{
  "workflow": {
    "id": 2860,
    "name": "AI automated HR workflow for CV analysis and candidate evaluation",
    "views": 63342,
    "recentViews": 5,
    "totalViews": 63342,
    "createdAt": "2025-02-07T12:30:06.464Z",
    "description": "### How it Works\n\nThis workflow automates the process of handling job applications by extracting relevant information from submitted CVs, analyzing the candidate's qualifications against a predefined profile, and storing the results in a Google Sheet. Here’s how it operates:\n\n1. **Data Collection and Extraction**: \n   - The workflow begins with a form submission (`On form submission` node), which triggers the extraction of data from the uploaded CV file using the `Extract from File` node.\n   - Two `informationExtractor` nodes (`Qualifications` and `Personal Data`) are used to parse specific details such as educational background, work history, skills, city, birthdate, and telephone number from the text content of the CV.\n\n2. **Processing and Evaluation**:\n   - A `Merge` node combines the extracted personal and qualification data into a single output.\n   - This merged data is then passed through a `Summarization Chain` that generates a concise summary of the candidate’s profile.\n   - An `HR Expert` chain evaluates the candidate against a desired profile (`Profile Wanted`), assigning a score and providing considerations for hiring.\n   - Finally, all collected and processed data including the evaluation results are appended to a Google Sheets document via the `Google Sheets` node for further review or reporting purposes [[9]].\n\n### Set Up Steps\n\nTo replicate this workflow within your own n8n environment, follow these steps:\n\n1. **Configuration**:\n   - Begin by setting up an n8n instance if you haven't already; you can sign up directly on their website or self-host the application.\n   - Import the provided JSON configuration into your n8n workspace. Ensure that all necessary credentials (e.g., Google Drive, Google Sheets, OpenAI API keys) are correctly configured under the Credentials section since some nodes require external service integrations like Google APIs and OpenAI for language processing tasks.\n\n2. **Customization**:\n   - Adjust the parameters of each node according to your specific requirements. For example, modify the fields in the `formTrigger` node to match what kind of information you wish to collect from applicants.\n   - Customize the prompts given to AI models in nodes like `Qualifications`, `Summarization Chain`, and `HR Expert` so they align with the type of analyses you want performed on the candidates' profiles.\n   - Update the destination settings in the `Google Sheets` node to point towards your own spreadsheet where you would like the final outputs recorded.\n\n---\n\n\n### **Need help customizing?**  \n[Contact me](mailto:info@n3w.it) for consulting and support or add me on [Linkedin](https://www.linkedin.com/in/davideboizza/). ",
    "workflow": {
      "id": "t1P14FvfibKYCh3E",
      "meta": {
        "instanceId": "a4bfc93e975ca233ac45ed7c9227d84cf5a2329310525917adaf3312e10d5462",
        "templateCredsSetupCompleted": true
      },
      "name": "HR-focused automation pipeline with AI",
      "tags": [],
      "nodes": [
        {
          "id": "b1092f93-502c-4af0-962e-2b69311b92a3",
          "name": "On form submission",
          "type": "n8n-nodes-base.formTrigger",
          "position": [
            -520,
            -200
          ],
          "webhookId": "2a87705d-8ba1-41f1-80ef-85f364ce253e",
          "parameters": {
            "options": {},
            "formTitle": "Send CV",
            "formFields": {
              "values": [
                {
                  "fieldLabel": "Name",
                  "placeholder": "Name",
                  "requiredField": true
                },
                {
                  "fieldType": "email",
                  "fieldLabel": "Email",
                  "placeholder": "Email",
                  "requiredField": true
                },
                {
                  "fieldType": "file",
                  "fieldLabel": "CV",
                  "requiredField": true,
                  "acceptFileTypes": ".pdf"
                }
              ]
            }
          },
          "typeVersion": 2.2
        },
        {
          "id": "77edfe2a-4c6a-48c8-8dc9-b275491be090",
          "name": "Extract from File",
          "type": "n8n-nodes-base.extractFromFile",
          "position": [
            -160,
            -200
          ],
          "parameters": {
            "options": {},
            "operation": "pdf",
            "binaryPropertyName": "CV"
          },
          "typeVersion": 1
        },
        {
          "id": "ebf2e194-3515-4c0a-8745-790b63bf336f",
          "name": "Qualifications",
          "type": "@n8n/n8n-nodes-langchain.informationExtractor",
          "position": [
            160,
            -100
          ],
          "parameters": {
            "text": "={{ $json.text }}",
            "options": {
              "systemPromptTemplate": "You are an expert extraction algorithm.\nOnly extract relevant information from the text.\nIf you do not know the value of an attribute asked to extract, you may omit the attribute's value."
            },
            "attributes": {
              "attributes": [
                {
                  "name": "Educational qualification",
                  "required": true,
                  "description": "Summary of your academic career. Focus on your high school and university studies. Summarize in 100 words maximum and also include your grade if applicable."
                },
                {
                  "name": "Job History",
                  "required": true,
                  "description": "Work history summary. Focus on your most recent work experiences. Summarize in 100 words maximum"
                },
                {
                  "name": "Skills",
                  "required": true,
                  "description": "Extract the candidate’s technical skills. What software and frameworks they are proficient in. Make a bulleted list."
                }
              ]
            }
          },
          "typeVersion": 1
        },
        {
          "id": "4f40404c-1d47-4bde-9b4b-16367cf11e4f",
          "name": "Summarization Chain",
          "type": "@n8n/n8n-nodes-langchain.chainSummarization",
          "position": [
            900,
            -220
          ],
          "parameters": {
            "options": {
              "summarizationMethodAndPrompts": {
                "values": {
                  "prompt": "=Write a concise summary of the following:\n\nCity: {{ $json.output.city }}\nBirthdate: {{ $json.output.birthdate }}\nEducational qualification: {{ $json.output[\"Educational qualification\"] }}\nJob History: {{ $json.output[\"Job History\"] }}\nSkills: {{ $json.output.Skills }}\n\nUse 100 words or less. Be concise and conversational.",
                  "combineMapPrompt": "=Write a concise summary of the following:\n\nCity: {{ $json.output.city }}\nBirthdate: {{ $json.output.birthdate }}\nEducational qualification: {{ $json.output[\"Educational qualification\"] }}\nJob History: {{ $json.output[\"Job History\"] }}\nSkills: {{ $json.output.Skills }}\n\nUse 100 words or less. Be concise and conversational."
                }
              }
            }
          },
          "typeVersion": 2
        },
        {
          "id": "9f9c5f16-1dc2-4928-aef8-284daeb6be51",
          "name": "Merge",
          "type": "n8n-nodes-base.merge",
          "position": [
            660,
            -220
          ],
          "parameters": {
            "mode": "combine",
            "options": {},
            "combineBy": "combineAll"
          },
          "typeVersion": 3
        },
        {
          "id": "51bd14cc-2c54-4f72-b162-255f7e277aff",
          "name": "Profile Wanted",
          "type": "n8n-nodes-base.set",
          "position": [
            1300,
            -220
          ],
          "parameters": {
            "options": {},
            "assignments": {
              "assignments": [
                {
                  "id": "a3d049b0-5a70-4e7b-a6f2-81447da5282a",
                  "name": "profile_wanted",
                  "type": "string",
                  "value": "We are a web agency and we are looking for a full-stack web developer who knows how to use PHP, Python and Javascript. He has experience in the sector and lives in Northern Italy."
                }
              ]
            }
          },
          "typeVersion": 3.4
        },
        {
          "id": "4a120e5d-b849-4a29-b7f3-12c653552367",
          "name": "Google Sheets",
          "type": "n8n-nodes-base.googleSheets",
          "position": [
            1960,
            -220
          ],
          "parameters": {
            "columns": {
              "value": {
                "CITY": "={{ $('Merge').item.json.output.city }}",
                "DATA": "={{ $now.format('dd/LL/yyyy') }}",
                "NAME": "={{ $('On form submission').item.json.Nome }}",
                "VOTE": "={{ $json.output.vote }}",
                "EMAIL": "={{ $('On form submission').item.json.Email }}",
                "SKILLS": "={{ $('Merge').item.json.output.Skills }}",
                "TELEFONO": "={{ $('Merge').item.json.output.telephone }}",
                "SUMMARIZE": "={{ $('Summarization Chain').item.json.response.text }}",
                "EDUCATIONAL": "={{ $('Merge').item.json.output[\"Educational qualification\"] }}",
                "JOB HISTORY": "={{ $('Merge').item.json.output[\"Job History\"] }}",
                "DATA NASCITA": "={{ $('Merge').item.json.output.birthdate }}",
                "CONSIDERATION": "={{ $json.output.consideration }}"
              },
              "schema": [
                {
                  "id": "DATA",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "DATA",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "NAME",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "NAME",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "PHONE",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "PHONE",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "CITY",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "CITY",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "EMAIL",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "EMAIL",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "DATA NASCITA",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "DATA NASCITA",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "EDUCATIONAL",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "EDUCATIONAL",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "JOB HISTORY",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "JOB HISTORY",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "SKILLS",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "SKILLS",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "SUMMARIZE",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "SUMMARIZE",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "VOTE",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "VOTE",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "CONSIDERATION",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "CONSIDERATION",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                }
              ],
              "mappingMode": "defineBelow",
              "matchingColumns": [],
              "attemptToConvertTypes": false,
              "convertFieldsToString": false
            },
            "options": {},
            "operation": "append",
            "sheetName": {
              "__rl": true,
              "mode": "list",
              "value": "gid=0",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1ssz5RvN1Hr20Q31pnYnbjCLu1MGBvoLttBAjXunMRQE/edit#gid=0",
              "cachedResultName": "Foglio1"
            },
            "documentId": {
              "__rl": true,
              "mode": "list",
              "value": "1ssz5RvN1Hr20Q31pnYnbjCLu1MGBvoLttBAjXunMRQE",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1ssz5RvN1Hr20Q31pnYnbjCLu1MGBvoLttBAjXunMRQE/edit?usp=drivesdk",
              "cachedResultName": "Ricerca WebDev"
            }
          },
          "credentials": {
            "googleSheetsOAuth2Api": {
              "id": "credential-id",
              "name": "googleSheetsOAuth2Api Credential"
            }
          },
          "typeVersion": 4.5
        },
        {
          "id": "a154d8a5-9f85-45bb-b082-f702c13c3507",
          "name": "Structured Output Parser",
          "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
          "position": [
            1720,
            -20
          ],
          "parameters": {
            "schemaType": "manual",
            "inputSchema": "{\n\t\"type\": \"object\",\n\t\"properties\": {\n\t\t\"vote\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n\t\t\"consideration\": {\n\t\t\t\"type\": \"string\"\n\t\t}\n\t}\n}"
          },
          "typeVersion": 1.2
        },
        {
          "id": "037ac851-7885-4b78-ac75-dfa0ebb6003d",
          "name": "HR Expert",
          "type": "@n8n/n8n-nodes-langchain.chainLlm",
          "position": [
            1560,
            -220
          ],
          "parameters": {
            "text": "=Profilo ricercato:\n{{ $json.profile_wanted }}\n\nCandidato:\n{{ $('Summarization Chain').item.json.response.text }}",
            "messages": {
              "messageValues": [
                {
                  "message": "Sei un esperto HR e devi capire se il candidato è in linea con il profilo ricercato dall'azienda.\n\nDevi dare un voto da 1 a 10 dove 1 significa che il candidato non è in linea con quanto richiesto mentre 10 significa che è il candidato ideale perchè rispecchia in toto il profilo cercato.\n\nInoltre nel campo \"consideration\" motiva il perchè hai dato quel voto. "
                }
              ]
            },
            "promptType": "define",
            "hasOutputParser": true
          },
          "typeVersion": 1.5
        },
        {
          "id": "ed5744c4-df06-4a01-a103-af4dd470d482",
          "name": "Personal Data",
          "type": "@n8n/n8n-nodes-langchain.informationExtractor",
          "position": [
            160,
            -280
          ],
          "parameters": {
            "text": "={{ $json.text }}",
            "options": {
              "systemPromptTemplate": "You are an expert extraction algorithm.\nOnly extract relevant information from the text.\nIf you do not know the value of an attribute asked to extract, you may omit the attribute's value."
            },
            "schemaType": "manual",
            "inputSchema": "{\n\t\"type\": \"object\",\n\t\"properties\": {\n\t\t\"telephone\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n      \"city\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n      \"birthdate\": {\n\t\t\t\"type\": \"string\"\n\t\t}\n\t}\n}"
          },
          "typeVersion": 1
        },
        {
          "id": "181c1249-b05c-4c35-8cac-5f9738cc1fe6",
          "name": "Upload CV",
          "type": "n8n-nodes-base.googleDrive",
          "position": [
            -160,
            -380
          ],
          "parameters": {
            "name": "=CV-{{ $now.format('yyyyLLdd') }}-{{ $json.CV[0].filename }}",
            "driveId": {
              "__rl": true,
              "mode": "list",
              "value": "My Drive"
            },
            "options": {},
            "folderId": {
              "__rl": true,
              "mode": "list",
              "value": "1tzeSpx4D3EAGXa3Wg-gqGbdaUk6LIZTV",
              "cachedResultUrl": "https://drive.google.com/drive/folders/1tzeSpx4D3EAGXa3Wg-gqGbdaUk6LIZTV",
              "cachedResultName": "CV"
            },
            "inputDataFieldName": "CV"
          },
          "credentials": {
            "googleDriveOAuth2Api": {
              "id": "credential-id",
              "name": "googleDriveOAuth2Api Credential"
            }
          },
          "typeVersion": 3
        },
        {
          "id": "d31ee1c4-e4be-41d9-8f36-e6fb797ced8e",
          "name": "OpenAI",
          "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
          "position": [
            920,
            240
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "gpt-4o-mini"
            },
            "options": {}
          },
          "credentials": {
            "openAiApi": {
              "id": "credential-id",
              "name": "openAiApi Credential"
            }
          },
          "typeVersion": 1.2
        },
        {
          "id": "0290cb72-a581-4aff-8b5d-1aa63e0a630f",
          "name": "Sticky Note",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -560,
            -680
          ],
          "parameters": {
            "color": 3,
            "width": 540,
            "content": "## HR Expert \nThis workflow automates the process of handling job applications by extracting relevant information from submitted CVs, analyzing the candidate's qualifications against a predefined profile, and storing the results in a Google Sheet"
          },
          "typeVersion": 1
        },
        {
          "id": "361084ff-9735-4a56-8988-be573391838b",
          "name": "Sticky Note1",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -240,
            -460
          ],
          "parameters": {
            "width": 300,
            "height": 420,
            "content": "The CV is uploaded to Google Drive and converted so that it can be processed\n"
          },
          "typeVersion": 1
        },
        {
          "id": "4b6f004f-c77b-4522-99d4-737a68f6cfac",
          "name": "Sticky Note2",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            120,
            -380
          ],
          "parameters": {
            "width": 360,
            "height": 440,
            "content": "The essential information for evaluating the candidate is collected in two different chains"
          },
          "typeVersion": 1
        },
        {
          "id": "73e11af9-65e3-4fcd-bb99-8a3f212ce9fb",
          "name": "Sticky Note3",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            860,
            -300
          ],
          "parameters": {
            "width": 320,
            "height": 240,
            "content": "Summary of relevant information useful for classifying the candidate"
          },
          "typeVersion": 1
        },
        {
          "id": "606711d1-8e6d-44b3-91ac-c047d8a4054f",
          "name": "Sticky Note4",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1240,
            -300
          ],
          "parameters": {
            "width": 220,
            "height": 240,
            "content": "Characteristics of the profile sought by the company that intends to hire the candidate"
          },
          "typeVersion": 1
        },
        {
          "id": "89c3210c-c599-41dc-97a3-bf8df2beb751",
          "name": "Sticky Note5",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1500,
            -300
          ],
          "parameters": {
            "width": 360,
            "height": 240,
            "content": "Candidate evaluation with vote and considerations of the HR agent relating the profile sought with the candidate's skills"
          },
          "typeVersion": 1
        }
      ],
      "active": false,
      "pinData": {},
      "settings": {
        "executionOrder": "v1"
      },
      "versionId": "594728c0-b842-404d-8810-c6f7f3f4631d",
      "connections": {
        "Merge": {
          "main": [
            [
              {
                "node": "Summarization Chain",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "OpenAI": {
          "ai_languageModel": [
            [
              {
                "node": "Qualifications",
                "type": "ai_languageModel",
                "index": 0
              },
              {
                "node": "Summarization Chain",
                "type": "ai_languageModel",
                "index": 0
              },
              {
                "node": "HR Expert",
                "type": "ai_languageModel",
                "index": 0
              },
              {
                "node": "Personal Data",
                "type": "ai_languageModel",
                "index": 0
              }
            ]
          ]
        },
        "HR Expert": {
          "main": [
            [
              {
                "node": "Google Sheets",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Upload CV": {
          "main": [
            []
          ]
        },
        "Personal Data": {
          "main": [
            [
              {
                "node": "Merge",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Profile Wanted": {
          "main": [
            [
              {
                "node": "HR Expert",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Qualifications": {
          "main": [
            [
              {
                "node": "Merge",
                "type": "main",
                "index": 1
              }
            ]
          ]
        },
        "Extract from File": {
          "main": [
            [
              {
                "node": "Qualifications",
                "type": "main",
                "index": 0
              },
              {
                "node": "Personal Data",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "On form submission": {
          "main": [
            [
              {
                "node": "Extract from File",
                "type": "main",
                "index": 0
              },
              {
                "node": "Upload CV",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Summarization Chain": {
          "main": [
            [
              {
                "node": "Profile Wanted",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Structured Output Parser": {
          "ai_outputParser": [
            [
              {
                "node": "HR Expert",
                "type": "ai_outputParser",
                "index": 0
              }
            ]
          ]
        }
      }
    },
    "lastUpdatedBy": 29,
    "workflowInfo": {
      "nodeCount": 18,
      "nodeTypes": {
        "n8n-nodes-base.set": {
          "count": 1
        },
        "n8n-nodes-base.merge": {
          "count": 1
        },
        "n8n-nodes-base.stickyNote": {
          "count": 6
        },
        "n8n-nodes-base.formTrigger": {
          "count": 1
        },
        "n8n-nodes-base.googleDrive": {
          "count": 1
        },
        "n8n-nodes-base.googleSheets": {
          "count": 1
        },
        "n8n-nodes-base.extractFromFile": {
          "count": 1
        },
        "@n8n/n8n-nodes-langchain.chainLlm": {
          "count": 1
        },
        "@n8n/n8n-nodes-langchain.lmChatOpenAi": {
          "count": 1
        },
        "@n8n/n8n-nodes-langchain.chainSummarization": {
          "count": 1
        },
        "@n8n/n8n-nodes-langchain.informationExtractor": {
          "count": 2
        },
        "@n8n/n8n-nodes-langchain.outputParserStructured": {
          "count": 1
        }
      }
    },
    "status": "published",
    "user": {
      "name": "Davide",
      "username": "n3witalia",
      "bio": "Full-stack Web Developer based in Italy specialising in Marketing & AI-powered automations. For business enquiries, send me an email at info@n3w.it or add me on Linkedin.com/in/davideboizza",
      "verified": true,
      "links": [
        "https://n3w.it"
      ],
      "avatar": "https://gravatar.com/avatar/d41b8a0aa81139243509c58870f5b4be292824a507ab57d10ed066d8628ed8da?r=pg&d=retro&size=200"
    },
    "nodes": [
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        },
        "displayName": "Google Drive",
        "typeVersion": 3,
        "nodeCategories": [
          {
            "id": 3,
            "name": "Data & Storage"
          }
        ]
      },
      {
        "id": 565,
        "icon": "fa:sticky-note",
        "name": "n8n-nodes-base.stickyNote",
        "codex": {
          "data": {
            "alias": [
              "Comments",
              "Notes",
              "Sticky"
            ],
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers"
              ]
            }
          }
        },
        "group": "[\"input\"]",
        "defaults": {
          "name": "Sticky Note",
          "color": "#FFD233"
        },
        "iconData": {
          "icon": "sticky-note",
          "type": "icon"
        },
        "displayName": "Sticky Note",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 1121,
        "icon": "fa:link",
        "name": "@n8n/n8n-nodes-langchain.chainSummarization",
        "codex": {
          "data": {
            "alias": [
              "LangChain"
            ],
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainsummarization/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Chains",
                "Root Nodes"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Summarization Chain",
          "color": "#909298"
        },
        "iconData": {
          "icon": "link",
          "type": "icon"
        },
        "displayName": "Summarization Chain",
        "typeVersion": 2,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1123,
        "icon": "fa:link",
        "name": "@n8n/n8n-nodes-langchain.chainLlm",
        "codex": {
          "data": {
            "alias": [
              "LangChain"
            ],
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Chains",
                "Root Nodes"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Basic LLM Chain",
          "color": "#909298"
        },
        "iconData": {
          "icon": "link",
          "type": "icon"
        },
        "displayName": "Basic LLM Chain",
        "typeVersion": 2,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1153,
        "icon": "file:openAiLight.svg",
        "name": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
        "codex": {
          "data": {
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.lmchatopenai/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Language Models",
                "Root Nodes"
              ],
              "Language Models": [
                "Chat Models (Recommended)"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "OpenAI Chat Model"
        },
        "iconData": {
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        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
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        "id": 1179,
        "icon": "fa:code",
        "name": "@n8n/n8n-nodes-langchain.outputParserStructured",
        "codex": {
          "data": {
            "alias": [
              "json",
              "zod"
            ],
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Output Parsers"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Structured Output Parser"
        },
        "iconData": {
          "icon": "code",
          "type": "icon"
        },
        "displayName": "Structured Output Parser",
        "typeVersion": 1,
        "nodeCategories": [
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            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1225,
        "icon": "file:form.svg",
        "name": "n8n-nodes-base.formTrigger",
        "codex": {
          "data": {
            "alias": [
              "table",
              "submit",
              "post"
            ],
            "resources": {
              "generic": [],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.formtrigger/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Other Trigger Nodes"
              ]
            }
          }
        },
        "group": "[\"trigger\"]",
        "defaults": {
          "name": "On form submission"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
        },
        "displayName": "n8n Form Trigger",
        "typeVersion": 3,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 1235,
        "icon": "file:extractFromFile.svg",
        "name": "n8n-nodes-base.extractFromFile",
        "codex": {
          "data": {
            "alias": [
              "CSV",
              "Spreadsheet",
              "Excel",
              "xls",
              "xlsx",
              "ods",
              "tabular",
              "decode",
              "decoding",
              "Move Binary Data",
              "Binary",
              "File",
              "PDF",
              "JSON",
              "HTML",
              "ICS",
              "iCal",
              "txt",
              "Text",
              "RTF",
              "XML",
              "64",
              "Base64",
              "Convert"
            ],
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.extractfromfile/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Files",
                "Data Transformation"
              ]
            }
          }
        },
        "group": "[\"input\"]",
        "defaults": {
          "name": "Extract from File"
        },
        "iconData": {
          "type": "file",
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        "displayName": "Extract from File",
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        "nodeCategories": [
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            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 1273,
        "icon": "fa:project-diagram",
        "name": "@n8n/n8n-nodes-langchain.informationExtractor",
        "codex": {
          "data": {
            "alias": [
              "NER",
              "parse",
              "parsing",
              "JSON",
              "data extraction",
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            ],
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.information-extractor/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Chains",
                "Root Nodes"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Information Extractor"
        },
        "iconData": {
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        "displayName": "Information Extractor",
        "typeVersion": 1,
        "nodeCategories": [
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            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      }
    ],
    "categories": [
      {
        "id": 17,
        "name": "HR"
      },
      {
        "id": 49,
        "name": "AI Summarization"
      }
    ],
    "image": []
  }
}