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Classify and route DevOps chat requests with Mattermost and Claude

Automatically classify and route DevOps requests from your team chat using LLM + on-call calendar lookup.

Live
Open / InstallLast updated July 27, 2026

Description

Automatically classify and route DevOps requests from your team chat using LLM + on-call calendar lookup. What it does This workflow turns your Mattermost channel into a smart DevOps intake system. When someone mentions @devops-duty, the workflow: Receives the message via Mattermost outgoing webhook Classifies the request into one of 8 categories using an LLM Looks up the current on-call engineer from Google Calendar Routes the request through a Switch node based on category Acknowledges in a Mattermost thread with the classification result Categories create_resource - Provision new databases, secrets, services, DNS records incident - Something is broken — production or staging issues question - Information requests, status checks, clarifications ci_cd_error - Build failures, deployment issues, GitHub Actions problems limits - Billing limits, quotas exceeded change_request - Modify existing infrastructure or configuration `code_approve - Code review and merge request approvals other - Anything that doesn't fit above Extending Each Switch output is an independent branch — connect sub-workflows or additional nodes per category. For example: incident → trigger an AI investigation sub-workflow with MCP tools (Kubernetes, Grafana, etc.) create_resource → run a provisioning playbook ci_cd_error → fetch GitHub Actions logs and analyze failures Connect these workflows: incident new_system, modify infrastructure ci_cd_error question. An n8n automation workflow template by Sergei Byvshev.

Author

Sergei Byvshev

Platform

web

Pricing model

free

Categories

Automation
AI

Tags

n8n
workflow
google-calendar
code
ai-agent
qdrant-vector-store
embeddings-google-gemini
openrouter-chat-model
mcp-client-tool

Capabilities

  • 7 nodes
  • 8 views