AI Health Monitoring Platform
An advanced AI-powered health monitoring system that combines real-time biometric tracking, multi-agent AI assistants, and predictive analytics to deliver intelligent healthcare insights.
π Core Architecture
- 4 AI Agents (Clinical, Nutrition, Exercise, Risk) powered by LangChain + Ollama LLMs
- RAG Knowledge Base using ChromaDB with BM25 ensemble retrieval for evidence-backed responses
- Real-time Vitals via WebSocket (Socket.IO) for live:
- Heart Rate
- SpO2
- Blood Pressure
- HRV
- Stress Level
- Body Temperature
- Live Pose Detection using MediaPipe for exercise form analysis and repetition counting
- Health Risk Predictions with SHAP-like factor analysis and what-if scenario modeling
- Bilingual Support: Arabic πΈπ¦ & English πΊπΈ with full RTL layout support
β¨ Features
π« Real-Time Health Monitoring
Live vital signs dashboard
(Heart Rate, SpO2, Blood Pressure, HRV, Stress, Temperature, Steps, Calories, Sleep)WebSocket-powered real-time updates
4 Monitoring Views:
- Real-time
- 24h History
- Weekly Trends
- Population Trends
Radar chart visualization for multi-vital overview
Automated alerts for abnormal readings
- Warning thresholds
- Critical thresholds
- Warning thresholds
π€ AI Multi-Agent Chat
The system includes 4 specialized AI agents, each with its own tools, knowledge base, and system prompt.
π©Ί Clinical Agent
- Vital sign analysis
- Symptom interpretation
- Clinical health insights
π₯ Nutrition Agent
- Personalized meal planning
- Macronutrient calculations
- Dietary recommendations
πͺ Exercise Agent
- Safe workout plan generation
- Safe Load Index (SLI)
- Exercise form guidance
π Risk Agent
- SHAP-based risk analysis
- Health trend predictions
- What-if scenario modeling
Additional Capabilities
- Automatic routing based on keyword detection (Arabic & English)
- RAG-enhanced responses using ChromaDB + BM25
- Integration with real MongoDB health data
ποΈ Smart Exercise Tracking
- Structured workout plans with bilingual exercise names
- Live Pose Detection via MediaPipe
- Real-time joint angle calculation
- Automatic rep counting (up/down phase detection)
- Safety recommendations per exercise
- Alternative exercises for injuries or limitations
- Embedded YouTube exercise demonstration links
π₯ Nutrition Management
Daily meal plans with macro breakdown per food
- Protein
- Carbohydrates
- Fat
- Calories
Macro progress tracking against daily targets
Water intake monitoring
AI-powered meal planner supporting:
- Balanced diet
- Weight loss
- Muscle gain
- Diabetes-friendly diet
- Heart-healthy diet
PieChart visualization for macro distribution
π Medication Management
Medication tracking:
- Taken
- Missed
- Upcoming
- Late
Add/Edit medications:
- Dosage
- Frequency
- Instructions
Family medication monitoring
- Shareable family codes
Compliance visualization and reminders
π Health Risk Predictions
- Current vs predicted risk scores
- Health trend analysis
- SHAP feature importance breakdown
Key factors analyzed:
- Exercise
- Sleep
- Diet
- Stress
- Medications
- Heart Rate
- HRV
Includes:
- 4 What-if scenarios
- Projected health outcomes
- Monthly trend charts (Actual vs Predicted)
π§ Smart AI Features
Symptom Checker
- Choose from 18+ symptoms
- Set severity and duration
- AI-powered urgency assessment
Drug Interaction Checker
- Detect interactions between new drugs and current medications
- Interaction severity classification
Health Report Generator
Auto-generated comprehensive report including:
- AβF grading system
- Vitals analysis
- Activity evaluation
- Sleep quality
- Medication adherence
AI Meal Planner
- Personalized diet plans
- Calorie targets
- Dietary goals
Health Journal
Daily journaling with:
- Mood tracking (6 moods)
- Energy level
- Pain level
- AI-generated health insights
𧬠VR Digital Twin
- Interactive full-body human silhouette
- Floating real-time vital sign data points
- Anatomical visualization of health metrics
Displays:
- Medical conditions
- Medications
- Blood type
- Fitness level
Includes:
- Risk prediction panel
- Severity-based alerts
π Bilingual Support (Arabic & English)
- Full i18n support using i18next
- Automatic browser language detection
- RTL layout support for Arabic
Content localization includes:
- Exercise names
- Meal names
- Medical terminology
- UI elements
AI agents respond in the same language used by the user.
π¨ Holographic UI
Custom holographic UI component library:
HoloCardHoloOrbHoloParticlesHoloRingHoloCubeHoloDNAHelixHoloHeartbeatHoloScanLineHoloBgMesh
Features include:
- 3D mouse-tracking tilt effects
- Configurable glow
- Animated particles
- Scan lines
- Grid overlays
- Glassmorphism design
π Authentication & Admin System
- JWT-based authentication
- bcrypt password hashing
User onboarding includes:
- Medical history
- Fitness goals
- Lifestyle information
Access control:
- User role
- Admin role
Admin Dashboard
- User statistics
- Health risk distribution
- Alerts overview
- Admin-only routes
Built With
- ccs
- html
- python
- typescript
- vite
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