Automation library · Research and reporting

Vector database as a big data analysis tool for AI agents [2/3

Started by an event in a connected app. It calls services over plain HTTP rather than through connectors. 26 steps: large, and worth reading before you trust it with anything live.

Large

Download free
26 stepsLarge: read it before trusting it with anything live
0Branches: places the flow splits
0Loops or waits
0Services by connector: it calls them over plain HTTP

The flow

Starts it 1Logic 13Service 12

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

  1. 1When clicking ‘Test workflow’Manual triggerStarts it
  2. 2Qdrant cluster variablesSetLogic
  3. 3Medoids VariablesSetLogic
  4. 4Text Medoids VariablesSetLogic
  5. 5Total Points in CollectionHttp RequestService
  6. 6Textual (visual) crop descriptionsSetLogic
  7. 7Crop CountsHttp RequestService
  8. 8Split Out1Split OutLogic
  9. 9Info About Crop ClustersSetLogic
  10. 10MergeMergeLogic
  11. 11Split OutSplit OutLogic
  12. 12Embed textHttp RequestService
  13. 13Cluster Distance MatrixHttp RequestService
  14. 14Get Medoid by TextHttp RequestService
  15. 15Scipy Sparse MatrixCodeLogic
  16. 16Set text medoid idHttp RequestService
  17. 17Prepare for Searching Threshold1SetLogic
  18. 18Set medoid idHttp RequestService
  19. 19Get Medoid VectorHttp RequestService
  20. 20Searching Text Medoid ScoreHttp RequestService
  21. 21Prepare for Searching ThresholdSetLogic
  22. 22Threshold Score1SetLogic
  23. 23Searching ScoreHttp RequestService
  24. 24Set text medoid threshold scoreHttp RequestService
  25. 25Threshold ScoreSetLogic
  26. 26Set medoid threshold scoreHttp RequestService

How it's built

Starts on
An event in a connected app
Steps
26
Size
Large: read it before trusting it with anything live
Connects to
Nothing by connector; it calls services over plain HTTP
Model
None. This is plumbing, not judgement

Questions

What does it need to run?

An n8n account. 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?

No. Every step is fixed logic or a call to a service, so it does the same thing every time.

How long does it take to set up?

Take your time. At 26 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 26 steps before you point it at anything that matters.