In the US, brownells.com sells a product called ANTI-SCALE COATING, $15 for a pint. Paint it on, let it dry. Knivemaker guys use it I believe. I have no personal experience.
There is another compound, which would have to be home-made, that for years was used to prevent the very fine teeth of a file from decarburizing (and certainly from scaling) during the 5 minutes or so it was heated around 1440F (782C) to harden.
This was called "cyanide loaf". No, it is not all that toxic though I'd not eat it nor inhale the dust. One takes potassium ferrocyanide (formula K4Fe(CN)6, also known as "yellow prussiate of potash"), mix it with salt, flour,bone black and water. It was painted on the soft, freshly cut file before it went into a molten lead bath for heat treat. This file manufacturer rinsed the files after heat treatment and kept the rinsewater in a pond. I don't recall if the pond had fish. Really not especially dangerous but our OSHA is not known for keen intelligence.
My guess is that with enough potassium ferrocyanide you may have mixed up a version of Kasenite.
Whichever you use, I would let the coating dry completely before heating the part.
And make sure to use exactly the right chemical, K4Fe(CN)6. Don't get acid (such as vinegar) on it, that will make cyanide gas which is poison.