Live at: https://hookspy.in HookSpy - Walk Through Every developer integrating Stripe, Razorpay, or GitHub has been there. You set up a webhook, fire a test event, and... nothing. The endpoint didn't respond. Or it did but your handler crashed silently. Or you just want to see the exact payload the service sends before writing a single line of handler code. Tools like RequestBin and Webhook.site exist. But I wanted to build my own — one I understood end to end, could deploy myself, and could...

Multi Agent Framework TL;DR — CodeForgeAI is a Spring Boot + Vaadin application that orchestrates five specialised AI agents (Business Analyst → Code Generator → Code Reviewer → Test Generator → Test Executor) to transform a PDF requirements document into reviewed, tested, and deployed Java code — all running on-premise on a developer laptop, with no cloud LLM calls, no data leaving the machine. Table of Contents Motivation & Goals Tech Stack End-to-End Pipeline Architecture The 5 Agents —...

Devops Intelligence Today, I successfully built and deployed a Model Context Protocol (MCP) server using Spring AI that exposes real DevOps infrastructure through intelligent tools. But the journey? Let's just say it involved more debugging than coding. In this post, I'll walk you through: What we built (the DevOps Intelligence Platform) The tools we created (K8s, Prometheus, Logs, Deployments) Every challenge we faced (and how we solved them) Why Spring AI 2.0.0-M2 is the sweet spot (M3 has...