MCP (Model Context Protocol): The Standard That Changed AI Tooling
Open Source 2 min read intermediate

MCP (Model Context Protocol): The Standard That Changed AI Tooling

MCP is the universal protocol connecting AI to tools — 300K+ GitHub stars, 2000+ servers, one standard.

Sarah Chen
Sarah Chen
Mar 20, 2026

What Is MCP?

Model Context Protocol (MCP) is an open standard created by Anthropic that defines how AI models interact with external tools, data sources, and services. Think of it as USB-C for AI — one universal connector.

Why MCP Matters

Before MCP, every AI integration was custom:

  • OpenAI had function calling
  • LangChain had tool abstractions
  • Every agent framework had its own format

MCP unified this. One protocol, every model, every tool.

How It Works

{
  "name": "search_codebase",
  "description": "Search for code patterns in the repository",
  "parameters": {
    "query": { "type": "string" },
    "file_type": { "type": "string", "optional": true }
  }
}

MCP servers expose tools. MCP clients (like Claude) consume them. The protocol handles:

  • Discovery — What tools are available?
  • Invocation — Call a tool with parameters
  • Results — Structured responses back to the model

The Ecosystem

300K+ GitHub stars. 2,000+ MCP servers available:

  • File systems — Read/write local files
  • Databases — Query PostgreSQL, SQLite, MongoDB
  • APIs — GitHub, Slack, Jira, Linear
  • Browsers — Web scraping and automation
  • Custom tools — Build anything

Building Your Own MCP Server

import { McpServer } from '@anthropic-ai/mcp';

const server = new McpServer({
  name: 'my-tool',
  version: '1.0.0',
});

server.tool('greet', { name: 'string' }, async ({ name }) => {
  return { message: `Hello, ${name}!` };
});

server.start();

The Future

MCP is becoming the default integration layer for AI. If you're building tools for AI, build an MCP server. If you're building with AI, look for MCP-compatible tools first.

The protocol is open, the ecosystem is thriving, and the standard is here to stay.

MCP Anthropic Open Source Protocol Tools