This study evaluates direct few-shot scoring and anchor based comparative judgment for LLM essay grading. Using human scored anchor essays, we compare their accuracy and stability. Although both approaches produce competitive scores, comparative judgments demonstrate better stability and consistency, suggesting it as a better alternative for grading writing assessment.