AI DevOps Quick Start Guide
Not sure where to start? This guide maps the landscape and recommends tools by role.
AI DevOps Landscape at a Glance
| Layer |
Open Source |
Commercial |
CNCF Projects |
| Coding Agents |
Aider, Cline, Continue |
Claude Code, Cursor, Copilot |
- |
| Kubernetes |
K8sGPT, kubectl-ai, Headlamp |
Komodor, Robusta |
K8sGPT, Kagent, KAITO |
| IaC and Terraform |
OpenTofu, Infracost, Checkov |
Spacelift, Env0, Firefly |
- |
| Incident Response |
HolmesGPT, IncidentFox, Tracecat |
Rootly, PagerDuty AIOps |
HolmesGPT |
| Monitoring |
Grafana, Prometheus |
Datadog, Dynatrace, Splunk |
Prometheus |
| Security |
Trivy, Falco, Checkov, Semgrep |
Snyk, Wiz, Prisma Cloud |
Falco |
| Cost and FinOps |
OpenCost, Kubecost |
CAST AI, Vantage, CloudZero |
OpenCost |
| MCP Servers |
MCP Reference, Kubernetes MCP |
AWS MCP, GitHub MCP |
- |
| CI/CD |
ArgoCD, Tekton, Dagger |
GitLab Duo, Harness |
ArgoCD, Tekton |
| Platform Engineering |
Backstage, Kratix |
Port, Humanitec, Cortex |
Backstage |
| GitOps |
Flux, Kustomize, Helm |
Weave GitOps, Codefresh |
Flux, Helm |
| Chaos Engineering |
Chaos Mesh, Litmus |
Gremlin, Steadybit |
Chaos Mesh, Litmus |
Quick Start by Role
DevOps Engineer Starting with AI
- Daily IaC work: Start with Claude Code or GitHub Copilot for writing Terraform, Kubernetes manifests, and Dockerfiles.
- Cluster troubleshooting: Add K8sGPT to scan clusters and explain issues in plain English.
- Cost visibility: Use Infracost for cost estimates in Terraform PRs.
SRE Focused on Reliability
- Incident investigation: HolmesGPT combines observability telemetry with LLM reasoning for root cause analysis.
- Observability: Grafana AI provides AI-assisted query generation and SRE agents.
- Resilience testing: Chaos Mesh for fault injection in Kubernetes.
- Developer portal: Backstage for service catalogs and templates.
- GitOps delivery: ArgoCD for continuous deployment to Kubernetes.
- Continuous reconciliation: Flux for automated image updates and Helm releases.
Security Engineer
- Vulnerability scanning: Trivy for containers, IaC, and code.
- Runtime security: Falco for threat detection in containers.
- Supply chain: Docker Scout for image analysis and CVE remediation.
FinOps and Cost Optimization
- Kubernetes costs: OpenCost for vendor-neutral cost monitoring.
- Terraform costs: Infracost for cost estimates in pull requests.
- Multi-cloud visibility: Vantage for recommendations across cloud providers.
Building AI Agents for Infrastructure
- Agent framework: LangChain or CrewAI for building custom DevOps agents.
- Tool integrations: Explore MCP Servers for connecting AI to infrastructure tools.
- Orchestration: Temporal for durable execution of long-running workflows.