Programmer Xu Shu
Programmer Xu Shu
May 26, 2025 · Artificial Intelligence

Why AI Needs a “Friend Circle”: Understanding the Model Context Protocol (MCP)

This article explains why current AI models struggle to cooperate, introduces the Model Context Protocol (MCP) as a universal “translation standard” for AI interoperability, and outlines its core features, practical benefits, limitations, and steps developers and users should take to adopt it.

AI CollaborationAI StandardsAI interoperability
0 likes · 8 min read
Why AI Needs a “Friend Circle”: Understanding the Model Context Protocol (MCP)
AI Large Model Application Practice
AI Large Model Application Practice
Apr 14, 2025 · Artificial Intelligence

What Is Google’s New Agent2Agent (A2A) Protocol and How Does It Enable AI Agent Interoperability?

This article explains the motivation behind Google’s Agent2Agent (A2A) protocol, describes its architecture and key components, compares it with the MCP protocol, and provides a step‑by‑step demo with code showing how to build, run, and test an A2A‑enabled AI agent system.

A2AAI interoperabilityAgent2Agent
0 likes · 14 min read
What Is Google’s New Agent2Agent (A2A) Protocol and How Does It Enable AI Agent Interoperability?