Luckin Coffee, China’s largest coffee chain with 20,000+ stores, now has its own developer portal for AI agents. MCP server, CLI tool, and a downloadable AI Skill. The pitch: one sentence to place an order, automatic coupon matching, store lookup, menu browsing.

When a coffee brand builds agent infrastructure, you know the wave has moved beyond tech companies. This is what AI adoption looks like at the consumer layer in China.