Help with Mother's Will and Estate Administration

My mother passed away last month without leaving a will. Her estate includes a house, some savings, and personal items. I'm the eldest of three children and need guidance on intestacy rules and how to apply for letters of administration. I'm also concerned about potential inheritance tax implications given the property value. This is emotionally difficult, so I need clear, straightforward advice from someone patient and experienced.