LLM Chaining examples

    Shared 11/20/2025

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    {
      "id": "43gMd18arOcxqDcC",
      "meta": {
        "owner": "n8n-user",
        "status": "active",
        "license": "MIT",
        "category": "automation",
        "priority": "high",
        "createdAt": "2025-09-29T07:07:53.545241",
        "updatedAt": "2025-09-29T07:07:53.545252",
        "versionId": "1.0.0",
        "instanceId": "workflow-a5b12c83",
        "environment": "production"
      },
      "name": "LLM Chaining examples",
      "tags": [
        "automation",
        "n8n",
        "production-ready",
        "excellent",
        "optimized"
      ],
      "nodes": [
        {
          "id": "35e53ce7-06b4-47ca-b7f3-b147bd059fcf",
          "name": "When clicking ‘Test workflow’",
          "type": "n8n-nodes-base.manualTrigger",
          "notes": "This manualTrigger node performs automated tasks as part of the workflow.",
          "position": [
            200,
            520
          ],
          "parameters": {},
          "typeVersion": 1
        },
        {
          "id": "aeef734e-1c3b-4a91-93ae-2ae9c50951b8",
          "name": "HTTP Request",
          "type": "n8n-nodes-base.httpRequest",
          "notes": "This httpRequest node performs automated tasks as part of the workflow.",
          "position": [
            400,
            520
          ],
          "parameters": {
            "url": "{{ $env.WEBHOOK_URL }}",
            "options": {}
          },
          "typeVersion": 4.2
        },
        {
          "id": "7f6b95eb-df8c-4f0f-ba69-6b298d624ccd",
          "name": "Markdown",
          "type": "n8n-nodes-base.markdown",
          "notes": "This markdown node performs automated tasks as part of the workflow.",
          "position": [
            600,
            520
          ],
          "parameters": {
            "html": "={{ $json.data }}",
            "options": {},
            "destinationKey": "YOUR_CREDENTIAL_HERE"
          },
          "typeVersion": 1
        },
        {
          "id": "994dbe06-4c25-4fb3-a8f3-566eb5b66c6d",
          "name": "Sticky Note",
          "type": "n8n-nodes-base.stickyNote",
          "notes": "This stickyNote node performs automated tasks as part of the workflow.",
          "position": [
            160,
            340
          ],
          "parameters": {
            "color": 4,
            "width": 700,
            "height": 360,
            "content": "# Connect to one of the blue sections -->\n## This can be anything:\n- Chat input\n- Trigger from external system\n- CRON-scheduled event"
          },
          "typeVersion": 1
        },
        {
          "id": "8ba3039d-dabf-43b7-ab35-117332f65ced",
          "name": "Anthropic Chat Model",
          "type": "n8n-nodes-base.noOp",
          "notes": "This lmChatAnthropic node performs automated tasks as part of the workflow.",
          "position": [
            1460,
            -20
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "claude-3-7-sonnet-20250219",
              "cachedResultName": "Claude 3.7 Sonnet"
            },
            "options": {
              "temperature": 0.5
            }
          },
          "credentials": {
            "anthropicApi": {
              "id": "cJno7gKlYez56WtP",
              "name": "Anthropic account"
            }
          },
          "typeVersion": 1.3
        },
        {
          "id": "7e1da020-e01d-410c-aa7f-a19d6e1c368d",
          "name": "Anthropic Chat Model1",
          "type": "n8n-nodes-base.noOp",
          "notes": "This lmChatAnthropic node performs automated tasks as part of the workflow.",
          "position": [
            1820,
            -20
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "claude-3-7-sonnet-20250219",
              "cachedResultName": "Claude 3.7 Sonnet"
            },
            "options": {
              "temperature": 0.5
            }
          },
          "credentials": {
            "anthropicApi": {
              "id": "cJno7gKlYez56WtP",
              "name": "Anthropic account"
            }
          },
          "typeVersion": 1.3
        },
        {
          "id": "620503cb-2d51-4102-8975-75255cf15b1b",
          "name": "Anthropic Chat Model2",
          "type": "n8n-nodes-base.noOp",
          "notes": "This lmChatAnthropic node performs automated tasks as part of the workflow.",
          "position": [
            2180,
            -20
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "claude-3-7-sonnet-20250219",
              "cachedResultName": "Claude 3.7 Sonnet"
            },
            "options": {
              "temperature": 0.5
            }
          },
          "credentials": {
            "anthropicApi": {
              "id": "cJno7gKlYez56WtP",
              "name": "Anthropic account"
            }
          },
          "typeVersion": 1.3
        },
        {
          "id": "5f0d11ce-c1ea-4c36-8b2d-d3f70b19f0ba",
          "name": "Anthropic Chat Model3",
          "type": "n8n-nodes-base.noOp",
          "notes": "This lmChatAnthropic node performs automated tasks as part of the workflow.",
          "position": [
            2540,
            -20
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "claude-3-7-sonnet-20250219",
              "cachedResultName": "Claude 3.7 Sonnet"
            },
            "options": {
              "temperature": 0.5
            }
          },
          "credentials": {
            "anthropicApi": {
              "id": "cJno7gKlYez56WtP",
              "name": "Anthropic account"
            }
          },
          "typeVersion": 1.3
        },
        {
          "id": "f973d01e-fad7-4143-8379-54438f5412cb",
          "name": "Merge",
          "type": "n8n-nodes-base.merge",
          "notes": "This merge node performs automated tasks as part of the workflow.",
          "position": [
            2440,
            360
          ],
          "parameters": {
            "mode": "combine",
            "options": {
              "includeUnpaired": true
            },
            "combineBy": "combineByPosition"
          },
          "typeVersion": 3.1
        },
        {
          "id": "c7e58b90-bc96-421c-88f2-4e9f95f87248",
          "name": "Simple Memory",
          "type": "n8n-nodes-base.noOp",
          "notes": "This memoryBufferWindow node performs automated tasks as part of the workflow.",
          "position": [
            2680,
            780
          ],
          "parameters": {
            "sessionKey": "YOUR_CREDENTIAL_HERE",
            "sessionIdType": "customKey",
            "contextWindowLength": 10
          },
          "typeVersion": 1.3
        },
        {
          "id": "0e606f7c-2cdb-4e34-8c0b-2303996077fb",
          "name": "Clean memory",
          "type": "n8n-nodes-base.noOp",
          "notes": "This memoryManager node performs automated tasks as part of the workflow.",
          "position": [
            1500,
            480
          ],
          "parameters": {
            "mode": "delete",
            "deleteMode": "all"
          },
          "typeVersion": 1.1
        },
        {
          "id": "af0fb574-9964-4f7d-8348-a2cf614b8562",
          "name": "Initial prompts",
          "type": "n8n-nodes-base.set",
          "notes": "This set node performs automated tasks as part of the workflow.",
          "position": [
            1880,
            480
          ],
          "parameters": {
            "options": {},
            "assignments": {
              "assignments": [
                {
                  "id": "84a50c9c-2265-4dd6-a774-efc852615862",
                  "name": "system_prompt",
                  "type": "string",
                  "value": "You are a helpful assistant"
                },
                {
                  "id": "559f19f7-042c-465e-b85f-ab52cfbab04a",
                  "name": "step1",
                  "type": "string",
                  "value": "What is on this page?"
                },
                {
                  "id": "6791cd09-c5f7-48c8-b753-8d383db6863f",
                  "name": "step2",
                  "type": "string",
                  "value": "List all authors on this page"
                },
                {
                  "id": "1f92ac04-e5dd-4161-afde-14562aea454c",
                  "name": "step3",
                  "type": "string",
                  "value": "List all posts on this page"
                },
                {
                  "id": "ad8ee0b0-fa7d-4f4a-85a8-82d0d0dc0a40",
                  "name": "step4",
                  "type": "string",
                  "value": "Make a bold funny joke based on the content on this page"
                }
              ]
            }
          },
          "typeVersion": 3.4
        },
        {
          "id": "6743e44a-cc76-4e73-b4f3-ba7c65d179d3",
          "name": "Split Out",
          "type": "n8n-nodes-base.splitOut",
          "notes": "This splitOut node performs automated tasks as part of the workflow.",
          "position": [
            2240,
            480
          ],
          "parameters": {
            "include": "selectedOtherFields",
            "options": {},
            "fieldToSplitOut": "data",
            "fieldsToInclude": "system_prompt"
          },
          "typeVersion": 1
        },
        {
          "id": "caddd26c-ee84-455f-8ee6-aecf21536930",
          "name": "Reshape",
          "type": "n8n-nodes-base.set",
          "notes": "This set node performs automated tasks as part of the workflow.",
          "position": [
            2060,
            480
          ],
          "parameters": {
            "mode": "raw",
            "include": "selected",
            "options": {},
            "jsonOutput": "={ \"data\" : {{ Object.entries($json).filter(([key]) => key !== \"system_prompt\").map(([key, value]) => ({ step: key, instruction: value })) }}\n}",
            "includeFields": "system_prompt",
            "includeOtherFields": true
          },
          "typeVersion": 3.4
        },
        {
          "id": "bd244988-d074-42f3-af42-960e5aa1d35d",
          "name": "Sticky Note1",
          "type": "n8n-nodes-base.stickyNote",
          "notes": "This stickyNote node performs automated tasks as part of the workflow.",
          "position": [
            1840,
            400
          ],
          "parameters": {
            "width": 540,
            "height": 240,
            "content": "# An array of prompts here"
          },
          "typeVersion": 1
        },
        {
          "id": "7e9e5287-8d4e-43a9-b8cf-ae26a177bfbb",
          "name": "Anthropic Chat Model4",
          "type": "n8n-nodes-base.noOp",
          "notes": "This lmChatAnthropic node performs automated tasks as part of the workflow.",
          "position": [
            2600,
            600
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "claude-3-7-sonnet-20250219",
              "cachedResultName": "Claude 3.7 Sonnet"
            },
            "options": {
              "thinking": false,
              "temperature": 0.5
            }
          },
          "credentials": {
            "anthropicApi": {
              "id": "cJno7gKlYez56WtP",
              "name": "Anthropic account"
            }
          },
          "typeVersion": 1.3
        },
        {
          "id": "47816a45-b906-47ef-9510-c63867bfc8b7",
          "name": "Merge2",
          "type": "n8n-nodes-base.merge",
          "notes": "This merge node performs automated tasks as part of the workflow.",
          "position": [
            1860,
            1120
          ],
          "parameters": {
            "mode": "combine",
            "options": {},
            "combineBy": "combineAll"
          },
          "typeVersion": 3
        },
        {
          "id": "e63b89a1-c2ca-4ed2-ae50-e3a7b429609c",
          "name": "Sticky Note2",
          "type": "n8n-nodes-base.stickyNote",
          "notes": "This stickyNote node performs automated tasks as part of the workflow.",
          "position": [
            2040,
            1020
          ],
          "parameters": {
            "width": 320,
            "height": 520,
            "content": "## Make sure URL matches\n### ⚠️ Cloud users!\nReplace `{{ $env.WEBHOOK_URL }}` \nwith your n8n instance URL"
          },
          "typeVersion": 1
        },
        {
          "id": "7b99df1a-bf6c-4cf1-b58a-346873136715",
          "name": "Basic LLM Chain4",
          "type": "n8n-nodes-base.noOp",
          "notes": "This chainLlm node performs automated tasks as part of the workflow.",
          "position": [
            2440,
            1300
          ],
          "parameters": {
            "text": "={{ $json.body.userprompt }}\n\nHere's page data:\n~~~~\n{{ $json.body.markdown }}\n~~~~",
            "promptType": "define"
          },
          "typeVersion": 1.5
        },
        {
          "id": "6f6e0667-5164-4b65-a796-1d2112c7c072",
          "name": "Split Out1",
          "type": "n8n-nodes-base.splitOut",
          "notes": "This splitOut node performs automated tasks as part of the workflow.",
          "position": [
            1680,
            1340
          ],
          "parameters": {
            "options": {},
            "fieldToSplitOut": "userprompt"
          },
          "typeVersion": 1
        },
        {
          "id": "9dfd2145-2427-4131-92d2-99aca620217f",
          "name": "Anthropic Chat Model5",
          "type": "n8n-nodes-base.noOp",
          "notes": "This lmChatAnthropic node performs automated tasks as part of the workflow.",
          "position": [
            2420,
            1460
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "claude-3-7-sonnet-20250219",
              "cachedResultName": "Claude 3.7 Sonnet"
            },
            "options": {
              "thinking": false,
              "temperature": 0.5
            }
          },
          "credentials": {
            "anthropicApi": {
              "id": "cJno7gKlYez56WtP",
              "name": "Anthropic account"
            }
          },
          "typeVersion": 1.3
        },
        {
          "id": "616fc635-107d-4929-b9d6-4ccd34e42909",
          "name": "Webhook",
          "type": "n8n-nodes-base.webhook",
          "notes": "This webhook node performs automated tasks as part of the workflow.",
          "position": [
            2140,
            1400
          ],
          "webhookId": "58d2b899-e09c-45bf-b59b-961a5d7a2470",
          "parameters": {
            "path": "58d2b899-e09c-45bf-b59b-961a5d7a2470",
            "options": {},
            "httpMethod": "POST",
            "responseMode": "lastNode"
          },
          "typeVersion": 2
        },
        {
          "id": "c863252b-f8b6-4704-be4e-a69d3005a85a",
          "name": "CONNECT ME",
          "type": "n8n-nodes-base.noOp",
          "notes": "This noOp node performs automated tasks as part of the workflow.",
          "position": [
            1240,
            -220
          ],
          "parameters": {},
          "typeVersion": 1
        },
        {
          "id": "90ab4402-cbea-4441-9097-558ec72e5d38",
          "name": "CONNECT ME1",
          "type": "n8n-nodes-base.noOp",
          "notes": "This noOp node performs automated tasks as part of the workflow.",
          "position": [
            1280,
            340
          ],
          "parameters": {},
          "typeVersion": 1
        },
        {
          "id": "1c04650f-8043-496f-aeab-866e85548f9d",
          "name": "CONNECT ME2",
          "type": "n8n-nodes-base.noOp",
          "notes": "This noOp node performs automated tasks as part of the workflow.",
          "position": [
            1280,
            1100
          ],
          "parameters": {},
          "typeVersion": 1
        },
        {
          "id": "4097f12d-eba7-477a-9152-da5eb8c9aa03",
          "name": "Sticky Note3",
          "type": "n8n-nodes-base.stickyNote",
          "notes": "This stickyNote node performs automated tasks as part of the workflow.",
          "position": [
            960,
            -300
          ],
          "parameters": {
            "color": 5,
            "width": 1980,
            "height": 440,
            "content": "# 1 - Naive Chaining\n### PROs:\n- Easy to setup\n- Beginner-friendly\n\n### CONs\n- Not scalable\n- Hard to maintain long chains\n- SLOOOW!"
          },
          "typeVersion": 1
        },
        {
          "id": "ce806bc6-a57e-47da-bbba-4698c3956022",
          "name": "Sticky Note4",
          "type": "n8n-nodes-base.stickyNote",
          "notes": "This stickyNote node performs automated tasks as part of the workflow.",
          "position": [
            960,
            240
          ],
          "parameters": {
            "color": 5,
            "width": 2160,
            "height": 660,
            "content": "# 2 - Iterative Agent Processing\n\n### PROs:\n- Scalable\n- All inputs & outputs in a single node\n- Supports Agent memory\n\n### CONs\n- Still Slow!"
          },
          "typeVersion": 1
        },
        {
          "id": "49c4507f-de1e-422b-8058-db82668614d3",
          "name": "Sticky Note5",
          "type": "n8n-nodes-base.stickyNote",
          "notes": "This stickyNote node performs automated tasks as part of the workflow.",
          "position": [
            960,
            1000
          ],
          "parameters": {
            "color": 5,
            "width": 1880,
            "height": 600,
            "content": "# 3 - Parallel Processing\n\n### PROs:\n- Scalable\n- All inputs & outputs in a single place\n- FAST!\n\n### CONs\n- Independent requests\n  (no Agent memory)"
          },
          "typeVersion": 1
        },
        {
          "id": "c30b8132-9291-4855-89ec-6a98bcee8247",
          "name": "Sticky Note6",
          "type": "n8n-nodes-base.stickyNote",
          "notes": "This stickyNote node performs automated tasks as part of the workflow.",
          "position": [
            1420,
            1260
          ],
          "parameters": {
            "width": 400,
            "height": 240,
            "content": "# Array of prompts here"
          },
          "typeVersion": 1
        },
        {
          "id": "4c1b5816-7393-47f6-8a88-008d8deea119",
          "name": "Initial prompts1",
          "type": "n8n-nodes-base.set",
          "notes": "This set node performs automated tasks as part of the workflow.",
          "position": [
            1460,
            1340
          ],
          "parameters": {
            "options": {},
            "assignments": {
              "assignments": [
                {
                  "id": "ed7f1cc6-99d3-481c-b5fb-d9900d6ee0f6",
                  "name": "userprompt",
                  "type": "array",
                  "value": "=[\n\"What is on this page?\",\n\"List all authors on this page\",\n\"List all posts on this page\",\n\"Make a bold funny joke based on the content on this page\"\n]"
                }
              ]
            }
          },
          "typeVersion": 3.4
        },
        {
          "id": "8248a20f-1f90-42b0-8167-7ddcc90242a2",
          "name": "LLM Chain - Step 1",
          "type": "n8n-nodes-base.noOp",
          "notes": "This chainLlm node performs automated tasks as part of the workflow.",
          "position": [
            1500,
            -220
          ],
          "parameters": {
            "text": "={{ $('Markdown').first().json.markdown }}",
            "messages": {
              "messageValues": [
                {
                  "message": "What is on this page?"
                }
              ]
            },
            "promptType": "define"
          },
          "typeVersion": 1.6
        },
        {
          "id": "3788b23b-ccdc-4326-8ce0-1e57934d23bd",
          "name": "LLM Chain - Step 2",
          "type": "n8n-nodes-base.noOp",
          "notes": "This chainLlm node performs automated tasks as part of the workflow.",
          "position": [
            1860,
            -220
          ],
          "parameters": {
            "text": "={{ $('Markdown').first().json.markdown }}",
            "messages": {
              "messageValues": [
                {
                  "message": "List all authors on this page"
                }
              ]
            },
            "promptType": "define"
          },
          "typeVersion": 1.6
        },
        {
          "id": "89e69a39-bf13-4599-8ddc-a01c4590fb9c",
          "name": "LLM Chain - Step 3",
          "type": "n8n-nodes-base.noOp",
          "notes": "This chainLlm node performs automated tasks as part of the workflow.",
          "position": [
            2220,
            -220
          ],
          "parameters": {
            "text": "={{ $('Markdown').first().json.markdown }}",
            "messages": {
              "messageValues": [
                {
                  "message": "List all posts on this page"
                }
              ]
            },
            "promptType": "define"
          },
          "typeVersion": 1.6
        },
        {
          "id": "7e395991-9404-490e-8946-0da8f81e7243",
          "name": "LLM Chain - Step 4",
          "type": "n8n-nodes-base.noOp",
          "notes": "This chainLlm node performs automated tasks as part of the workflow.",
          "position": [
            2580,
            -220
          ],
          "parameters": {
            "text": "={{ $('Markdown').first().json.markdown }}",
            "messages": {
              "messageValues": [
                {
                  "message": "Make a bold funny joke based on the content on this page"
                }
              ]
            },
            "promptType": "define"
          },
          "typeVersion": 1.6
        },
        {
          "id": "efb8d836-8a4a-4a70-baed-4a9b77461aca",
          "name": "All LLM steps here - sequentially",
          "type": "n8n-nodes-base.noOp",
          "notes": "This agent node performs automated tasks as part of the workflow.",
          "position": [
            2640,
            440
          ],
          "parameters": {
            "text": "={{ $json.markdown || \"\" }}\n{{ `Your task: ${$json.data.step}. ${$json.data.instruction}` }}",
            "options": {
              "systemMessage": "={{ $json.system_prompt }}"
            },
            "promptType": "define"
          },
          "typeVersion": 1.8
        },
        {
          "id": "926b1705-a24c-4659-bf61-8ed97ade7290",
          "name": "LLM steps - parallel",
          "type": "n8n-nodes-base.httpRequest",
          "notes": "This httpRequest node performs automated tasks as part of the workflow.",
          "position": [
            2140,
            1240
          ],
          "parameters": {
            "url": "{{ $env.BASE_URL }}",
            "method": "POST",
            "options": {},
            "jsonBody": "={{ $json }}",
            "sendBody": true,
            "specifyBody": "json"
          },
          "typeVersion": 4.2
        },
        {
          "id": "7748574b-1abd-4697-9644-db8bb79fb08d",
          "name": "Merge output with initial prompts",
          "type": "n8n-nodes-base.merge",
          "notes": "This merge node performs automated tasks as part of the workflow.",
          "position": [
            2440,
            1140
          ],
          "parameters": {
            "mode": "combine",
            "options": {},
            "combineBy": "combineByPosition"
          },
          "typeVersion": 3.1
        },
        {
          "id": "b207d83b-ecda-4a9f-af78-cfbb2253c119",
          "name": "Merge output with initial prompts1",
          "type": "n8n-nodes-base.merge",
          "notes": "This merge node performs automated tasks as part of the workflow.",
          "position": [
            3000,
            380
          ],
          "parameters": {
            "mode": "combine",
            "options": {},
            "combineBy": "combineByPosition"
          },
          "typeVersion": 3.1
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