The master secrets can’t really be “broken” in the way you are thinking.
For making signatures in cryptocurrencies, you have two keys: a public key and a corresponding private key.
On a normal computer, you can trivially compute the public key from the private key, because there is a straightforward mathematical equation that tells you the answer.
Going in the opposite direction amounts to solving a Hard Math Problem, and we don’t know any ways to do it.
(Think back to high school calculus and solving roots of quadratic equations. It’s kind of like that, except we do have a trick for quadratic equations. No such trick exists for elliptic curves.)
We have dedicated quantum algorithms for a lot of Hard Math Problems. Quantum computers are good at this. They can find the corresponding private key for your public key.
(i mean, not today they can’t, but in like 10 years they very well could)
Your master secret is not a private key.
There is no “equation” where you plug the master secret and out goes your address. It’s an “algorithm”, a long sequence of stirring the bits in a witches’ cauldron and decanting a ladle at the end.
There is no Hard Math Problem to break here. It’s not math at all, it’s un-baking a loaf of bread into a bag of flour and a carton of eggs.
In fact, there’s no guarantee that for a given address, there even is a “corresponding” master secret.
Even quantum computers have to do this the hard way – trying all possible master secrets and checking whether one of them matches your address.
Sure, quantum computers, being quantum, can do it in less tries – 2^64 for a 128-bit seed. The drawback is that a single try takes way longer on a quantum computer.
In conclusion, “breaking your master key” is not a thing and quantum computers don’t help here.