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I use cfn-lint for this. Works great in a CI pipeline for example, and goes much further than just checking validity: it also checks all manner of good style etc…
https://github.com/aws-cloudformation/cloudformation-guard is also very useful, but more so when you want to keep your templates consistent to standards.