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ACP took a REST-first approach with peers discovered via an Agent Manifest and called over HTTP before merging into A2A, and in production MCP and A2A are complementary rather than competing: MCP handles tool access while A2A handles agent-to-agent communication.

ACP's REST-based agent communication approach was folded into A2A, and today MCP and A2A are used together for tool access versus agent-to-agent coordination. ✦ AI generated

ByteByteGo · ByteByteGo Newsletter · 2026-07-18 · original ↗

ACP took a REST-first approach. Peers were discovered through an Agent Manifest, called directly over HTTP, and responded to sync for low-latency tasks or via async SSE stream. In production, MCP and A2A are complementary. MCP handles tool access, A2A handles agent communication.

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