ALWAYS UP-TO-DATE GUIDE

Release Notes

Guide update history - new content added regularly

Last updated: Mar 09, 2026 +15 Sections +140 Sections
2026

March 2026

Mar 09, 2026

AWS MCP Servers — Complete Ecosystem for DevOps/Cloud

NEW

4 new sections covering the complete AWS MCP Servers ecosystem for DevOps — from the unified gateway (Core MCP) to specialized tools for observability, IaC, and FinOps.

+ Section 3.15: AWS Core MCP Server — Unified gateway with 13 roles (finops, monitoring, container-orchestration, etc.)
+ Section 5.15: CloudFormation & CDK with AWS MCP — Terraform alternatives with official MCPs
+ Section 8.11: CloudWatch MCP Server — Native AWS observability (alarms, logs, metrics)
+ Section 8.12: Cost Explorer MCP — Intelligent FinOps with AI (cost analysis, forecasting, alerts)
+ Reference table: 11+ individual AWS MCPs mapped by guide chapter
+ Subagent: finops-analyst for automated cost analysis
MCPs: awslabs.core-mcp-server, awslabs.cloudwatch-mcp-server, awslabs.cfn-mcp-server, awslabs.aws-iac-mcp-server, awslabs.cost-explorer-mcp-server, awslabs.aws-api-mcp-server
Mar 09, 2026

Grafana MCP + OpenTelemetry — Multi-Cloud Observability

NEW

New section on the official Grafana MCP Server (Grafana Labs) combined with OpenTelemetry for vendor-neutral, multi-cloud observability. Includes complete LGTM stack and practical investigation scenarios.

+ Section 8.13: Grafana MCP + OpenTelemetry — dashboards, PromQL, Loki, Tempo, alerts and incidents via MCP
+ LGTM Stack: Complete Docker Compose with OTel Collector + Prometheus + Loki + Tempo + Grafana
+ 3 scenarios: Latency investigation, signal correlation (traces↔logs↔metrics), dashboard creation via AI
+ Comparison: Grafana MCP vs CloudWatch MCP — when to use each
Stack: grafana/mcp-grafana, OpenTelemetry Collector, Prometheus, Loki, Tempo, grafana/otel-lgtm
February 2026 (7 updates)
Feb 19, 2026

Claude Code SDK — Programmatic Automation

NEW

New section on the Claude Code SDK for programmatic automation — use the same Claude Code from your terminal via TypeScript/JavaScript or headless CLI. Includes practical DevOps examples with cross-references to existing chapter content.

+ Section 7.14: Claude Code SDK — Programmatic Automation (comparison table: GitHub Action vs SDK vs Headless CLI)
+ Git Hook: Pre-commit security review with headless CLI (connects with 7.4 and 7.7)
+ TypeScript SDK: Batch flaky test analyzer (connects with 7.5)
+ Quality Gate: Examples for GitLab CI and Jenkins (connects with 7.3 and 7.6)
+ Internal CLI: Pipeline analyzer with security, performance and reliability analyses (connects with 7.10)
Feb 13, 2026

Hooks: Automation & Guardrails in Claude Code

NEW

New section on Claude Code Hooks — automations that run in response to events (PreToolUse, PostToolUse, Stop, SessionStart). Includes practical examples for each DevOps domain.

+ Section 3.14 — Hooks: Event types, anatomy, variables and complete examples
+ Section 5 — Terraform-specific hook (block destroy, auto-validate .tf)
+ Section 6 — Kubernetes-specific hook (protect namespaces, validate manifests)
+ Section 7 — CI/CD-specific hook (block force push, validate workflows)
+ Section 8 — Observability-specific hook (audit log, incident verification)
Feb 9, 2026

Claude Opus 4.6: Agent Teams, Adaptive Thinking and Compaction API

NEW

Complete coverage of Claude Opus 4.6 new features, including Agent Teams for multi-agent collaboration, Adaptive Thinking for reasoning control, Compaction API for context management, and Fast Mode for 2.5x faster output.

+ Section 3.13 — Opus 4.6: Adaptive Thinking, Compaction API and Fast Mode
+ Section 4.14 — Agent Teams: Multiple Agents Working in Parallel
+ Section 5.14 — Agent Teams: Multi-Module Infrastructure Refactoring
+ Section 6.14 — Agent Teams: Multi-Agent EKS Upgrade Validation
+ Section 8.10 — Agent Teams: Automated War Room for P1 Incidents
~ Sections 8, 9 — Fast Mode and Opus 4.6 alternative mentions
~ Section 14 — Updated Opus 4.6 reference + Agent Teams capability
~ Technical fixes: Trivy, FastMCP, AWS MCP Servers, K8sGPT, Go version
Feb 7, 2026

Context7: Real-Time Documentation via MCP

NEW

New section on Context7, a free MCP Server that injects official up-to-date documentation into the AI's context, eliminating hallucinations caused by deprecated APIs or outdated syntax.

+ Section 3.12: Context7 — Real-Time Documentation via MCP (architecture, installation, practical usage)
+ Examples: Terraform providers, Kubernetes APIs, GitHub Actions, ArgoCD/Helm
+ Section 4.5: Mention of Context7 usage with AI agents
Install: claude mcp add context7 -- npx -y @upstash/context7-mcp@latest
Feb 5, 2026

Immersive Section 1 Rewrite

UPDATE

Section 1 completely rewritten as an immersive and interactive experience, with 8 redesigned sections, clickable elements, and a transformative narrative.

+ Section 1.1: "3 AM. 47 Alerts." — Visceral hook with real incident scenario
+ Section 1.4: Interactive tab system with 5 before/after scenarios (Terraform, K8s, CI/CD, Incident, FinOps)
+ Section 1.6: Interactive flip cards — 8 pain points with solutions and corresponding chapters
+ Section 1.8: Animated implementation timeline (Week 1 to Month 3)
New structure: 1.1 Hook | 1.2 Human Glue | 1.3 AI & Standardization | 1.4 Interactive Transformation | 1.5 What's Different | 1.6 Pain Points Map | 1.7 What You'll Build | 1.8 Journey
Feb 4, 2026

AI-Assisted EKS/Kubernetes Upgrade

NEW

New complete section on AI-assisted EKS cluster upgrades, including deprecated API detection, addon compatibility matrix, and CI/CD automation.

+ Section 6.13: AI-Assisted EKS/Kubernetes Upgrade
+ Tools: Pluto, Kubent, eksup, EKS Cluster Insights
+ MCP Server: Amazon EKS MCP Server (AWS Managed)
+ Skill: /eks-upgrade-check for automated verification
+ Template: CLAUDE-eks-upgrade.md for upgrade projects
+ CI/CD: GitHub Actions for continuous compatibility verification
Addons covered: VPC CNI, CoreDNS, kube-proxy, Karpenter, Cluster Autoscaler, EBS/EFS CSI, External-DNS, External-Secrets, Cert-Manager, Metrics Server, Ingress-NGINX, AWS LB Controller, ArgoCD
Feb 4, 2026

Section 11 Update - RAG

UPDATE

Complete rewrite of the RAG for Runbooks chapter with detailed tool comparison, step-by-step implementation with Qdrant, evaluation metrics, and troubleshooting.

+ Comparison: Qdrant vs Pinecone vs Elasticsearch vs ChromaDB
+ Recommendation: Qdrant (open-source, Rust, native hybrid search)
+ Implementation: Complete step-by-step from zero to working RAG
+ Integration: Slack bot with /runbook command
+ Metrics: RAGAS, Recall@K, Precision@K, MRR, Faithfulness
+ Troubleshooting: Common problems and solutions
Frameworks: LlamaIndex vs LangChain | Embeddings: text-embedding-3-small | Evaluation: RAGAS, Braintrust, LangSmith
Feb 4, 2026

Section 11 - RAG Expanded

UPDATE

RAG chapter expansion with multi-source integration (Jira, GitHub, Confluence, Slack) and Agent/MCP creation for Claude to use RAG without hallucinating.

+ Section 11.5: Integrating Multiple Sources (Jira, GitHub, Confluence, Slack)
+ Section 11.6: Creating Agent/MCP that Uses RAG (Anti-Hallucination)
+ Loaders: Complete code for Jira, GitHub, Confluence and Slack
+ MCP Server: FastMCP with query_runbooks tool for Claude Desktop
+ Subagent: Alternative for Claude Code with anti-hallucination prompt
Sources: Jira API, GitHub API, Confluence API, Slack API | Framework: FastMCP | Chapter now with 10 sections
January 2026 (3 updates)
Jan 28, 2026

GitHub Actions with AI

Expanded section on intelligent CI/CD with GitHub Actions, including self-diagnosing workflows and Claude Code integration.

+ Section 7.13: Intelligent GitHub Actions
+ Workflows: Ready-to-use templates
+ Integration: Claude Code in pipelines
Jan 15, 2026

MCP Servers on Kubernetes

New section on hosting MCP Servers on Amazon EKS with autoscaling, RBAC/IRSA security, and Cognito integration.

+ Section 6.12: Hosting MCP Servers on Kubernetes/EKS
+ Deploy: Complete manifests for EKS
+ Security: RBAC, IRSA, Cognito
Jan 2, 2026

DevOps Skills and Templates

Launch of the skills and templates repository for Claude Code, with ready-to-use automations for DevOps projects.

+ Repository: devopsai-templates on GitHub
+ 8 Skills: Terraform, Kubernetes, CI/CD, Observability, Security, FinOps, GitOps, DevOps General
+ Templates: CLAUDE.md for different scenarios
2025
December 2025 (1 update)
Dec 15, 2025

Official Guide Launch

LAUNCH

Launch of the first complete version of "The AI-Native DevOps Engineer" guide with 15 chapters covering the entire DevOps cycle with AI.

+ 15 Sections: Complete content from Terraform to Governance
+ +300 Pages: End-to-end practical examples
+ Tools: Claude Code, K8sGPT, MCP Servers, Cursor IDE

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