Analyze Family Health History and Risks

Family Health Analyzer is a skill, written in Chinese and maintained by WellAlly Tech, that analyzes family medical history, assesses hereditary risk, identifies family-level health patterns and provides personalized prevention suggestions. Its tool access is limited to Read, Write, Grep and Glob. The skill overview lists five outputs: hereditary risk assessment, family disease pattern recognition, analysis of shared family problems, personalized prevention advice and visual report generation.

The analysis runs in eight steps. Determine the goal (family history analysis, hereditary risk assessment, family health trend or family health report). Read the family data from data/family-health-tracker.json, plus data from integrated modules: data/hypertension-tracker.json, data/diabetes-tracker.json and data/profile.json. Validate and clean the data for relationship completeness, plausible ages and consistency. Identify hereditary patterns through family clustering analysis, hereditary pattern recognition and identification of early-onset cases, usually under age 50. Calculate risk with a weighted score. Generate prevention advice. Build a visual report. Output the results.

The risk score is a weighted sum: first-degree relatives affected count for 0.4, early-onset cases for 0.3 and family clustering degree for 0.3. Risk levels are high at 70% or more, medium from 40% to 69% and low below 40%. Prevention advice falls into screening recommendations (regular checks), lifestyle recommendations (diet, exercise, routine) and medical-visit recommendations (when to see a doctor or consult a specialist). An example recommendation is a JSON item with a screening category, an action of regular blood pressure monitoring, a frequency of three times a week, a start age of 35 and high priority.

Use it when you need to analyze family medical history, hereditary risk or family-level health patterns, when the task involves a family health report, identification of diseases that cluster in a family or prevention advice, or when health data from several family members must be combined for trend or risk assessment. It is triggered by requests such as a family health report, family history analysis, hereditary risk assessment, family health trends, or the commands /family report and /family risk.

The safety boundary is explicit. It only performs statistical analysis based on family history, gives prevention advice and screening reminders, and clearly marks uncertainty. It does not diagnose hereditary diseases, predict an individual's probability of illness or recommend specific treatments. Every output must carry a disclaimer stating that the analysis is statistical and for reference only, that the assessment does not predict individual illness, that medical decisions should be taken with a professional doctor and that genetic counseling should be sought from a qualified genetic counselor.

Inputs are the local JSON data files listed above. Outputs come in two forms: a concise text report for the command line and a complete HTML report with visual charts. The HTML components are a family tree drawn as an ECharts tree chart, a hereditary risk heat map, a disease distribution pie chart and a prevention advice timeline.

The skill integrates with existing modules by reading hypertension management data and diabetes management data and by linking to medication records.

It is for people and health-tracking setups that already keep family health records and want structured, cautious statistical summaries, prevention reminders and visual reports, without any medical diagnosis.