Automation library · Chat assistants

Investigate CI/CD incidents in Slack with OpenAI

Started by an event in a connected app, and works across Qdrant and Slack. It puts Gemini and OpenAI 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: Gemini, OpenAIRetrieval

15 stepsMedium: a working afternoon
0Branches: places the flow splits
0Loops or waits
2Services it connects to

The flow

Starts it 1Model 8Logic 5Service 1

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

  1. 1When Executed by Another WorkflowExecute Workflow triggerStarts it
  2. 2GrafanaMcp Client ToolModel
  3. 3DigitalOceanMcp Client ToolModel
  4. 4K8SMcp Client ToolModel
  5. 5Embeddings Google GeminiEmbeddings Google GeminiModel
  6. 6OpenAI Chat ModelLm Chat Open AiModel
  7. 7SlackMcp Client ToolModel
  8. 8ReadIncidentContextCodeLogic
  9. 9AI AgentAgentModel
  10. 10Qdrant Vector StoreVector Store QdrantModel
  11. 11Call 'attachmentsAnalyzer'Execute WorkflowLogic
  12. 12Send a messageSlackService
  13. 13MergeMergeLogic
  14. 14Set: empty attachmentsSetLogic
  15. 15SetVarsSetLogic

How it's built

Starts on
An event in a connected app
Steps
15
Size
Medium: a working afternoon
Connects to
Qdrant, Slack
Model
Gemini, 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 Qdrant and Slack accounts, and a key for Gemini and 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 Gemini and 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. 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.