towardsdatascience.com 7 min read Original Source

Why Modern AI Agents Need Model Context Protocol (MCP) to Replace APIs

The Fragmentation of Agentic Tooling

Until recently, connecting a Large Language Model to external context meant writing custom functions for every individual tool: one schema for OpenAI function calling, another for LangChain tools, and yet another for custom REST endpoints.

The Model Context Protocol (MCP) introduces a universal, bi-directional JSON-RPC protocol enabling AI assistants to securely discover and consume tools and resources across host environments.