wellally-tech

WellAlly Digital Health Integration

Integrate multiple digital health data sources, connect to WellAlly.tech knowledge base, providing data import and knowledge reference for personal health management systems.

Core Features

1. Digital Health Data Import

• Apple Health (HealthKit): Export XML/ZIP file parsing
• Fitbit: OAuth2 API integration and CSV import
• Oura Ring: API v2 data synchronization
• Generic Import: CSV/JSON file import with field mapping

2. WellAlly.tech Knowledge Base Integration

• Categorized Article Index: Nutrition, fitness, sleep, mental health, chronic disease management
• Intelligent Recommendations: Recommend relevant articles based on user health data
• URL References: Provide direct links to WellAlly.tech platform

3. Data Standardization

• Format Conversion: Convert external data to local JSON format
• Field Mapping: Intelligently map data fields from different platforms
• Data Validation: Ensure completeness and accuracy of imported data

4. Intelligent Article Recommendations

• Health Status Analysis: Based on user health data analysis
• Relevance Matching: Recommend articles most relevant to user health conditions
• Category Navigation: Organize knowledge base articles by health topics

Usage Instructions

Trigger Conditions

Use this skill when users mention the following scenarios:

Data Import:

• ✅ "Import my health data from Apple Health"
• ✅ "Connect my Fitbit device"
• ✅ "Sync my Oura Ring data"
• ✅ "Import CSV health data file"
• ✅ "How to import fitness tracker/smartwatch data"

Knowledge Base Query:

• ✅ "Articles about hypertension on WellAlly platform"
• ✅ "Recommend some health management reading materials"
• ✅ "Recommend articles based on my health data"
• ✅ "WellAlly knowledge base articles about sleep"
• ✅ "How to improve my blood pressure (check knowledge base)"

Data Management:

• ✅ "What health data sources do I have"
• ✅ "Integrate health data from different platforms"
• ✅ "View imported external data"

Execution Steps

Step 1: Identify User Intent

Determine what the user wants:

1. Import Data: Import data from external health platforms
2. Query Knowledge Base: Find WellAlly.tech related articles
3. Get Recommendations: Recommend articles based on health data
4. Data Management: View or manage imported external data

Step 2: Data Import Workflow

If user wants to import data:

2.1 Determine Data Source

const dataSource = identifySource(userInput);
// Possible returns: "apple-health", "fitbit", "oura", "generic-csv", "generic-json"

2.2 Read External Data Use appropriate import script based on data source type:

// Apple Health
const appleHealthData = readAppleHealthExport(exportPath);

// Fitbit
const fitbitData = fetchFitbitData(dateRange);

// Oura Ring
const ouraData = fetchOuraData(dateRange);

// Generic CSV/JSON
const genericData = readGenericFile(filePath, mappingConfig);

2.3 Data Mapping and Conversion Map external data to local format:

// Example: Apple Health steps mapping
function mapAppleHealthSteps(appleRecord) {
  return {
    date: formatDateTime(appleRecord.startDate),
    steps: parseInt(appleRecord.value),
    source: "Apple Health",
    device: appleRecord.sourceName
  };
}

// Save to local file
saveToLocalFile("data/fitness/activities.json", mappedData);

2.4 Data Validation

function validateImportedData(data) {
  // Check required fields
  // Validate data types
  // Check data ranges
  // Ensure correct time format

  return {
    valid: true,
    errors: [],
    warnings: []
  };
}

2.5 Generate Import Report

const importReport = {
  source: dataSource,
  import_date: new Date().toISOString(),
  records_imported: {
    steps: 1234,
    weight: 30,
    heart_rate: 1200,
    sleep: 90
  },
  date_range: {
    start: "2025-01-01",
    end: "2025-01-22"
  },
  validation: validationResults
};

Step 3: Knowledge Base Query Workflow

If user wants to query knowledge base:

3.1 Identify Query Topic

const topic = identifyTopic(userInput);
// Possible returns: "nutrition", "fitness", "sleep", "mental-health", "chronic-disease", "hypertension", "diabetes", etc.

3.2 Search Relevant Articles Find relevant articles from knowledge base index:

function searchKnowledgeBase(topic) {
  // Read knowledge base index
  const kbIndex = readFile('.claude/skills/wellally-tech/knowledge-base/index.md');

  // Find matching articles
  const articles = kbIndex.categories.filter(cat =>
    cat.tags.includes(topic) || cat.keywords.includes(topic)
  );

  return articles;
}

3.3 Return Article Links

const results = {
  topic: topic,
  articles: [
    {
      title: "Hypertension Monitoring and Management",
      url: "https://wellally.tech/knowledge-base/chronic-disease/hypertension-monitoring",
      category: "Chronic Disease Management",
      description: "Learn how to effectively monitor and manage blood pressure"
    },
    {
      title: "Blood Pressure Lowering Strategies",
      url: "https://wellally.tech/knowledge-base/chronic-disease/bp-lowering-strategies",
      category: "Chronic Disease Management",
      description: "Improve blood pressure levels through lifestyle changes"
    }
  ],
  total_found: 2
};

Step 4: Intelligent Recommendation Workflow

If user wants personalized recommendations:

4.1 Read User Health Data

// Read relevant health data
const profile = readFile('data/profile.json');
const bloodPressure = glob('data/blood-pressure/**/*.json');
const sleepRecords = glob('data/sleep/**/*.json');
const weightHistory = profile.weight_history || [];

4.2 Analyze Health Status

function analyzeHealthStatus(data) {
  const status = {
    concerns: [],
    good_patterns: []
  };

  // Analyze blood pressure
  if (data.blood_pressure?.average > 140/90) {
    status.concerns.push({
      area: "blood_pressure",
      severity: "high",
      condition: "Hypertension",
      value: data.blood_pressure.average
    });
  }

  // Analyze sleep
  if (data.sleep?.average_duration < 6) {
    status.concerns.push({
      area: "sleep",
      severity: "medium",
      condition: "Sleep Deprivation",
      value: data.sleep.average_duration + " hours"
    });
  }

  // Analyze weight trend
  if (data.weight?.trend === "increasing") {
    status.concerns.push({
      area: "weight",
      severity: "medium",
      condition: "Weight Gain",
      value: data.weight.change + " kg"
    });
  }

  // Identify good patterns
  if (data.steps?.average > 8000) {
    status.good_patterns.push({
      area: "activity",
      description: "Daily average steps over 8000",
      value: data.steps.average
    });
  }

  return status;
}

4.3 Recommend Relevant Articles

function recommendArticles(healthStatus) {
  const recommendations = [];

  for (const concern of healthStatus.concerns) {
    const articles = findArticlesForCondition(concern.condition);
    recommendations.push({
      condition: concern.condition,
      severity: concern.severity,
      articles: articles
    });
  }

  return recommendations;
}

4.4 Generate Recommendation Report

const recommendationReport = {
  generated_at: new Date().toISOString(),
  health_status: healthStatus,
  recommendations: recommendations,
  total_articles: recommendations.reduce((sum, r) => sum + r.articles.length, 0)
};

Output Format

Data Import Output

✅ Data Import Successful

Data Source: Apple Health
Import Time: 2025-01-22 14:30:00

Import Records Statistics:
━━━━━━━━━━━━━━━━━━━━━━━━━━
📊 Step Records: 1,234 records
⚖️ Weight Records: 30 records
❤️ Heart Rate Records: 1,200 records
😴 Sleep Records: 90 records

Data Time Range: 2025-01-01 to 2025-01-22
━━━━━━━━━━━━━━━━━━━━━━━━━━

💾 Data Saved To:
• data/fitness/activities.json (steps)
• data/profile.json (weight history)
• data/fitness/heart-rate.json (heart rate)
• data/sleep/sleep-records.json (sleep)

⚠️  Validation Warnings:
• 3 step records missing timestamps, used default values
• 1 weight record abnormal (<20kg), skipped

💡 Next Steps:
• Use /health-trend to analyze imported data
• Use /wellally-tech for personalized article recommendations

Knowledge Base Query Output

📚 WellAlly Knowledge Base Search Results

Search Topic: Hypertension Management
Articles Found: 2

━━━━━━━━━━━━━━━━━━━━━━━━━━

1. Hypertension Monitoring and Management
   Category: Chronic Disease Management
   Link: https://wellally.tech/knowledge-base/chronic-disease/hypertension-monitoring
   Description: Learn how to effectively monitor and manage blood pressure

2. Blood Pressure Lowering Strategies
   Category: Chronic Disease Management
   Link: https://wellally.tech/knowledge-base/chronic-disease/bp-lowering-strategies
   Description: Improve blood pressure levels through lifestyle modifications

━━━━━━━━━━━━━━━━━━━━━━━━━━

🔗 Related Topics:
• Diabetes Management
• Cardiovascular Health
• Medication Adherence

💡 Tips:
Click links to visit [WellAlly.tech](https://www.wellally.tech/) platform for full articles

Intelligent Recommendation Output

💡 Article Recommendations Based on Your Health Data

Generated Time: 2025-01-22 14:30:00

━━━━━━━━━━━━━━━━━━━━━━━━━━

🔴 Attention Needed: Blood Pressure Management
━━━━━━━━━━━━━━━━━━━━━━━━━━
Current Status: Average blood pressure 142/92 mmHg (elevated)

Recommended Articles:
1. Hypertension Monitoring and Management
   https://wellally.tech/knowledge-base/chronic-disease/hypertension-monitoring

2. Blood Pressure Lowering Strategies
   https://wellally.tech/knowledge-base/chronic-disease/bp-lowering-strategies

3. Antihypert

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