The flow
Starts it 1Model 6Logic 2Service 2
The steps in the order they run, from what starts it.
- 1OpenAI Chat ModelLm Chat Open AiModel
- 2Start ScrapingManual triggerStarts it
- 3MCP Client to Scrape as HTMLMcp Client ToolService
- 4Conversation MemoryMemory Buffer WindowModel
- 5OpenAI Chat Model1Lm Chat Open AiModel
- 6Structured Output ParserOutput Parser StructuredModel
- 7AI Agent: Generate Scraper InstructionsAgentModel
- 8Input SetupSetLogic
- 9Auto-fixing Output ParserOutput Parser AutofixingModel
- 10Format Data for Google SheetsCodeLogic
- 11Save Leads to Google SheetGoogle SheetsService
How it's built
- Starts on
- An event in a connected app
- Steps
- 11
- Size
- Medium: a working afternoon
- Connects to
- Google Sheets
- Model
- OpenAI
- Retrieval
- Answers are drawn from documents you supply, not from the model alone
Questions
What does it need to run?
An n8n account, plus your own Google Sheets account, and a key for OpenAI. You connect your own accounts after importing it; none are included.
What starts it?
It starts on an event in a connected app.
Does it use AI?
Yes. It calls OpenAI. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.
How long does it take to set up?
Plan an afternoon. 11 steps is enough that you should read each one before running it.
How do I import it?
Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.
Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 11 steps before you point it at anything that matters.