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Another great reason to have a read replica AI can query is you can make informed data-driven decisions. And then share with the team via github issue comment or whatever. This image is an example of analyzing image upload dimensions to optimize for rendering.

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For MCP we stopped using “server is up” as the unit of truth. initialize, tools/list, and one bounded external call each catch a different class of production drift.