Generate SEO-optimized blog content with Gemini and Scrapeless: n8n workflow

Generate SEO-optimized blog content with Gemini and Scrapeless

Started by someone opening a chat with it, and works across Pinecone. It puts Gemini behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 24 steps, 1 loop or waits: large, and worth reading before you trust it with anything live.

LargeCalls a model: GeminiRetrieval

The flow

Starts it 2Model 11Logic 7Service 4

The steps in the order they run, from what starts it.

1When clicking ‘Execute workflow’Manual triggerStarts it
2Recursive Character Text SplitterText Splitter Recursive Character Text SplitterModel
3When chat message receivedChat triggerStarts it
4Window Buffer MemoryMemory Buffer WindowModel
5Embeddings Google Gemini3Embeddings Google GeminiModel
6Google Gemini Chat Model3Lm Chat Google GeminiModel
7Google Gemini Chat Model1Lm Chat Google GeminiModel
8Embeddings Google GeminiEmbeddings Google GeminiModel
9Crawl all BlogsScrapelessService
10Edit Fields1SetLogic
11Default Data LoaderDocument Default Data LoaderModel
12Pinecone Vector Store3Vector Store PineconeModel
13AI Agent1AgentModel
14Basic LLM Chain1Chain LlmModel
15Pinecone Vector StoreVector Store PineconeModel
16Parse content and extract informationCodeLogic
17Analyze target keywords on Google SERPScrapelessService
18MarkdownMarkdownLogic
19Split Out the url and textSplit OutLogic
20HTMLHtmlLogic
21Loop Over ItemsSplit In BatchesLogic
22AggregateAggregateLogic
23Scrape detailed contentsScrapelessService
24Convert to FileConvert To FileService

How it's built

Starts on: Someone opening a chat with it
Steps: 24, 1 loop or waits
Size: Large: read it before trusting it with anything live
Connects to: Pinecone
Model: Gemini
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 Pinecone account, and a key for Gemini. You connect your own accounts after importing it; none are included.

What starts it?

It starts on someone opening a chat with it.

Does it use AI?

Yes. It calls Gemini. 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?

Take your time. At 24 steps it is large: read it before trusting it with anything live.

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.

Before you run it

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 24 steps before you point it at anything that matters.