Why Protocols Matter: The Custom-Wiring Problem Without Standards

~12 min read

Before A2A and AG-UI, every agent-to-agent and agent-to-UI integration needed custom, framework-specific wiring — the same fragmentation problem MCP already solved for agent-to-tool integration, now solved for the other two connection points.

Why Protocols Matter: The Custom-Wiring Problem Without Standards is a Pro topic

Sign in, then upgrade to Pro or Power to unlock this topic and the full AI Engineering curriculum.

Key points

  • Before these protocols, the agent ecosystem was fragmented — every framework had its own custom wiring for tools, other agents, and UIs
  • Concrete cost: a LangGraph-specific frontend integration doesn't transfer to CrewAI — everything must be redone per framework
  • This is structurally the same M×N integration problem MCP already solved for agent-to-tool connections, just at different layers
  • MCP (agent-to-tool), A2A (agent-to-agent), and AG-UI (agent-to-user) each standardize one specific layer of the stack
  • None of the three compete — they're complementary layers, each closing a gap that otherwise needs custom, non-reusable wiring