Building a Personal Health Stack — Combining 22 Skills Into One System

The Problem

You've installed 22 health skills. Now what? Using them individually works, but the real power is in the connections:

• Your sleep data informs your workout intensity
• Your nutrition gaps explain your energy crashes
• Your training load predicts your recovery timeline
• Your supplement stack gets evaluated against your actual bloodwork
• Your health data gets monitored for anomalies

Individually, each skill is useful. Combined, they become a health operating system.

The Solution

Three tiers of integration, from simple to comprehensive.

Tier 1: Essential Health Stack (4 skills)

For most people. Covers the 80/20 of health management.

skills:
  - doctor            # Symptom assessment + triage
  - nutrition         # Meal tracking + macro analysis
  - fitness-coach     # Workout programming + analysis
  - sleep-tracker     # Sleep optimization

What this gives you:

• Message about any health concern → get structured guidance
• Log meals in plain text → get daily macro totals
• Send workout screenshots → get data-driven programming
• Track sleep patterns → get cycle-aligned alarm times

Daily interaction (2 minutes total):

• Morning: "Slept 7.5 hours, quality 7/10"
• After meals: "Lunch — grilled chicken salad, water"
• After gym: "Back squat 90kg 4x6, OHP 45kg 3x8, rows 60kg 3x10"
• As needed: "I have a headache and feel dizzy"

Tier 2: Comprehensive Stack (10 skills)

For health-conscious individuals who want data-driven optimization.

skills:
  - doctor
  - medicine
  - health-guardian      # Apple Health monitoring
  - longevity-assistant  # Supplement evaluation
  - nutrition
  - personal-nutrition   # Persistent coaching
  - nutritionist         # Behavior change
  - fitness-coach
  - gym                  # Strength tracking + PRs
  - sleep-tracker

Additional capabilities:

• 39-metric Apple Health monitoring with anomaly detection
• Persistent nutrition coaching that learns YOUR patterns
• Supplement stack evaluation with evidence tiers
• Progressive overload tracking with plateau detection
• Cross-pillar wellness assessments

Weekly interaction:

• Daily: meal logs + workout logs + sleep scores (3 min)
• Weekly: "How am I doing overall?" → holistic dashboard
• Monthly: "Evaluate my supplement stack" → evidence review
• As needed: "Should I rest today?" → data-driven answer

Tier 3: Full Health Stack (22 skills)

For researchers, biohackers, healthcare professionals, and the seriously health-invested.

skills:
  - doctor
  - medicine
  - health
  - health-guardian
  - longevity-assistant
  - testosterone-optimization
  - medical-research-toolkit
  - pubmed
  - tcm-biomedical-research-strategist
  - afrexai-hipaa-compliance
  - afrexai-medical-billing
  - non-tumor-ml-research-planner
  - nutrition
  - personal-nutrition
  - nutritionist
  - healthy-eating
  - fitness-coach
  - gym
  - apple-health-skill
  - strava-skill
  - sleep-tracker
  - sleep-wakeup-advisor

Additional capabilities:

• Query 14+ biomedical databases for any health question
• Design ML research studies for biomarker discovery
• Full TCM network pharmacology study planning
• HIPAA compliance frameworks for health AI deployments
• Medical billing audit and revenue cycle optimization
• Hormone optimization tracking with correlation analysis
• PubMed literature reviews with critical appraisal
• Strava performance management (CTL/ATL/TSB)
• Sleep-wakeup cycle alignment

Automation: Cron Jobs for Health

Set up automated health monitoring:

{
  "name": "Morning Health Briefing",
  "schedule": { "kind": "cron", "expr": "0 7 * * *", "tz": "Europe/Paris" },
  "payload": {
    "kind": "agentTurn",
    "message": "Generate my morning health briefing: overnight vitals from Apple Health, recovery assessment, today's nutrition targets based on training plan, and workout recommendation."
  },
  "sessionTarget": "isolated",
  "delivery": { "mode": "announce" }
}

{
  "name": "Weekly Wellness Review",
  "schedule": { "kind": "cron", "expr": "0 20 * * 0", "tz": "Europe/Paris" },
  "payload": {
    "kind": "agentTurn",
    "message": "Generate my weekly wellness dashboard: sleep quality trend, nutrition compliance, training volume vs plan, HRV trend, weight trend, and top priority for next week."
  },
  "sessionTarget": "isolated",
  "delivery": { "mode": "announce" }
}

The Results

Setup on MrChief

Start with Tier 1. Add skills as you build the habit. The stack grows with you.