Imagine you’ve built a slick AI workflow with CrewAI—say, a team of agents that scrape job postings, craft tailored CVs, and email applications on your behalf. It works beautifully on your local machine, but then reality hits: you want to run this for dozens of job postings daily, across multiple users, without your laptop turning […]

As developers, we often rely on Model Context Protocol (MCP) to facilitate powerful AI-based workflows. Although MCP is primarily designed for AI assistants, being able to manually inspect and debug MCP servers from the command line is a lifesaver during development. This guide will walk you through setting up your environment, listing available tools, making […]

The Fragmented World of AI Developer Tooling Since OpenAI introduced function calling in 2023, developers have grappled with a critical challenge: enabling AI agents to seamlessly interact with external tools, data, and APIs. While foundational models grow smarter, integrating agents into diverse systems remains cumbersome, requiring custom logic for every new integration. Enter Model Context […]

Introduction The Model Context Protocol (MCP) is revolutionizing how LLMs interact with external data sources and tools. Think of MCP as the “USB-C for AI applications” – a standardized interface that allows AI models to plug into various data sources and tools seamlessly. In this guide, I’ll walk you through building and hosting your own […]

Introduction Large language models (LLMs) like ChatGPT and Claude have revolutionized how we interact with technology, yet they’ve remained confined to static knowledge and isolated interfaces—until now. The Model Context Protocol (MCP), introduced by Anthropic, is breaking down these barriers, enabling AI to seamlessly integrate with real-world data and tools. MCP is an open protocol […]

In today’s fast-paced dynamic developmental landscape, managing repositories and performing file operations on GitHub can often become a tedious chore. What if you could automate and simplify these tasks with just a single tool? This brings us to GitHub MCP Server. What is GitHub MCP Server? Model Context Protocol (MCP)  is an open protocol that […]

  TL;DR: We’ll set up and run a Model Context Protocol (MCP) server that communicates with Snowflake to run SQL queries. We’ll install using Smithery (a frictionless approach for installing MCP servers). Then we’ll run the server, show logs, and test a quick read query. Overview The mcp-snowflake-server is an MCP server that bridges your […]