Automation library · AI assistants

Chat with Gemini and Qdrant

Started by someone opening a chat with it, and works across Qdrant. It puts Gemini behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 15 steps: a working afternoon to understand properly.

MediumCalls a model: GeminiRetrieval

15 stepsMedium: a working afternoon
0Branches: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 3Model 9Logic 1Service 2

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

  1. 1Upload DocumentForm triggerStarts it
  2. 2Embeddings Google GeminiEmbeddings Google GeminiModel
  3. 3Recursive Character Text SplitterText Splitter Recursive Character Text SplitterModel
  4. 4Delete DocumentForm triggerStarts it
  5. 5When chat message receivedChat triggerStarts it
  6. 6Google Gemini Chat ModelLm Chat Google GeminiModel
  7. 7Simple MemoryMemory Buffer WindowModel
  8. 8Embeddings Google Gemini1Embeddings Google GeminiModel
  9. 9Create fileGroup IndexQdrantService
  10. 10Insert to Vector StoreVector Store QdrantModel
  11. 11Default Data LoaderDocument Default Data LoaderModel
  12. 12Delete from Vector StoreQdrantService
  13. 13Set ContextSetLogic
  14. 14AI AgentAgentModel
  15. 15Knowledge BaseVector Store QdrantModel

How it's built

Starts on
Someone opening a chat with it
Steps
15
Size
Medium: a working afternoon
Connects to
Qdrant
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 Qdrant 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?

Plan an afternoon. 15 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.

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 15 steps before you point it at anything that matters.