An AI agent without tools is a chatbot. The moment you want an agent to check a queue, open a ticket, or query an internal API, you need a way to expose those capabilities — safely, consistently, and
The Model Context Protocol ecosystem has grown from a handful of reference implementations into a broad open source landscape — which means the hard part is no longer finding an MCP server, but choosi
This guide breaks down the MCP server vs REST API question from an infrastructure engineer’s point of view: what MCP actually is, how MCP servers work with Claude, where the architectures genuinely di
MCP servers represent a fundamental shift in how AI agents interact with external systems and data sources. Understanding the Model Context Protocol and its implementation through MCP servers is becom