AutomationFlowsWeb Scraping › Context 3 — Crawl a Site → AI Knowledge

Context 3 — Crawl a Site → AI Knowledge

Context 3 — Crawl a Site → AI Knowledge. Uses n8n-nodes-apexapi. Event-driven trigger; 4 nodes.

Event trigger★★☆☆☆ complexity4 nodesN8N Nodes Apexapi
Web Scraping Trigger: Event Nodes: 4 Complexity: ★★☆☆☆ Added:

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": "Context 3 \u2014 Crawl a Site \u2192 AI Knowledge",
  "nodes": [
    {
      "parameters": {},
      "id": "4e6435eebff6",
      "name": "Click 'Test workflow'",
      "type": "n8n-nodes-base.manualTrigger",
      "typeVersion": 1,
      "position": [
        260,
        300
      ]
    },
    {
      "parameters": {
        "operation": "crawl",
        "url": "https://hono.dev/docs/",
        "format": "markdown",
        "crawlLimit": 10,
        "waitForCompletion": true
      },
      "id": "c2370961a5a8",
      "name": "Read a Site",
      "type": "n8n-nodes-apexapi.apexApiContext",
      "typeVersion": 1,
      "position": [
        520,
        300
      ],
      "credentials": {
        "apexApiApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "resource": "chat",
        "operation": "message",
        "model": "google/gemini-2.5-flash",
        "prompt": "=Based on these page titles from a website, explain in 2-3 sentences what this product/site is about:\n\n{{ ($json.pages || []).map(p => p.title).join('\\n') }}",
        "options": {}
      },
      "id": "65d39db17518",
      "name": "Describe the site",
      "type": "n8n-nodes-apexapi.apexApi",
      "typeVersion": 1,
      "position": [
        820,
        300
      ],
      "credentials": {
        "apexApiApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "content": "### \ud83d\udd11 First: get a free ApexApi key\nThis workflow calls ApexApi, so you need a key (no card required):\n**https://apexapi.dev/?ref=n8n-context-crawl-site**\nThen in n8n add it as the **ApexApi account** credential \u2014 every ApexApi node in this workflow uses it.\n\n---\n\n## 3 \u00b7 Crawl a Site \u2192 AI Knowledge\n\n**What it does:** crawls a whole website into markdown (capped at 10 pages), then an AI model explains what the site is \u2014 the core 'turn a site into an AI knowledge base' pattern.\n\n**Run it:** click **Test workflow** (async \u2014 a 10-page crawl can take 1\u20132 min). Read the answer in *Describe the site*.\n\n**Make it yours:**\n\u2022 Change the **URL** and **Max Pages** in *Read a Site*.\n\u2022 The full pages are in `pages[]` and at `result_url`.\n\n**Next step:** feed `pages[]` into a **vector store** node to build a real RAG chatbot.",
        "height": 470,
        "width": 460,
        "color": 4
      },
      "id": "5b5cc1d4cc9d",
      "name": "Sticky e1d8e1fdb87d",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        240,
        -60
      ]
    }
  ],
  "connections": {
    "Click 'Test workflow'": {
      "main": [
        [
          {
            "node": "Read a Site",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Read a Site": {
      "main": [
        [
          {
            "node": "Describe the site",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  },
  "settings": {},
  "active": false
}

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.

Pro

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

About this workflow

Context 3 — Crawl a Site → AI Knowledge. Uses n8n-nodes-apexapi. Event-driven trigger; 4 nodes.

Source: https://github.com/apexapi/apexapi-n8n/blob/main/templates/08-context-crawl-site/workflow.json — 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 for sales teams, recruiters, and growth operators who maintain a list of LinkedIn profile URLs in Airtable and want to automatically enrich each record with detailed professional data

Airtable, HTTP Request
Web Scraping

This cutting-edge n8n automation is a powerful social media intelligence gathering tool designed to transform Instagram profile research into a seamless, automated process. By intelligently combining

Form Trigger, HTTP Request, Google Sheets
Web Scraping

HTTP Web Scraper. Uses httpRequest. Event-driven trigger; 4 nodes.

HTTP Request
Web Scraping

Tool - Serper Crawl URL. Uses httpRequest, executeWorkflowTrigger. Event-driven trigger; 3 nodes.

HTTP Request, Execute Workflow Trigger
Web Scraping

Tool - Serper Crawl URL. Uses httpRequest, executeWorkflowTrigger. Event-driven trigger; 3 nodes.

HTTP Request, Execute Workflow Trigger