Automated Job Pipeline Scraper

The workflow JSON

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{
  "name": "Job Pipeline",
  "nodes": [
    {
      "parameters": {},
      "id": "024f52fb-ebed-4ecb-ace3-31a549f3aad1",
      "name": "Start Pipeline",
      "type": "n8n-nodes-base.manualTrigger",
      "typeVersion": 1,
      "position": [
        -368,
        -48
      ]
    },
    {
      "parameters": {
        "command": "py -3.12 ./jobspy_scraper.py"
      },
      "type": "n8n-nodes-base.executeCommand",
      "typeVersion": 1,
      "position": [
        -176,
        -192
      ],
      "id": "608a1826-8fd5-4a16-a19a-1e137eb1d279",
      "name": "1. Scrape Indeed"
    },
    {
      "parameters": {
        "command": "py -3.12 ./linkedin_scraper.py"
      },
      "type": "n8n-nodes-base.executeCommand",
      "typeVersion": 1,
      "position": [
        -176,
        128
      ],
      "id": "67f87d12-c2a2-4b6a-ae9d-8bf090cfbc06",
      "name": "2. Scrape LinkedIn"
    },
    {
      "parameters": {
        "command": "py -3.12 ./arbeitnow_scraper.py"
      },
      "type": "n8n-nodes-base.executeCommand",
      "typeVersion": 1,
      "position": [
        -176,
        -48
      ],
      "id": "52fffac9-e696-45e1-abd6-06c22461797e",
      "name": "3. Scrape Arbeitnow"
    },
    {
      "parameters": {
        "command": "py -3.12 ./job_filter.py"
      },
      "type": "n8n-nodes-base.executeCommand",
      "typeVersion": 1,
      "position": [
        288,
        -32
      ],
      "id": "f4af04d2-7f41-464e-a980-a03c24035454",
      "name": "4. Filter Jobs"
    },
    {
      "parameters": {
        "command": "py -3.12 ./job_scorer.py"
      },
      "type": "n8n-nodes-base.executeCommand",
      "typeVersion": 1,
      "position": [
        496,
        -32
      ],
      "id": "c664695f-0625-4dcb-a327-42703fc96a5c",
      "name": "5. Score Jobs (DeepSeek)"
    },
    {
      "parameters": {
        "command": "py -3.12 ./cover_letter_generator.py --auto"
      },
      "type": "n8n-nodes-base.executeCommand",
      "typeVersion": 1,
      "position": [
        704,
        -32
      ],
      "id": "c2f4c287-8419-46ae-98e9-68fa21e986c5",
      "name": "6. Submit Cover Letters"
    },
    {
      "parameters": {
        "command": "py -3.12 ./sheets_upload.py"
      },
      "type": "n8n-nodes-base.executeCommand",
      "typeVersion": 1,
      "position": [
        912,
        -32
      ],
      "id": "40505c38-ef7d-4a51-9fec-0c0f51ae8cdc",
      "name": "7. Upload to Sheets"
    },
    {
      "parameters": {
        "numberInputs": 3
      },
      "type": "n8n-nodes-base.merge",
      "typeVersion": 3.2,
      "position": [
        80,
        -48
      ],
      "id": "d58596d5-2041-45be-abe9-603b2f413fbb",
      "name": "Merge"
    }
  ],
  "connections": {
    "Start Pipeline": {
      "main": [
        [
          {
            "node": "1. Scrape Indeed",
            "type": "main",
            "index": 0
          },
          {
            "node": "3. Scrape Arbeitnow",
            "type": "main",
            "index": 0
          },
          {
            "node": "2. Scrape LinkedIn",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "1. Scrape Indeed": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "2. Scrape LinkedIn": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 2
          }
        ]
      ]
    },
    "3. Scrape Arbeitnow": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 1
          }
        ]
      ]
    },
    "4. Filter Jobs": {
      "main": [
        [
          {
            "node": "5. Score Jobs (DeepSeek)",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "5. Score Jobs (DeepSeek)": {
      "main": [
        [
          {
            "node": "6. Submit Cover Letters",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "6. Submit Cover Letters": {
      "main": [
        [
          {
            "node": "7. Upload to Sheets",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Merge": {
      "main": [
        [
          {
            "node": "4. Filter Jobs",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  },
  "active": false,
  "settings": {
    "executionOrder": "v1",
    "binaryMode": "separate",
    "availableInMCP": false
  },
  "versionId": "f7c784b8-f545-4983-9d8a-0bfc280effbf",
  "id": "XDipVurzmI0NDvEU",
  "tags": []
}

About this workflow

Job Pipeline. Uses executeCommand. Event-driven trigger; 9 nodes.

Source: https://github.com/Babak-hasani/job-automation-pipeline/blob/main/n8n/job_pipeline_workflow.json — original creator credit. Request a take-down →

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