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What is MCP?

Overview

A deep dive into the Model Context Protocol — the USB-C standard for AI.

In one sentence: MCP (Model Context Protocol) is a unified standard for connecting AI applications to external tools and data sources. Open-sourced by Anthropic in November 2024, it is often described as "the USB-C of AI."

What problem does it solve?

Before MCP, every tool an AI app wanted to reach meant one-off custom development. Let AI query your database? Write an adapter. Let it operate GitHub? Write another one. Slack, Notion, Feishu — each required a separate integration, and switching AI apps could mean rewriting everything.

The USB-C analogy:

Keyboards used to ship with PS/2, mice with serial, printers with parallel ports — one interface per peripheral. USB defined a common standard: "as long as a device follows the USB protocol, it plugs into any computer." MCP does the same for AI agents: databases, browsers, and GitHub are the "peripherals," and they now expose "ports" built to the MCP standard, so any MCP-compatible AI app can plug in and just work.

Three-part architecture

Host

The application running the AI — desktop AI clients, IDEs, and more. It decides "which tools to call."

Client

The protocol connection the Host maintains with each Server — handling sessions, negotiation, and capability discovery.

Server

The program providing the capability — the GitHub MCP, browser MCP, database MCP… one Server maps to one kind of tool or data source.

Transports

  • stdio: runs locally — the AI app launches the Server process directly and talks over standard input/output (most common)
  • SSE / HTTP: remote Servers accessed over the network (ideal for services deployed on machines)

The ecosystem today (August 2026)

  • GitHub repos tagged with the MCP topic now exceed 15,900
  • The MCP SDKs (Python + TypeScript) top 97 million downloads a month
  • The official Registry lists close to 10,000 servers
  • 41% of software organizations already run MCP in production

Picking one to try? See our curated server list; need to set one up? Follow the configuration tutorial.