NEW Make.com MCP Update: Connect Anything in Minutes! (No-Code)

In my latest exploration of Make.com, I focused on its exciting new feature, the Model Context Protocol (MCP). This enables users to connect external agents, such as Claude Desktop, directly to their Make.com accounts. The beauty of this feature lies in its ability to let these agents discover, understand, and execute scenarios without requiring complex … Read more

n8n RAG Masterclass: Build RAG Agents + Systems from Scratch

I created an automation that simplifies the process of building Retrieval-Augmented Generation (RAG) systems using n8n and Supabase. This guide will walk you through each step, from understanding the basics to implementing advanced techniques, ensuring you can create a fully functional RAG system. Understanding RAG RAG combines traditional search methods with modern AI capabilities to … Read more

How to Build FULL Client Apps with Lovable, n8n & Supabase (No Code)

Creating client-branded applications doesn’t have to be complicated. In this guide, I’ll walk you through the process of building a multi-step article generation app using Lovable for the front end, Supabase for the backend, and n8n for automation—all without writing a line of code. Building client-branded applications involves several key concepts that can simplify the … Read more

Understanding Bundles, Arrays & Collections in Make.com

In this blog, I’m diving into the essential data structures of Make.com: bundles, arrays, and collections. These concepts are crucial for creating more sophisticated automation scenarios, and I aim to make them practical and easy to understand. Overview of Data Structures Understanding data structures is fundamental in automation. Within Make.com, bundles, collections, and arrays serve … Read more

Two Killer n8n RAG Strategies (Late Chunking & Contextual Retrieval)

In this blog, I explore the ‘Lost Context Problem’ that often plagues RAG systems and present two innovative techniques: Late Chunking and Contextual Retrieval. These methods can significantly enhance the accuracy of your retrieval systems and minimize frustrating hallucinations. The Lost Context Problem The lost context problem is a significant challenge in retrieval-augmented generation (RAG) … Read more

How to Use Iterators & Aggregators in Make.com (Beginner’s Guide)

In this blog, I aim to simplify the concepts of iterators and aggregators within Make.com. By understanding how data flows in this platform, you’ll be able to enhance your automation processes effectively. Overview of Iterators and Aggregators Iterators and aggregators play a crucial role in handling data within Make.com. An iterator processes each item in … Read more