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Okay, with that out of the way, here's what I believe to be true: There is no such thing as a one-size-fits-all code "translator" or "bridge" that can translate regular Fabric code into something that runs on Forge, or vice-versa, and something like this isn't possible in the way I think you're imagining it. Forge and Fabric work very differently from one another under the hood. There is no library that allows you to write Fabric code that works on Forge, and there probably never will be. However, there are some projects out there that aim to lessen the impact of this problem. Architectury is one of these projects. Architectury can translate some parts of a mod between the two loaders, but the mod still has to be built around it. You can't just add it to a Fabric mod and expect it to run on Forge (or vice-versa). Instead, the mod has to be created with it in mind all the way through. Mods can not be converted between Forge<->Fabric automatically. Manual porting is possible, and mods can be built to run on both loaders, but it is not possible to make a universally applicable "converter".