You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

MCP is the MVP.

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Langraph Deploy CLI lets developers create, test, and deploy AI agents from the terminal, with templates and langraph deploy to Langsmith.