AI-native isn't a chatbot. It's an MCP server.

Short summary

The article argues that bolting a chatbot onto a CRUD app is not AI-native — true AI-native means an agent can operate your product by running state-changing actions against live data. The Model Context Protocol (MCP) standardizes this by exposing domain operations as typed, callable tools with input/output schemas that a model can discover and invoke safely. The hard part isn't tool registration but everything that makes agent-driven calls safe: auth, idempotency, validation, and retry guarantees.

• •Chatbots are decoration; real AI-native means agents can operate your product via typed tools
• •MCP standardizes agent interfaces with discoverable tools, resources, and prompts over stdio or HTTP
• •Tool registration is 20% of the work; safety guarantees like auth, idempotency, and validation are the other 80%

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