This project is a Python benchmark framework for assessing healthcare agents that generate daily care plans based on Long-Term Care Insurance (LTCI) assessments. The system evaluates the quality of care plans across the following dimensions: Mandatory Task Coverage (50%), Safety Constraints (20%), Duration Reasonableness (30%) and Qualification Matching.