> ## Documentation Index
> Fetch the complete documentation index at: https://notes.kodekloud.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Course: Building Kubernetes FinOps AI Agent

> A hands on course to build an AI agent that audits Kubernetes costs, enforces tagging and ownership, and automates remediation and ticketing for FinOps.

# Building Kubernetes FinOps AI Agent

A hands on course to build an AI agent that audits Kubernetes costs, enforces tagging and ownership, and automates remediation and ticketing for FinOps.

Notes for the **Building Kubernetes FinOps AI Agent** course: 51 lessons across 8 sections.

## Introduction

* [Introduction](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Introduction/Introduction/page.md)

## The Problem Statement

* [SkyLine Air Kubernetes Implementation](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/SkyLine-Air-Kubernetes-Implementation/page.md)
* [2 AM Incident](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/2-AM-Incident/page.md)
* [Demo Debugging a Production Incident in Skyline Air](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/Demo-Debugging-a-Production-Incident-in-Skyline-Air/page.md)
* [Demo Verifying the PaymentUI](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/Demo-Verifying-the-PaymentUI/page.md)
* [Demo Investigate the Namespace](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/Demo-Investigate-the-Namespace/page.md)
* [Demo Ownership Wall Fix and Validate](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/Demo-Ownership-Wall-Fix-and-Validate/page.md)
* [Writing the Three Pointer Incident Report](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/Writing-the-Three-Pointer-Incident-Report/page.md)
* [FinOps AI Agent for Kubernetes](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/FinOps-AI-Agent-for-Kubernetes/page.md)
* [Cost Associated Issue When Scaling With Kubernetes](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/Cost-Associated-Issue-When-Scaling-With-Kubernetes/page.md)
* [Why This Isnt Just SkyLine Airs Problem](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/The-Problem-Statement/Why-This-Isnt-Just-SkyLine-Airs-Problem/page.md)

## Introduction to FinOps

* [Introduction to FinOps](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Introduction-to-FinOps/Introduction-to-FinOps/page.md)
* [The Three Phases of FinOps](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Introduction-to-FinOps/The-Three-Phases-of-FinOps/page.md)
* [FinOps for AI Why It Emerged Now](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Introduction-to-FinOps/FinOps-for-AI-Why-It-Emerged-Now/page.md)
* [Why YAML for Tagging Policy](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Introduction-to-FinOps/Why-YAML-for-Tagging-Policy/page.md)
* [Tagging Rules at a Glance SkyLine Air](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Introduction-to-FinOps/Tagging-Rules-at-a-Glance-SkyLine-Air/page.md)
* [Why Tagging Policy as Code Not Spreadsheets Not Dashboards](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Introduction-to-FinOps/Why-Tagging-Policy-as-Code-Not-Spreadsheets-Not-Dashboards/page.md)

## Setting Up SkyLine Air Kubernetes Services

* [Overview of SkyLine Air Technical Architecture Part 1](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Setting-Up-SkyLine-Air-Kubernetes-Services/Overview-of-SkyLine-Air-Technical-Architecture-Part-1/page.md)
* [Overview of SkyLine Air Technical Architecture Part 2](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Setting-Up-SkyLine-Air-Kubernetes-Services/Overview-of-SkyLine-Air-Technical-Architecture-Part-2/page.md)
* [Demo Setting Up Namespaces for Different Units in the SkyLine Air Team](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Setting-Up-SkyLine-Air-Kubernetes-Services/Demo-Setting-Up-Namespaces-for-Different-Units-in-the-SkyLine-Air-Team/page.md)
* [Demo Deploying All Apps Into Kubernetes Cluster](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Setting-Up-SkyLine-Air-Kubernetes-Services/Demo-Deploying-All-Apps-Into-Kubernetes-Cluster/page.md)
* [Demo Exploring the Labels in Our Cluster](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Setting-Up-SkyLine-Air-Kubernetes-Services/Demo-Exploring-the-Labels-in-Our-Cluster/page.md)
* [Demo Whiteboarding SkyLine Air Kubernetes Services](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/Setting-Up-SkyLine-Air-Kubernetes-Services/Demo-Whiteboarding-SkyLine-Air-Kubernetes-Services/page.md)

## MCP Gateway for Kubernetes

* [MCP in 90 Seconds What It Is and Why Agents Need It](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/MCP-Gateway-for-Kubernetes/MCP-in-90-Seconds-What-It-Is-and-Why-Agents-Need-It/page.md)
* [Demo Start the MCP Gateway](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/MCP-Gateway-for-Kubernetes/Demo-Start-the-MCP-Gateway/page.md)
* [Demo Validate the MCP to Kubernetes Connection](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/MCP-Gateway-for-Kubernetes/Demo-Validate-the-MCP-to-Kubernetes-Connection/page.md)
* [Demo Whiteboarding MCP Design](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/MCP-Gateway-for-Kubernetes/Demo-Whiteboarding-MCP-Design/page.md)
* [Why MCP and What Were Not Using Instead](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/MCP-Gateway-for-Kubernetes/Why-MCP-and-What-Were-Not-Using-Instead/page.md)

## LangChain MCP Agents

* [Standalone MCP vs Supergateway](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LangChain-MCP-Agents/Standalone-MCP-vs-Supergateway/page.md)
* [Demo Start and Validate MCP](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LangChain-MCP-Agents/Demo-Start-and-Validate-MCP/page.md)
* [LangChain Agent Shared Wiring](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LangChain-MCP-Agents/LangChain-Agent-Shared-Wiring/page.md)
* [env File Exploration](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LangChain-MCP-Agents/env-File-Exploration/page.md)
* [Demo Your First LangChain MCP Agent](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LangChain-MCP-Agents/Demo-Your-First-LangChain-MCP-Agent/page.md)
* [Demo Audit Kubernetes Labels via MCP Agent](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LangChain-MCP-Agents/Demo-Audit-Kubernetes-Labels-via-MCP-Agent/page.md)
* [Demo Whiteboarding Langchain MCP](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LangChain-MCP-Agents/Demo-Whiteboarding-Langchain-MCP/page.md)
* [Why LangChain and When Youd Reach for Something Else](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LangChain-MCP-Agents/Why-LangChain-and-When-Youd-Reach-for-Something-Else/page.md)

## LLM Policy-Aware Label Audit

* [Demo Whiteboarding tagging rules Integration](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LLM-Policy-Aware-Label-Audit/Demo-Whiteboarding-tagging-rules-Integration/page.md)
* [Demo A Quick Relook Into tagging rulesyaml](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LLM-Policy-Aware-Label-Audit/Demo-A-Quick-Relook-Into-tagging-rulesyaml/page.md)
* [Demo Walk the Policy Auditor Agent and System Prompt](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LLM-Policy-Aware-Label-Audit/Demo-Walk-the-Policy-Auditor-Agent-and-System-Prompt/page.md)
* [Demo Run the Policy Auditor Agent](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LLM-Policy-Aware-Label-Audit/Demo-Run-the-Policy-Auditor-Agent/page.md)
* [Demo Fix Truncated Audit Output](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LLM-Policy-Aware-Label-Audit/Demo-Fix-Truncated-Audit-Output/page.md)
* [Demo Whiteboarding the Final Policy Aware Agent](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LLM-Policy-Aware-Label-Audit/Demo-Whiteboarding-the-Final-Policy-Aware-Agent/page.md)
* [Why an LLM Judges Policy and Where That Can Bite You](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/LLM-Policy-Aware-Label-Audit/Why-an-LLM-Judges-Policy-and-Where-That-Can-Bite-You/page.md)

## From Findings to Actionable Tickets

* [Issue Tracker Landscape](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/From-Findings-to-Actionable-Tickets/Issue-Tracker-Landscape/page.md)
* [Demo Whiteboarding the Issue Tracker Setup](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/From-Findings-to-Actionable-Tickets/Demo-Whiteboarding-the-Issue-Tracker-Setup/page.md)
* [Demo Launch the FinOps Issue Tracker](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/From-Findings-to-Actionable-Tickets/Demo-Launch-the-FinOps-Issue-Tracker/page.md)
* [Demo Test Tracker MCP](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/From-Findings-to-Actionable-Tickets/Demo-Test-Tracker-MCP/page.md)
* [Demo Audit Tracker Update Code Review](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/From-Findings-to-Actionable-Tickets/Demo-Audit-Tracker-Update-Code-Review/page.md)
* [Demo Running the Audit Tracker Agent and Review the Tickets](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/From-Findings-to-Actionable-Tickets/Demo-Running-the-Audit-Tracker-Agent-and-Review-the-Tickets/page.md)
* [Demo Whiteboarding Audit Tracker Flow](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/From-Findings-to-Actionable-Tickets/Demo-Whiteboarding-Audit-Tracker-Flow/page.md)
* [Fitting This Into Your Org Not Just This Course](https://notes.kodekloud.com/docs/Building-Kubernetes-FinOps-AI-Agent/From-Findings-to-Actionable-Tickets/Fitting-This-Into-Your-Org-Not-Just-This-Course/page.md)


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