Automation library · Data collection

Scrape query from Serper API than add Airtable and ZEP

Started by an event in a connected app, and works across Airtable. It puts a language model behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 43 steps, 2 branches, 6 loops or waits: large, and worth reading before you trust it with anything live.

LargeCalls a modelRetrieval

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43 stepsLarge: read it before trusting it with anything live
2Branches: places the flow splits
6Loops or waits
1Service it connects to

The flow

Starts it 1Model 17Logic 16Service 9

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

  1. 1On new manual Chat MessageManual Chat triggerStarts it
  2. 2Embeddings HuggingFace InferenceEmbeddings Hugging Face InferenceModel
  3. 3Token SplitterText Splitter Token SplitterModel
  4. 4Embeddings HuggingFace Inference1Embeddings Hugging Face InferenceModel
  5. 5Token Splitter1Text Splitter Token SplitterModel
  6. 6Embeddings HuggingFace Inference2Embeddings Hugging Face InferenceModel
  7. 7Token Splitter2Text Splitter Token SplitterModel
  8. 8Embeddings HuggingFace Inference3Embeddings Hugging Face InferenceModel
  9. 9Token Splitter3Text Splitter Token SplitterModel
  10. 10IFIfLogic
  11. 11Zep Insert sitelinks recordsVector Store ZepModel
  12. 12Default Data LoaderDocument Default Data LoaderModel
  13. 13Insert Records ZEP Vector peopleAlsoAskVector Store ZepModel
  14. 14peopleAlsoAsk Data LoaderDocument Default Data LoaderModel
  15. 15Zep Vector Store2Vector Store ZepModel
  16. 16organicSearch Data LoaderDocument Default Data LoaderModel
  17. 17Insert Records ZEP Vector relatedSearchVector Store ZepModel
  18. 18relatedSearch Data LoaderDocument Default Data LoaderModel
  19. 19Add record Chat InputAirtableService
  20. 20Loop Over SitelinksSplit In BatchesLogic
  21. 21Loop Over ItemsSplit In BatchesLogic
  22. 22Loop organicSearchSplit In BatchesLogic
  23. 23HTTP RequestHttp RequestService
  24. 24AI AgentAgentModel
  25. 25Add Record Sitelinks TableAirtableService
  26. 26Add records peopleAlsoAskAirtableService
  27. 27Add Record organicSearchAirtableService
  28. 28Split Out Organic Search ResultsSplit OutLogic
  29. 29Split Out peopleAlsoAsk FieldsSplit OutLogic
  30. 30Split Out relatedSearchesSplit OutLogic
  31. 31Split Out organicSearchSplit OutLogic
  32. 32Wait1WaitLogic
  33. 33WaitWaitLogic
  34. 34Wait2WaitLogic
  35. 35Edit FieldsSetLogic
  36. 36Aggregate relatedSearches keywordsAggregateLogic
  37. 37PATCH connections Airtable Chat Input RecordsHttp RequestService
  38. 38PATCH connections Airtable Chat Input Records peopleAlsoAskHttp RequestService
  39. 39PATCH connections Airtable Chat Input Records organicSearchHttp RequestService
  40. 40Exclude Youtube LinksFilterLogic
  41. 41Add Records relatedSearchesAirtableService
  42. 42IF sitelinks not emptyIfLogic
  43. 43Split Out SitelinksSplit OutLogic

How it's built

Starts on
An event in a connected app
Steps
43, with 2 branches, 6 loops or waits
Size
Large: read it before trusting it with anything live
Connects to
Airtable
Model
A language model, family not declared
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 Airtable account, and a key for a language model. 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 a language model. 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 43 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 43 steps before you point it at anything that matters.