MCP can have significant impact on habitual internet usage practices

"Life, although it may only be an accumulation of suffering, is dear to me, and I will defend it."

Mary Shelley, Frankenstein

April 2030. San Francisco.

Michael Kravchenko returned to his place of power on the ocean shore near San Francisco. A light mist had almost completely swallowed the Golden Gate Bridge. Michael missed this view, these scents. He hadn’t been here in almost half a year. A cascade of events that followed the launch of the general artifici

У цій публікації я хочу дослідити складові контексту, його структуру, обмеження та взаємодію з найбільш поширеними сценаріями використання, такими як використання інструментів (Tools, MCP) і включення додаткових знань з Retrie

But some of these servers are actually useful.

In this post, I want to share my thoughts on building the most universal MCP server—one that can adapt to almost any use case.

Quick Recap: What Is MCP?

MCP stands for Model Context Protocol

The Dream That Started It All

When large language models (LLMs) and AI chat tools first started delivering truly impressive results, it felt like we were entering a new era of automation. Back then, I believed it wouldn’t be long before we could hand off any intellectual task to an AI—from a single prompt.

I imagined saying something like:

"Translate this 500-page nove

This post explores the components of context, how it's structured, how it's limited, and how advanced use cases like tool usage and retrieval-augmented generation (RAG) interact with it.

What Is Context in an LLM?

"Context" refers to the entire inpu

However, if an MCP server is implemented properly using a good SDK, then switching to another transport protocol is easy.

Quick Recap: What is MCP?

• Model Context Protocol (MCP) is a new standard for integrating external tools with AI chat applications. For example, you can add Google Search as an MCP server to Claude Desktop, allowing the