Automatic incident analysis grounded in past cases — posted to chat

The scenario receives the alert, checks metrics and system state itself, retrieves similar past incidents and posts an analysis with a suggested fix to chat.

  • The analysis waits for the on-call, not the other way round
  • Similar past incidents are retrieved automatically
  • Checks several sources at once
  • The reply lands right in the alert's thread
MCP Client ToolWebhookQdrant Vector StoreEmbeddings Google Gemini
Connect Qdrant and launchScriptera

How it works

To get Qdrant notifications in Discord, you don't need a developer: a ready-made scenario watches events and sends messages for you.

  1. Starts when: Receive alerts
  2. Then: SetVars
  3. Then: PreProcessAlerts
  4. Then: AI Agent
  5. Then: GetAlertMessages
  6. Then: FindAlert
  7. Then: SendReport
  8. Then: OpenAI Chat Model
  9. Then: K8S mcp
  10. Then: Grafana mcp
  11. Then: Digitalocean MCP
  12. Then: Qdrant Vector Store
  13. Then: Embeddings Google Gemini
  14. Then: Gitlab MCP

You can launch this Qdrant + Discord integration in Scriptera: describe the task in plain words — the scenario is built, launched and monitored for you.

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