Awesome Devops Ai

Awesome DevOps AI [](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.

474 tools across 20 categories — updated July 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

Superlog — Open-source AI observability tool that groups errors into incidents, investigates each one with full context from your stack, and posts a single mergeable fix PR in Slack. A YC-backed 2026 entrant that crossed 1,000 GitHub stars within weeks of launch, it collapses the detect-triage-fix loop into one automated flow.

> Previous picks: 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

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. Total: 474 tools across 20 categories.

May 2026 — Deep research update adding 43 new tools across 9 categories. Kubernetes (7): NVIDIA Grove, Agent Sandbox, Microsoft Agent Governance Toolkit, KubeCopilot Core, kube-agent, LLMKube, OpenSRE. IaC (6): Pulumi Neo, HashiCorp Project Infragraph, HashiCorp Agent Skills, Overmind, Saturnhead AI, Quali Torque. Incident Response (3): Datafruit, SRE.ai, AWS Security Incident Response Agent. Observability (4): Coralogix Olly, LogicMonitor Edwin AI, New Relic SRE Agent, AgentSight. Security (9): Prophet Security, Dropzone AI, 7AI, Conifers CognitiveSOC, Hex Security, Upwind, HexStrike AI, Databricks Lakewatch, Microsoft Security Copilot. FinOps (1): Costimizer. MCP Servers (7): Hetzner Cloud, Snowflake, MCP Toolbox for Databases, LaunchDarkly, Unleash, Temporal, Istio. Agent Frameworks (4): Kubiya, agentgateway, open-multi-agent, Composio Agent Orchestrator. Platform Engineering (1): OpenChoreo. Chaos (1): ChaosEater. Total: 502 tools across 20 categories.

Late April 2026 (#2) — Web research update adding 45 new tools across 9 categories and fixing the broken KubeStellar Console MCP link from PR #19. AI Coding Agents (3): Kilo Code, Plandex, Mistral Vibe. Kubernetes (3): Causely, Parity, Azure SRE Agent. Incident Response (5): Cleric, Resolve AI, NeuBird Hawkeye, Edge Delta, Traversal. Observability (2): SigNoz, Flip AI. Security (7): Aikido, ZeroPath, Pixee, Corgea, Backslash, Ghost Security, Cyera. FinOps (3): Antimetal, PointFive, ProsperOps. IaC (2): Resourcely, Terrateam. Agent Frameworks (5): Letta, Strands Agents, BeeAI, Agno, Mirascope. MCP Servers (15): Render, Fly.io, SigNoz, Coralogix, Logz.io, ClickHouse, Turso, Databricks, Harness, Twilio, Stripe, CrowdStrike Falcon, Wiz, Bitwarden, Doppler. Total: 459 tools across 20 categories.

April 2026 (Late) — Major update adding 31 new entries from deep research. AI Coding Agents (7): OpenCode (140k+ stars), Roo Code, OpenHands (77.6% SWEBench), Crush (Charm), Factory AI, Qwen Code (Alibaba), Trae (ByteDance). AI Agent Frameworks (3): Microsoft Agent Framework 1.0 (April 3 release), LangChain Deep Agents, Llama Stack (Meta). AI CI/CD and Testing (5): Mendral (YC AI DevOps engineer), Stably AI, Momentic, Cursor BugBot, Claude Code Review (Anthropic multi-agent). MCP Servers (2): Cloudflare Code Mode, Bitbucket. Kubernetes (2): NVIDIA AI Cluster Runtime, Velero (CNCF Sandbox). Terraform/IaC (1): Terracotta AI. Databases (2): Tembo, Xata. Security/Governance (3): Credo AI, Holistic AI, Microsoft Purview. Observability (1): OpenLLMetry. System Prompts (2): AGENTS.md (OpenAI), Claude Skills (Anthropic). Community (1): Agentic AI Foundation (Linux Foundation). Total: 414 tools across 20 categories.

April 2026 — Major update with 69 new entries. Added 18 new tools including JetBrains Junie, aiac, NVIDIA KAI Scheduler, llm-d, Sedai, AccuKnox, Checkmarx One, Coroot, Apache SkyWalking, Dash0, MetaGPT, testRigor, Testsigma, ControlMonkey, and Braintrust. Added 24 new MCP servers from GCP, DigitalOcean, Oracle, New Relic, Splunk, Elastic, Dynatrace, CircleCI, Buildkite, MongoDB, Redis, Neon, Supabase, Vault, Snyk, Trivy, Rootly, FireHydrant, incident.io, and Ansible. Added 8 new books, 16 new certifications (AWS, Azure, GCP, CNCF, HashiCorp, FinOps, Datadog), and the Agentic DevOps podcast. Total: 383 tools across 20 categories.

March 2026 — Added 34 new tools including Gemini CLI, Goose, Kiro, KubeAI, Kubescape, Keep, Sysdig, and Pydantic AI. Added 9 new MCP servers (Azure DevOps, GitLab, JFrog, Jenkins, Prometheus, Pulumi, Argo CD, Slack, Notion). Added 3 new CNCF projects (Kubeflow, Kubescape, KServe) and new agent frameworks (Google ADK, Pydantic AI, smolagents, DSPy, OpenClaw). Total: 314 tools across 20 categories.

February 2026 — Added 23 new tools across 12 categories to reach 280 total. New coverage for database operations, networking, and container security.

Most Starred Projects

The most popular open-source projects in this list by GitHub stars.

| Project | Stars | Category | | ----------------------- | ---------------------------------------------------------------------------------------- | ------------------- | | Langflow | | AI Agent Frameworks | | Gemini CLI | | AI Coding Agents | | Flowise | | AI Agent Frameworks | | OpenClaw | | AI Agent Frameworks | | Grafana | | AI Monitoring | | Elasticsearch | | AI Log Analysis | | n8n | | AI Agent Frameworks | | LangChain | | AI Agent Frameworks | | Dify | | AI Agent Frameworks | | Aider | | AI Coding Agents | | K8sGPT | | AI Kubernetes | | Trivy | | AI Security | | ArgoCD | | AI CI/CD | | Istio | | AI Networking | | Helm | | AI GitOps | | Falco | | AI Security |

AI Coding Agents for Infrastructure

AI-powered coding agents that help write, review, and maintain infrastructure code including Terraform, Kubernetes manifests, Dockerfiles, and CI/CD pipelines.

• Aider - Terminal-based AI pair programming that works with any LLM, great for infrastructure repos with git-commit-per-change workflows.
• Amazon Q Developer - AWS-native AI assistant with deep CloudFormation, CDK, and AWS service knowledge.
• Augment Code - AI coding platform with deep codebase understanding, multi-repo context, and enterprise-grade infrastructure code generation.
• Bolt - StackBlitz AI-powered full-stack development environment that generates and deploys applications directly in the browser.
• Clanker - Autonomous systems engineering CLI agent for any cloud environment including AWS, GCP, and Cloudflare.
• Claude Code - Anthropic's agentic coding tool that excels at large-scale Terraform refactoring, multi-file Kubernetes manifest generation, and infrastructure debugging.
• Cline - Autonomous AI coding agent for VS Code that runs terminal commands, edits files, and handles complex infrastructure tasks.
• Codex - OpenAI's autonomous coding agent with cloud sandbox execution, strong at generating IaC from natural language descriptions.
• Continue - Open-source AI code assistant for VS Code and JetBrains that supports custom models and local LLMs for air-gapped infrastructure work.
• Cursor - AI-first IDE with inline Terraform and YAML completions and multi-file editing capabilities.
• Devin - Autonomous AI software engineer by Cognition that can independently handle full infrastructure workflows from planning to deployment.
• Gemini Code Assist - Google Cloud AI coding assistant with Gemini models, deep GCP integration, and infrastructure code generation.
• GitHub Copilot - AI pair programmer integrated into VS Code, JetBrains, and CLI, with Copilot Workspace for multi-file infrastructure changes.
• JetBrains AI - AI assistant built into IntelliJ-based IDEs with context-aware infrastructure code completions and explanations.
• Lovable - AI-powered full-stack app builder that generates production-ready applications from natural language descriptions with one-click deploy.
• Crush - Glamourous terminal AI coding agent by Charm supporting OpenAI, Anthropic, Groq, Gemini, Bedrock, Azure, and any compatible endpoint without losing session context.
• Factory AI - Enterprise AI coding platform with advanced agents that generate complex apps, work on large codebases, and run code locally with web search and MCP access.
• OpenCode - Go-based terminal AI coding agent with 140k+ GitHub stars supporting 75+ models from Claude, OpenAI, Gemini, and local providers with Build and Plan modes.
• OpenHands - Open-source AI software engineering platform (MIT) with 77.6% SWEBench success rate, autonomous shell commands, file navigation, and debugging capabilities.
• Qwen Code - Alibaba Qwen's official CLI coding agent with 20k+ stars supporting Qwen3-Coder models for infrastructure code generation and refactoring.
• Replit Agent - AI agent that builds and deploys full-stack applications from natural language, useful for rapid prototyping of infrastructure dashboards.
• Roo Code - Open-source VS Code AI coding agent with Custom Modes, agentic multi-file editing, and enterprise SOC 2 compliance forked from Cline.
• Trae - ByteDance's free AI-first IDE with vibe coding that generates production-ready code from natural language prompts with built-in MCP support.
• Sourcegraph Cody - AI coding assistant with full codebase context, ideal for navigating large monorepos with shared infrastructure modules.
• Tabnine - AI code completion that runs locally or in the cloud with enterprise-grade privacy for sensitive infrastructure code.
• Windsurf - AI IDE by Codeium with agentic Cascade mode for multi-step infrastructure tasks.
• Void - Open-source AI code editor forked from VS Code that supports local and remote LLMs for privacy-first infrastructure development.
• Gemini CLI - Google's open-source AI agent for the terminal with built-in tools, MCP server support, and a free tier of 1,000 requests per day using Gemini models.
• Goose - Open-source autonomous AI agent by Block written in Rust that installs, executes, edits, and tests with any LLM via MCP under Apache 2.0.
• Kiro - AWS spec-driven agentic IDE that uses structured requirements, design docs, and agent hooks to produce reproducible infrastructure code.
• Zed AI - High-performance editor with built-in AI assistant, inline generation, and terminal integration for infrastructure workflows.
• toprank - Open-source Claude Code plugin (MIT) providing 9 SEO and Google Ads skills — connects Google Search Console, PageSpeed Insights, and Google Ads API for automated audits, keyword research, and content optimization directly from Claude Code.
• NotFair - Open-source Claude Code skills (MIT, ~2.9k stars) for SEO, GEO, Google Ads, and Meta Ads — connects Google Ads MCP, Meta Ads MCP, Google Search Console MCP, and Google Analytics (GA4) MCP for automated audits, keyword research, wasted-spend detection, and creative-fatigue analysis directly from Claude Code.
• aiac - AI Infrastructure-as-Code generator CLI by Firefly that creates Terraform, Pulum

…

Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: hammadhaqqani
• Source: hammadhaqqani/awesome-devops-ai
• License: CC0-1.0
• Homepage: https://hammadhaqqani.com

Install and usage instructions live in the source repository linked above.