DevOps

The Real Value of GitHub Copilot Rubber Duck

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GitHub Copilot Rubber Duck is interesting not because it adds more AI to the workflow, but because it focuses on a more important problem. In agent-driven coding, the real issue is often not generating code, but catching weak assumptions and flawed plans before they spread across larger changes. This post looks at why a second opinion inside GitHub Copilot CLI makes sense, where it could genuinely help, and why review quality matters more than more generation.

What Makes a Good GitHub Copilot Agent Skill?

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After building a growing set of GitHub Copilot skills across areas such as Azure API Management, infrastructure as code authoring, and diagram generation with tools like Excalidraw and Draw.io, I have found that the difference between a skill that is genuinely useful and one that quietly disappoints usually comes down to a small number of … Read more

Packaging GitHub Copilot Agents and Skills with Agent Package Manager

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If you are building GitHub Copilot agent skills, creating them is usually the easy part. Sharing them across repositories without drift is where things get messy. In this post, I look at using APM to package skills, agents, and MCP configuration in a way that is reusable, focused, and much easier to manage across teams.

Creating Diagrams with an Excalidraw Agent Skill and Excalidraw MCP

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Learn how an Excalidraw Agent Skill powered by Excalidraw MCP in GitHub Copilot can generate Cloud, Terraform, and workflow diagrams from natural language prompts.

Azure Pricing Skill for GitHub Copilot Using Azure MCP

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How I built the azure-pricing skill for GitHub Copilot, using Azure MCP and the Azure Retail Prices API to bring live Azure pricing into architecture and engineering workflows.

AWS Diagram Agent Skill with Draw.io MCP 

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Learn how to generate AWS architecture diagrams automatically using Draw.io MCP and GitHub Copilot Agent Skills. Build consistent, readable diagrams directly from structured inputs and integrate them into engineering workflows.

Azure Diagram Agent Skill with Draw.io MCP 

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Learn how to generate Azure architecture diagrams automatically using Draw.io MCP and GitHub Copilot Agent Skills. Build consistent, readable diagrams directly from structured inputs and integrate them into engineering workflows.

The Future of IaC: How AI Is Changing the Way We Build

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The future of Infrastructure as Code isn’t about writing more Terraform. It’s about teaching agents how your platform works, letting AI handle the repetitive parts, and spending more time reviewing intent instead of syntax. Here’s how agent skills, MCP servers, and natural language workflows are quietly reshaping IaC.

Running HashiCorp’s Terraform MCP Server in GitHub Actions

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Run HashiCorp Terraform MCP Server seamlessly in GitHub Actions to ensure accurate provider schemas and smoother automation. Learn how in this guide today.

Docker MCP Toolkit: Hassle-Free Local Agentic AI with MCP Servers

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Unlock hassle-free local agentic AI with Docker MCP Toolkit. Simplify MCP server setup and increase productivity today. Discover how in our latest guide.