--- name: wellally-tech description: "Integrate multiple digital health data sources, connect to [WellAlly.tech](https://www.wellally.tech/) knowledge base, providing data import and knowledge reference for personal health management systems." risk: critical source: community date_added: "2026-09-04" --- # WellAlly Digital Health Integration Integrate multiple digital health data sources, connect to [WellAlly.tech](https://www.wellally.tech/) knowledge base, providing data import and knowledge reference for personal health management systems. ## Detailed Guide Read [the detailed guide](references/detailed-guide.md) before executing this skill. It retains the complete procedure and reference material. Treat its safety, prerequisites, and validation requirements as mandatory. For focused work, load the relevant sections; for end-to-end work, read the guide completely. ## When to Use - You need to import or normalize health data from sources like Apple Health, Fitbit, Oura, or CSV/JSON exports. - You want to connect personal health data workflows to the WellAlly.tech knowledge base. - The task involves data import, health-data management, or article recommendations driven by user health context. ## 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](https://www.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** ```javascript 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: ```javascript // 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: ```javascript // 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** ```javascript 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** ```javascript 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** ```javascript 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: ```javascript 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** ```javascript 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** ```javascript // 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** ```javascript 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** ```javascript 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** ```javascript const recommendationReport = { generated_at: new Date().toISOString(), health_status: healthStatus, recommendations: recommendations, total_articles: recommendations.reduce((sum, r) => sum + r.articles.length, 0) }; ``` ## Security & Privacy ### Must Follow - ❌ Do not upload data to external servers (except API sync) - ❌ Do not hardcode API credentials in code - ❌ Do not share user access tokens - ✅ All imported data stored locally only - ✅ OAuth credentials encrypted storage - ✅ Import only after explicit user authorization ### Data Validation - ✅ Validate imported data types and ranges - ✅ Filter abnormal values (e.g., negative steps) - ✅ Preserve data source information - ✅ Handle timezone conversion ### Error Handling **File Read Failure**: - Output "Unable to read file, please check file path and format" - Provide correct file format examples - Suggest re-exporting data **API Call Failure**: - Output "API call failed, please check network connection and credentials" - Provide OAuth re-authentication guidance - Fall back to CSV import method **Data Validation Failure**: - Output "Incorrect data format, skipped invalid records" - Log number of skipped records - Continue processing valid data ## Usage Examples ### Example 1: Import Apple Health Data **User**: "Import fitness tracker data from Apple Health" **Output**: Execute import workflow, generate import report ### Example 2: Query Knowledge Base **User**: "WellAlly platform articles about sleep" **Output**: Return sleep-related knowledge base article links ### Example 3: Get Personalized Recommendations **User**: "Recommend articles based on my health data" **Output**: Analyze health data, recommend relevant articles ### Example 4: Import Generic CSV **User**: "Import this CSV health data file health.csv" **Output**: Parse CSV, map fields, save to local ## Limitations - Use this skill only when the task clearly matches the scope described above. - Do not treat the output as a substitute for environment-specific validation, testing, or expert review. - Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.