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🤖 n8n Workflows Scraper

Automating your business logic or building complex AI workflows from scratch can be a daunting task. This scraper simplifies that by extracting pre-built, free workflow templates directly from the n8n template library.

Simply choose a category and sort order, and the scraper will navigate n8n's library to extract not only the metadata of each workflow but the full, raw JSON configuration!

💡 Perfect for...

• AI Agents & Builders: Feed thousands of real-world workflow configurations to LLMs to train AI agents on how to construct, link, and mimic complex automation pipelines.
• Automation Engineers: Quickly discover, download, and analyze how other professionals are solving automation challenges using n8n.
• RAG Systems: Build a Retrieval-Augmented Generation database of automation nodes, structures, and use cases to help users troubleshoot or design their own pipelines.
• Market Research: Analyze the most popular automation trends—which nodes are used most frequently in "AI RAG" vs "CRM" vs "DevOps"?

✨ Why you'll love this scraper

• 🎯 Raw JSON Extraction: We use headless browser automation to explicitly copy the exact raw workflow JSON that you can instantly import into your own n8n instance.
• ⚙️ Category Filtering: Pinpoint exactly what you're looking for by selecting from 20+ specialized categories like AI Chatbot, Lead Generation, SecOps, or Crypto Trading.
• 🆓 100% Free Templates Only: The scraper automatically skips any paid/premium templates and focuses exclusively on workflows with a price of 0, guaranteeing you get immediately usable data.
• 🚀 Concurrent Processing: The scraper handles listing extraction and deep-page JSON clipboard extraction efficiently in parallel.

📦 What's inside the data?

For every workflow extracted, you will get:

• Core Details: id, name, category (the library category you scraped, e.g. AI Chatbot), workflow_url, description, created_at, total_views
• Creator Details: creator_id, creator_name, creator_username, creator_bio, creator_verified
• Pricing: price, purchase_url
• The Engine: workflow_json — The complete, raw JSON object representing the nodes, connections, and metadata of the workflow itself.

🛠️ Configuration options

You can customize the scraper's run with the following parameters:

• Category: Pick from an extensive list of use cases (e.g., AI Chatbot, AI RAG, DevOps, HR, Engineering, etc.).
• Sort By: Determine the order of the results:
  • Relevancy
  • Popularity
  • Most recent
• Max Workflows: Set how many workflows you want to scrape (between 20 and 300).

🚀 Quick start

1. Select your desired Category from the dropdown.
2. Choose your Sort by preference.
3. Set your Max Workflows limit.
4. Click Start!
5. Once complete, download your data in JSON format to ensure the nested workflow_json configurations remain perfectly structured.

Tech details for developers 🧑‍💻

Input Example:

{
"category":"AI Chatbot",
"sort_by":"Popularity",
"max_workflows":50
}

Output Example:

{
"id":"14209",
"name":"Build an omnichannel OTP verification flow",
"category":"AI Chatbot",
"workflow_url":"https://n8n.io/workflows/14209-build-an-omnichannel-otp-verification-flow/",
"total_views":1500,
"price":0,
"purchase_url":null,
"creator_id":102798,
"creator_name":"Yenire",
"creator_username":"yenire",
"creator_bio":"Founder of Swiftline...",
"creator_verified":false,
"description":"Receives user identity data from multiple channels (WhatsApp, Telegram, email)...",
"created_at":"2026-03-20T23:18:52.112Z",
"workflow_json":{
"id":"o5tdn6I0A2mz6lbZ",
"name":"Send advice from three AI personas via LINE, Gemini, and Google Sheets",
"nodes":[
{
"id":"c4365520-63df-4041-93be-00bea975f4ec",
"name":"Sticky Note — Overview",
"type":"n8n-nodes-base.stickyNote",
"position":[-960,16]
}
],
"connections":{
"Set config":{
"main":[
[{"node":"Parse LINE event","type":"main","index":0}]
]
}
}
}
}

Parameters: