The Urdu Katib Handwritten Dataset (UKHD) is a new benchmark dataset of offline Urdu handwritten text lines, curated from historical Katib writings in Nastalique calligraphy. It evaluates CRNN-based models, with the CNN-BGRU-CTC architecture showing the lowest error rates, making it a strong baseline for Urdu handwritten text recognition.