AutomationFlowsWeb Scraping › Automate Job Search with AI Cover Letters Using Google Jobs, Remoteok & Gpt-3.5

Automate Job Search with AI Cover Letters Using Google Jobs, Remoteok & Gpt-3.5

ByShelly-Ann Davy @SheCodesFlow on n8n.io

This workflow transforms your job search from a time-consuming daily chore into a fully automated system. Every 24 hours, it searches Google Jobs and RemoteOK for positions matching your criteria, generates unique AI-powered cover letters for each role, and delivers a polished…

Cron / scheduled trigger★★★★☆ complexity17 nodesHTTP RequestEmail Send
Web Scraping Trigger: Cron / scheduled Nodes: 17 Complexity: ★★★★☆ Added:

This workflow corresponds to n8n.io template #8589 — we link there as the canonical source.

This workflow follows the Emailsend → HTTP Request 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 →

Download .json
{
  "name": "Auto-search jobs with AI cover letters",
  "tags": [
    "jobs",
    "ai",
    "automation",
    "career"
  ],
  "nodes": [
    {
      "name": "Sticky Note - Overview",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        240,
        100
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "name": "Sticky Note - Setup",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        680,
        100
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "name": "Schedule",
      "type": "n8n-nodes-base.scheduleTrigger",
      "position": [
        260,
        400
      ],
      "parameters": {},
      "typeVersion": 1.2
    },
    {
      "name": "Settings",
      "type": "n8n-nodes-base.set",
      "position": [
        460,
        400
      ],
      "parameters": {},
      "typeVersion": 3.3
    },
    {
      "name": "Search Google Jobs",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        680,
        340
      ],
      "parameters": {},
      "typeVersion": 4.2
    },
    {
      "name": "Search RemoteOK",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        680,
        460
      ],
      "parameters": {},
      "typeVersion": 4.2
    },
    {
      "name": "Merge",
      "type": "n8n-nodes-base.merge",
      "position": [
        900,
        400
      ],
      "parameters": {},
      "typeVersion": 2.1
    },
    {
      "name": "Process Jobs",
      "type": "n8n-nodes-base.code",
      "position": [
        1100,
        400
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "name": "Check Results",
      "type": "n8n-nodes-base.if",
      "position": [
        1300,
        400
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "name": "No Results Email",
      "type": "n8n-nodes-base.emailSend",
      "position": [
        1500,
        300
      ],
      "parameters": {},
      "typeVersion": 2.1
    },
    {
      "name": "Split Jobs",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
        1500,
        500
      ],
      "parameters": {},
      "typeVersion": 3
    },
    {
      "name": "Extract Job",
      "type": "n8n-nodes-base.code",
      "position": [
        1700,
        500
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "name": "Generate Letter",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        1900,
        500
      ],
      "parameters": {},
      "typeVersion": 4.2
    },
    {
      "name": "Combine Letter",
      "type": "n8n-nodes-base.code",
      "position": [
        2100,
        500
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "name": "Aggregate",
      "type": "n8n-nodes-base.aggregate",
      "position": [
        2300,
        500
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "name": "Format Email",
      "type": "n8n-nodes-base.code",
      "position": [
        2500,
        500
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "name": "Send Email",
      "type": "n8n-nodes-base.emailSend",
      "position": [
        2700,
        500
      ],
      "parameters": {},
      "typeVersion": 2.1
    }
  ],
  "active": false,
  "settings": {
    "executionOrder": "v1"
  },
  "connections": {
    "Merge": {
      "main": [
        [
          {
            "node": "Process Jobs",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Schedule": {
      "main": [
        [
          {
            "node": "Settings",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Settings": {
      "main": [
        [
          {
            "node": "Search Google Jobs",
            "type": "main",
            "index": 0
          },
          {
            "node": "Search RemoteOK",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Aggregate": {
      "main": [
        [
          {
            "node": "Format Email",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Split Jobs": {
      "main": [
        [
          {
            "node": "Extract Job",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Extract Job": {
      "main": [
        [
          {
            "node": "Generate Letter",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Format Email": {
      "main": [
        [
          {
            "node": "Send Email",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Process Jobs": {
      "main": [
        [
          {
            "node": "Check Results",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Check Results": {
      "main": [
        [
          {
            "node": "No Results Email",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "Split Jobs",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Combine Letter": {
      "main": [
        [
          {
            "node": "Aggregate",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Generate Letter": {
      "main": [
        [
          {
            "node": "Combine Letter",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Search RemoteOK": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 1
          }
        ]
      ]
    },
    "Search Google Jobs": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  },
  "triggerCount": 1
}
Pro

For the full experience including quality scoring and batch install features for each workflow upgrade to Pro

About this workflow

This workflow transforms your job search from a time-consuming daily chore into a fully automated system. Every 24 hours, it searches Google Jobs and RemoteOK for positions matching your criteria, generates unique AI-powered cover letters for each role, and delivers a polished…

Source: https://n8n.io/workflows/8589/ — original creator credit. Request a take-down →

More Web Scraping workflows → · Browse all categories →

Related workflows

Workflows that share integrations, category, or trigger type with this one. All free to copy and import.

Web Scraping

This workflow is an improvement of this workflow by Greg Brzezinka.

HTTP Request, Email Send, XML +1
Web Scraping

N8N-Self-Updater. Uses ssh, emailSend, httpRequest. Scheduled trigger; 27 nodes.

Ssh, Email Send, HTTP Request
Web Scraping

> An automated n8n workflow originally built for DigitalOcean-based n8n deployments, but fully compatible with any VPS or cloud hosting (e.g., AWS, Google Cloud, Hetzner, Linode, etc.) where n8n ru

Ssh, Email Send, HTTP Request
Web Scraping

What if you could spot a major sales problem—or a winning campaign—the very next morning, instead of weeks later? Imagine receiving a beautiful, data-rich alert directly in your inbox the moment your

QuickBooks, HTTP Request, Email Send
Web Scraping

Track Changes Of Product Prices. Uses htmlExtract, functionItem, httpRequest, writeBinaryFile. Scheduled trigger; 25 nodes.

Html Extract, Function Item, HTTP Request +5