Awesome DevOps AI

# Awesome DevOps AI [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)

> AI tools, agents, and MCP servers for DevOps, SRE, and Platform Engineering.

The AI revolution is transforming how infrastructure is built, monitored, and operated. This list tracks every meaningful tool at the intersection of AI and DevOps, from coding agents that write Terraform to AI-powered incident response that pages you with a root cause already identified.

**Why this list?** Engineers are adopting AI tooling faster than any technology shift in history, but the landscape is fragmented across hundreds of repos, products, and frameworks. This is one place to find them all.

**475 tools** across **20 categories** — updated August 2026. See the [Quick Start Guide](GUIDE.md) for role-based recommendations.

If this list is useful, please give it a star to help others find it.

## Contents

- [Tool of the Week](#tool-of-the-week)
- [What's New](#whats-new)
- [Most Starred Projects](#most-starred-projects)
- [AI Coding Agents for Infrastructure](#ai-coding-agents-for-infrastructure)
- [AI-Powered Kubernetes](#ai-powered-kubernetes)
- [AI-Powered Terraform and IaC](#ai-powered-terraform-and-iac)
- [AI Incident Response and Troubleshooting](#ai-incident-response-and-troubleshooting)
- [AI Monitoring and Observability](#ai-monitoring-and-observability)
- [AI Security Scanning](#ai-security-scanning)
- [AI Cost Optimization](#ai-cost-optimization)
- [MCP Servers for DevOps](#mcp-servers-for-devops)
- [AI-Powered CI/CD](#ai-powered-cicd)
- [AI Log Analysis and Debugging](#ai-log-analysis-and-debugging)
- [AI Agent Frameworks for Infrastructure](#ai-agent-frameworks-for-infrastructure)
- [AI for Platform Engineering](#ai-for-platform-engineering)
- [AI for Database Operations](#ai-for-database-operations)
- [AI for Networking and Service Mesh](#ai-for-networking-and-service-mesh)
- [AI for Container Security and Supply Chain](#ai-for-container-security-and-supply-chain)
- [AI for Chaos Engineering and Reliability](#ai-for-chaos-engineering-and-reliability)
- [AI for Cloud Migration and Modernization](#ai-for-cloud-migration-and-modernization)
- [AI for GitOps](#ai-for-gitops)
- [System Prompt and Config Templates](#system-prompt-and-config-templates)
- [Learning Resources](#learning-resources)
- [Community and Newsletters](#community-and-newsletters)
- [Related Awesome Lists](#related-awesome-lists)
- [Author](#author)
- [Support](#support)

## Tool of the Week

**agent-qa** — Open-source self-improving QA agent that runs natural-language web and mobile tests as a test harness with memory. It learns from every run, self-heals when the UI changes, and catches regressions before you ship — closing in on 1,000 GitHub stars within months of its launch.

> Previous picks: Superlog (AI observability with mergeable fix PRs) | NVIDIA Grove (multi-node AI inference orchestration) | JetBrains Junie (LLM-agnostic coding agent) | Gemini CLI (Google's terminal AI agent) | Goose (Block's Rust-based autonomous agent) | K8sGPT (CNCF Kubernetes diagnostics)

## What's New

**August 2026** — Community contribution wave and link hygiene pass. Merged 9 community PRs adding 10 link-verified entries: **MCP Servers** (2): SandBase Harness, emisar. **CI/CD** (1): agent-qa. **Incident Response** (3): NudgeBee, OpenSRE, Aiden for SRE. **Observability** (1): Aiden for Observability. **Security** (1): Darkmoon. **Kubernetes** (1): kprompt. **Platform Engineering** (1): Canopy. Removed 4 defunct tools (Flip AI, Kubiya, LogAI, OpenAgentic) and refreshed moved links: Lacework is now Fortinet's FortiCNAPP, Protect AI Guardian lives on as Palo Alto Prisma AIRS Model Security, plus updated Claude Agent SDK docs and CNCF Slack invite URLs. Research additions (4): **AWS DevOps Agent** (GA March 2026 frontier ops agent), **PagerDuty SRE Agent**, **Gemini Cloud Assist**, and **Grafana Assistant**. **Total: 475 tools** across 20 categories.

**July 2026** — Research refresh adding 56 new link-verified tools across 10 categories. **MCP Servers** (15): Confluent, Netlify, Railway, Kong Konnect, Alibaba Cloud Ops, Linode, Vultr, Okta, Auth0, Infisical, Sysdig, Chronosphere, Honeycomb, Better Stack, Postgres MCP Pro. **Incident Response** (8): Deductive AI, Ciroos AI, Wild Moose, DrDroid, Middleware OpsAI, Mezmo Agentic SRE, TierZero AI, Superlog. **Security** (6): Cycode, DryRun Security, Arnica, StackHawk, Jit, Legit Security. **Agent Frameworks** (6): Langflow, Flowise, Inngest, Restate, Trigger.dev, DBOS. **Coding Agents** (4): StarSling, Specific, Sculptor, Conductor. **Kubernetes** (4): kube-copilot, Kimchi, Botkube, Lens Prism. **Observability** (4): Last9, Selector AI, InsightFinder, Maxim AI. **Platform Engineering** (3): Northflank, Mogenius, Facets. **Supply Chain** (3): HiddenLayer, Protect AI Guardian, Kusari. **CI/CD** (3): CodeRabbit, Greptile, Sourcery.

**May 2026** — Deep research update adding 43 new tools across 9 categories. **Kubernetes** (7): NVI

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