DevOps AI Toolkit

AI-powered platform engineering and DevOps automation through intelligent Kubernetes operations and conversational workflows.

Overview

DevOps AI Toolkit brings AI-powered intelligence to platform engineering, Kubernetes operations, and development workflows. Built on the Model Context Protocol (MCP), it integrates seamlessly with Claude Code, Cursor, and VS Code.

Key capabilities:

• Natural language cluster querying and exploration
• Intelligent Kubernetes deployment recommendations
• AI-powered issue remediation and root cause analysis
• Organizational pattern and policy management
• Automated repository setup with governance files
• Shared prompt libraries for consistent workflows

Deployment Options

For the easiest setup, we recommend installing the complete dot-ai stack which includes all components pre-configured. See the Stack Installation Guide.

For individual component installation:

• Kubernetes Setup - Individual component deployment with full features
• ToolHive Setup - Operator-managed Kubernetes deployment
• Docker Setup - Local development (manual capability scanning only)
• NPX Setup - Quick trials with Node.js

Read the Documentation

Support

• Support Guide - How to get help and where to ask questions
• GitHub Issues: Bug reports and feature requests
• GitHub Discussions: Community Q&A and discussions

Contributing & Governance

We welcome contributions from the community! Please review:

• Contributing Guidelines - How to contribute code, docs, and ideas
• Code of Conduct - Community standards and expectations
• Security Policy - How to report security vulnerabilities
• Governance - Project governance and decision-making
• Maintainers - Current project maintainers
• Roadmap - Project direction and priorities

Help Us Improve

Your feedback shapes dot-ai's future! After using the tools, you may occasionally see a feedback prompt - we'd love to hear what's working and what could be better.

Share your feedback

License

MIT License - see LICENSE file for details.

Acknowledgments

DevOps AI Toolkit is built on:

• Model Context Protocol for AI integration framework
• Vercel AI SDK for unified AI provider interface
• Kubernetes for the cloud native foundation
• CNCF for the cloud native ecosystem

DevOps AI Toolkit - Making cloud native operations accessible through AI-powered intelligence.