes-base.httpRequest",
"typeVersion": 4.1,
"position": [
720,
2390
]
},
{
"parameters": {
"method": "POST",
"url": "[URL_TO_YOUR_FLOWISE_CHATFLOW]",
"sendBody": true,
"specifyBody": "json",
"jsonBody": "={\"question\": \"{{ $('Telegram trigger').item.json[\"message\"][\"text\"] }}\", \"overrideConfig\": {\"sessionId\": \"{{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}mslot3\" }}",
"options": {
"response": {
"response": {
"responseFormat": "text"
}
}
}
},
"id": "f07368c7-0955-4649-b03b-a696beb99bcc",
"name": "Use M3 [FLOWISE/ZEP]",
"type": "n8n-nodes-base.httpRequest",
"typeVersion": 4.1,
"position": [
720,
2570
]
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "={{ $json.data }}",
"additionalFields": {}
},
"id": "b59fc99e-faaf-44f1-bab1-452eada7a4f9",
"name": "Respond M1 [TELEGRAM]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
900,
2210
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "={{ $json.data }}",
"additionalFields": {}
},
"id": "4a3d2425-6136-4174-9184-860573dc4c6d",
"name": "Respond M2 [TELEGRAM]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
900,
2390
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "={{ $json.data }}",
"additionalFields": {}
},
"id": "16a70a19-66c1-4fe0-a153-4ec6c322ab58",
"name": "Respond M3 [TELEGRAM]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
900,
2570
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "An error occured. Please contact bot admin.",
"additionalFields": {}
},
"id": "ce10e084-3155-43a8-9304-a212dade6f3d",
"name": "Send error [TELEGRAM]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
720,
2790
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"operation": "sendChatAction",
"chatId": "={{ $json.message.chat.id }}"
},
"id": "e60167e5-b655-4406-ab53-6535efec1f2b",
"name": "Send typing action [TELEGRAM]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
-480,
1610
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"content": "## \u26a0\ufe0f Note\n\n1. Complete video guide for this workflow is available [on my YouTube](https://www.youtube.com/watch?v=Dfbpt_i4-68). \n2. Remember to add your credentials and configure nodes (covered in the video guide).\n3. If you like this workflow, please subscribe to [my YouTube channel](https://www.youtube.com/@workfloows) and/or [my newsletter](https://workfloows.com/). I invite you also to buy my product [on Gumroad](https://workfloows.gumroad.com/).\n\n**Thank you for your support!**",
"height": 267.3518783538228,
"width": 382.8182353336517
},
"id": "f27fd7de-8e09-4daf-94ac-7096916e2fc8",
"name": "Sticky Note5",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
-720,
990
]
},
{
"parameters": {
"content": "## \ud83e\udd9c\ud83d\udd17 Flowise (LangChain)\n\n**This workflow requires installing [FlowiseAI](https://flowiseai.com/) and [Zep](https://www.getzep.com/) on your server.** \n\nInstallation guides and other data about FlowiseAI can be found [here](https://github.com/FlowiseAI/Flowise). Guides for installation of Zep are available in [official documentation](https://docs.getzep.com/deployment/).",
"height": 266.6075757063218,
"width": 345.7880926620822
},
"id": "de92ea67-ddcc-44dd-9523-e494ef0505f6",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
-1080,
990
]
},
{
"parameters": {
"content": "## Trigger\nRemember to add credentials of your Telegram bot.",
"height": 297.78936091241343,
"width": 182.4715262478496
},
"id": "36728ff0-9c7d-42ae-be6f-60bdc976f0dc",
"name": "Sticky Note6",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
-720,
1271.7283118148598
]
},
{
"parameters": {
"content": "## Check if start\nThis node will check if user sends an initial ```/start``` message.",
"height": 299.0166642010856,
"width": 182.4715262478496
},
"id": "85e81263-3408-4c66-bf54-216c67387fe4",
"name": "Sticky Note7",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
-520,
1270.501008526188
]
},
{
"parameters": {
"content": "## Initial response\nIn response to ```/start``` message, this node sends list of available memory sessions (M1, M2, M3 etc.).",
"height": 400.882837160891,
"width": 182.4715262478496
},
"id": "cdfdf99e-1d0b-4074-afa9-35528f1d66a0",
"name": "Sticky Note9",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
-280,
1068.1338270401945
]
},
{
"parameters": {
"content": "## Check command\nNode checks if user sends command ```/currentmemory```.",
"height": 345.2706568929251,
"width": 182.4715262478496
},
"id": "76582f57-e4ef-4a85-92f5-c007834c4deb",
"name": "Sticky Note10",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
-40,
1225.6121802679659
]
},
{
"parameters": {
"content": "## Memory session info\nSequence gets current session from Redis database (```/m1```, ```/m2``` or ```/m3```) and returns information to the user.",
"height": 295.4114607906109,
"width": 445.19113647927463
},
"id": "c4016f12-86af-4b99-a4ac-648f3e9a5663",
"name": "Sticky Note11",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
460,
460
]
},
{
"parameters": {
"content": "## Set memory session\nSequence sets/updates current session in Redis database according to input of the user (```/m1```, ```/m2``` or ```/m3```).",
"height": 665.5201087808667,
"width": 445.19113647927463
},
"id": "34ae71dd-0cd7-450f-b289-0c68ff1f1745",
"name": "Sticky Note12",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
460,
770
]
},
{
"parameters": {
"operation": "set",
"key": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"value": "/m1"
},
"id": "8555292c-eb7c-4c40-9992-e04297993943",
"name": "Set memory session [REDIS] [1]",
"type": "n8n-nodes-base.redis",
"typeVersion": 1,
"position": [
520,
890
],
"credentials": {
"redis": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"operation": "set",
"key": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"value": "/m2"
},
"id": "70a2042a-5a1d-4b99-ae46-efa93d9698ec",
"name": "Set memory session [REDIS] [2]",
"type": "n8n-nodes-base.redis",
"typeVersion": 1,
"position": [
520,
1070
],
"credentials": {
"redis": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"operation": "set",
"key": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"value": "/m3"
},
"id": "f1f66620-2ab0-4100-9abc-c773be169489",
"name": "Set memory session [REDIS] [3]",
"type": "n8n-nodes-base.redis",
"typeVersion": 1,
"position": [
520,
1250
],
"credentials": {
"redis": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"dataType": "string",
"value1": "={{ $json.message.text }}",
"rules": {
"rules": [
{
"value2": "/m1"
},
{
"value2": "/m2",
"output": 1
},
{
"value2": "/m3",
"output": 2
}
]
},
"fallbackOutput": 3
},
"id": "908c0220-0ea6-44c3-a72d-c59d346deb47",
"name": "Switch memory sessions [TELEGRAM] [1]",
"type": "n8n-nodes-base.switch",
"typeVersion": 1,
"position": [
240,
1530
]
},
{
"parameters": {
"dataType": "string",
"value1": "={{ $json.currentMemory }}",
"rules": {
"rules": [
{
"value2": "/m1"
},
{
"value2": "/m2",
"output": 1
},
{
"value2": "/m3",
"output": 2
}
]
},
"fallbackOutput": 3
},
"id": "33cdb2aa-092d-4b0e-bf90-fe0220246b63",
"name": "Switch memory sessions [TELEGRAM] [2]",
"type": "n8n-nodes-base.switch",
"typeVersion": 1,
"position": [
440,
2150
]
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "The memory has been changed to M1.",
"additionalFields": {}
},
"id": "3028983e-f065-4394-b86a-22df14ed9239",
"name": "Session confirmation [TELEGRAM] [1]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
720,
890
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "The memory has been changed to M2.",
"additionalFields": {}
},
"id": "204b8b3c-112a-46db-a451-dd96d3674d94",
"name": "Session confirmation [TELEGRAM] [2]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
720,
1070
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"chatId": "={{ $('Telegram trigger').item.json[\"message\"][\"chat\"][\"id\"] }}",
"text": "The memory has been changed to M3.",
"additionalFields": {}
},
"id": "dd9c8690-f9ab-4663-b6a4-9c20be61a491",
"name": "Session confirmation [TELEGRAM] [3]",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1,
"position": [
720,
1250
],
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"content": "## Get memory session\nThe sequence gets memory session connected with chat ID from Redis database and checks if it is empty.",
"height": 301.7070028125353,
"width": 405.1821718020519
},
"id": "6c959979-1ffe-4d06-8599-10b94830316a",
"name": "Sticky Note13",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
-60,
1869.1758343483557
]
},
{
"parameters": {
"content": "## Conversation\nAccording to current memory session (```/m1```, ```/m2``` or ```/m3```) the specific call to FlowiseAI is triggered. **Remember to replace placeholder ```[URL_TO_YOUR_FLOWISE_CHATFLOW]``` with your actual Flowise chatflow URL.** Feel free to modify format of ```sessionId``` parameter (I used combination of Telegram chat ID and suffix ```mslot1```, ```mslot2```, ```mslot3``` - your ID can look totally different depending on the use case).",
"height": 756.3636654191122,
"width": 445.19113647927463
},
"id": "28bdfe03-c7b3-46ac-9cf8-5192b4db907e",
"name": "Sticky Note14",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
660,
2001.7620462850182
]
}
],
"connections": {
"Check if start": {
"main": [
[
{
"node": "Choose memory [TELEGRAM]",
"type": "main",
"index": 0
}
],
[
{
"node": "Check if command",
"type": "main",
"index": 0
}
]
]
},
"Check if command": {
"main": [
[
{
"node": "Check if current memory [TELEGRAM]",
"type": "main",
"index": 0
}
],
[
{
"node": "Get current memory [REDIS]",
"type": "main",
"index": 0
}
]
]
},
"Get current memory [REDIS]": {
"main": [
[
{
"node": "Check if record [REDIS]",
"type": "main",
"index": 0
}
]
]
},
"Telegram trigger": {
"main": [
[
{
"node": "Check if start",
"type": "main",
"index": 0
},
{
"node": "Send typing action [TELEGRAM]",
"type": "main",
"index": 0
}
]
]
},
"Check current memory [REDIS]": {
"main": [
[
{
"node": "Send memory info [TELEGRAM]",
"type": "main",
"index": 0
}
]
]
},
"Check if current memory [TELEGRAM]": {
"main": [
[
{
"node": "Check current memory [REDIS]",
"type": "main",
"index": 0
}
],
[
{
"node": "Switch memory sessions [TELEGRAM] [1]",
"type": "main",
"index": 0
}
]
]
},
"Check if record [REDIS]": {
"main": [
[
{
"node": "Inform about empty record [TELEGRAM]",
"type": "main",
"index": 0
}
],
[
{
"node": "Switch memory sessions [TELEGRAM] [2]",
"type": "main",
"index": 0
}
]
]
},
"Use M1 [FLOWISE/ZEP]": {
"main": [
[
{
"node": "Respond M1 [TELEGRAM]",
"type": "main",
"index": 0
}
]
]
},
"Use M2 [FLOWISE/ZEP]": {
"main": [
[
{
"node": "Respond M2 [TELEGRAM]",
"type": "main",
"index": 0
}
]
]
},
"Use M3 [FLOWISE/ZEP]": {
"main": [
[
{
"node": "Respond M3 [TELEGRAM]",
"type": "main",
"index": 0
}
]
]
},
"Set memory session [REDIS] [1]": {
"main": [
[
{
"node": "Session confirmation [TELEGRAM] [1]",
"type": "main",
"index": 0
}
]
]
},
"Set memory session [REDIS] [2]": {
"main": [
[
{
"node": "Session confirmation [TELEGRAM] [2]",
"type": "main",
"index": 0
}
]
]
},
"Set memory session [REDIS] [3]": {
"main": [
[
{
"node": "Session confirmation [TELEGRAM] [3]",
"type": "main",
"index": 0
}
]
]
},
"Switch memory sessions [TELEGRAM] [1]": {
"main": [
[
{
"node": "Set memory session [REDIS] [1]",
"type": "main",
"index": 0
}
],
[
{
"node": "Set memory session [REDIS] [2]",
"type": "main",
"index": 0
}
],
[
{
"node": "Set memory session [REDIS] [3]",
"type": "main",
"index": 0
}
],
[
{
"node": "Command not recognized [TELEGRAM]",
"type": "main",
"index": 0
}
]
]
},
"Switch memory sessions [TELEGRAM] [2]": {
"main": [
[
{
"node": "Use M1 [FLOWISE/ZEP]",
"type": "main",
"index": 0
}
],
[
{
"node": "Use M2 [FLOWISE/ZEP]",
"type": "main",
"index": 0
}
],
[
{
"node": "Use M3 [FLOWISE/ZEP]",
"type": "main",
"index": 0
}
],
[
{
"node": "Send error [TELEGRAM]",
"type": "main",
"index": 0
}
]
]
}
},
"active": false,
"settings": {},
"versionId": "f0179d81-5cd9-4e4a-8a2b-2db48763fda8",
"id": "fL4qcDqyNoNUkmVY",
"tags": []
}
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.
redistelegramApi
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About this workflow
Memory sessions with FlowiseAI and Zep. Uses telegram, redis, telegramTrigger, httpRequest. Event-driven trigger; 37 nodes.
Source: https://github.com/workfloows/workfloows-tutorials/blob/main/telegram-memory-sessions-flowise-zep.json — original creator credit. Request a take-down →
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