Turn your website docs into a GPT-4.1-mini support chatbot with MrScraper and Pinecone
UnknownWhat this workflow does
This AI workflow has 16 nodes and runs manually, when you click “Execute workflow”. Along the way it connects Embeddings OpenAI, Pinecone Vector Store, OpenAI Chat Model and Mrscraper (community).
How it runs
Trigger: Manually, when you click “Execute workflow”.
- Mrscraper: map agent
- Extract Url (Code): runs custom JavaScript code
- Batch URLs (Controlled Crawl) (Loop Over Items (Split in Batches)): loops over the items in batches
- Mrscraper: general agent
- Pick Content Field (Code): runs custom JavaScript code
- Chunk Text for Embeddings (Code): runs custom JavaScript code
- Pinecone Vector Store: stores documents in the Pinecone vector store, with embeddings: OpenAI Embeddings (Indexing); document loader: Docs Loader (Chunks → Documents)
- Chat: uses Chat
- Support Chat Agent (AI Agent): runs an AI agent, with model: OpenAI Chat; 1 tool (Pinecone Retriever Tool); memory: Chat Memory (Short)
Services it uses
Scraping pages by hand? Firecrawl is a simpler option (10% off for new users).
Before you upgrade to n8n 3.0
We can't fully verify this one: it relies on 1 community package, and n8n 3.0 turns unverified community packages off by default (N8N_UNVERIFIED_PACKAGES_ENABLED=false).
- Check that n8n-nodes-mrscraper is verified or supports 3.0 (used in MrScraper - Discover URLs (Map Agent), MrScraper - Extract Page Content (General Agent)).
Nodes used (11)
- Manual Trigger
n8n-nodes-base.manualTrigger - Mrscraper
n8n-nodes-mrscraper.mrscraper - Loop Over Items (Split in Batches)
n8n-nodes-base.splitInBatches - Code
n8n-nodes-base.code - Embeddings OpenAI
@n8n/n8n-nodes-langchain.embeddingsOpenAi - Pinecone Vector Store
@n8n/n8n-nodes-langchain.vectorStorePinecone - Simple Memory
@n8n/n8n-nodes-langchain.memoryBufferWindow - AI Agent
@n8n/n8n-nodes-langchain.agent - Default Data Loader
@n8n/n8n-nodes-langchain.documentDefaultDataLoader - OpenAI Chat Model
@n8n/n8n-nodes-langchain.lmChatOpenAi - Chat
@n8n/n8n-nodes-langchain.chat
From the author
Description This n8n template turns any website or documentation portal into a fully functional AI-powered support chatbot — no manual copy-pasting, no static FAQs. It uses MrScraper to crawl and extract your site's content, OpenAI to generate embeddings, and…