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I haven't used any of the soaps you have listed. If they are veggie-based, then the coconut oil and insufficient adding of water might be contributing to the drying of the soap.
Best of luck.

Are you loading enough soap onto your brush? If you aren't and you are adding too much water, then this would be the issue why the soap is breaking down.
Once you have enough soap loading onto your...