Firecrawl Webscraping

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 →

{
  "updatedAt": "2026-02-05T23:01:07.248Z",
  "createdAt": "2025-12-31T15:39:30.196Z",
  "id": "Viv8vC8grhjGnwIT",
  "name": "Firecrawl_WebScraping",
  "active": false,
  "isArchived": true,
  "nodes": [
    {
      "parameters": {
        "httpMethod": "POST",
        "path": "firecrawl",
        "responseMode": "responseNode",
        "options": {}
      },
      "type": "n8n-nodes-base.webhook",
      "typeVersion": 2.1,
      "position": [
        -288,
        -192
      ],
      "id": "f2994890-4841-40c5-aaa9-6e6f633bf428",
      "name": "Call Firecrawl",
      "disabled": true
    },
    {
      "parameters": {
        "promptType": "define",
        "text": "={{ $json.data.web }}",
        "options": {
          "systemMessage": "You are a blog writer and rewrite the content in a more summaried manner that is clear and concise"
        }
      },
      "type": "@n8n/n8n-nodes-langchain.agent",
      "typeVersion": 3.1,
      "position": [
        224,
        0
      ],
      "id": "2ac2f663-f8ad-4ddb-b3a5-7e6c868da880",
      "name": "AI Agent"
    },
    {
      "parameters": {
        "model": "llama3.1:8b",
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.lmChatOllama",
      "typeVersion": 1,
      "position": [
        80,
        208
      ],
      "id": "739c066e-a0d3-4c1e-b266-725a4f3cb874",
      "name": "Ollama Chat Model",
      "credentials": {
        "ollamaApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "respondWith": "allIncomingItems",
        "options": {}
      },
      "type": "n8n-nodes-base.respondToWebhook",
      "typeVersion": 1.5,
      "position": [
        512,
        -240
      ],
      "id": "6a684d9e-2fc7-4959-8892-12f20f3a2061",
      "name": "Respond to Webhook",
      "disabled": true
    },
    {
      "parameters": {
        "public": true,
        "options": {
          "responseMode": "responseNodes"
        }
      },
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "typeVersion": 1.4,
      "position": [
        -288,
        0
      ],
      "id": "6d728eaf-6b8a-4fab-a43f-24b0c47615c1",
      "name": "When chat message received"
    },
    {
      "parameters": {
        "operation": "search",
        "query": "={{ $json.chatInput }}",
        "requestOptions": {}
      },
      "type": "@mendable/n8n-nodes-firecrawl.firecrawl",
      "typeVersion": 1,
      "position": [
        16,
        0
      ],
      "id": "5ac28d6a-1ec7-4b9f-a4a2-86f0574539c2",
      "name": "Search and optionally scrape search results",
      "credentials": {
        "firecrawlApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "message": "={{ $json.output }}",
        "waitUserReply": false,
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.chat",
      "typeVersion": 1,
      "position": [
        576,
        0
      ],
      "id": "b73d1adb-c80f-4fed-868f-1377be08938a",
      "name": "Respond to Chat",
      "executeOnce": true,
      "retryOnFail": true,
      "alwaysOutputData": true
    }
  ],
  "connections": {
    "Call Firecrawl": {
      "main": [
        []
      ]
    },
    "AI Agent": {
      "main": [
        [
          {
            "node": "Respond to Chat",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Ollama Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "AI Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "Search and optionally scrape search results",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Search and optionally scrape search results": {
      "main": [
        [
          {
            "node": "AI Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  },
  "settings": {
    "executionOrder": "v1",
    "availableInMCP": false
  },
  "staticData": null,
  "meta": {
    "templateCredsSetupCompleted": true
  },
  "versionId": "dcbfff7f-6441-437e-a4f4-8a8460c31306",
  "activeVersionId": null,
  "triggerCount": 1,
  "shared": [
    {
      "updatedAt": "2025-12-31T15:39:30.196Z",
      "createdAt": "2025-12-31T15:39:30.196Z",
      "role": "workflow:owner",
      "workflowId": "Viv8vC8grhjGnwIT",
      "projectId": "aRJv9cLftn98cx8V"
    }
  ],
  "activeVersion": null,
  "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.

• firecrawlApi
• ollamaApi

About this workflow

Firecrawl_WebScraping. Uses agent, lmChatOllama, chatTrigger, @mendable/n8n-nodes-firecrawl. Webhook trigger; 7 nodes.

Source: https://github.com/aboalrejal-ai/n8n-workflows/blob/main/workflows/Agent/2645_Agent_FirecrawlWebscraping_Webhook.json — original creator credit. Request a take-down →

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