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I like it because it's language and tooling agnostic, declarative, fast and ubiquitous.

Where it's less great is complicated recipes and debugging

Look at "remake": a drop-in fork of GNU make, with an interactive debugger.

Make is not language agnostic; it has implicit rules for compiling C.

it also has implicit rules for other languages, why would that make it non-agnostic?