wearables-integration

Integrate Apple HealthKit and BLE device data into FHIR Observations.

1|1|Updated May 16, 2026
One-click install
npx skills add https://github.com/aks-builds/healthcareskills --skill wearables-integration
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: wearables-integration
Source: https://github.com/aks-builds/healthcareskills/tree/main/skills/wearables-integration
Command: npx skills add https://github.com/aks-builds/healthcareskills --skill wearables-integration

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pypdf, pdfplumber, pdf2image, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill addresses the challenge of integrating consumer wearables and BLE health devices into clinical workflows, providing engineers with a framework to securely pull and process health data from various platforms.

Core Features & Use Cases

  • Wearable Data Integration: Support for Apple HealthKit, Google Health Connect, Fitbit, Garmin, Oura, Whoop, Withings, and direct BLE devices.
  • Data Mapping: Maps wearable data to FHIR Observations with proper provenance and device reference.
  • Clinical Decision Support: Offers guidance on using wearable data for clinical decision-making, including BAA considerations and data quality.

Quick Start

Use the wearables-integration skill to integrate Apple HealthKit data into your EHR system.

Frequently Asked Questions about wearables-integration

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I map Apple HealthKit data to FHIR Observations?

You map Apple HealthKit data to FHIR Observations by retrieving wearable metrics and transforming them into standardized clinical records with proper provenance and device references. This framework supports integration into EHR systems and clinical decision-making.

What is the best way to integrate Fitbit data into clinical workflows?

Integrating Fitbit data into clinical workflows involves retrieving health metrics from the platform and mapping them to FHIR Observations. This approach ensures proper provenance, device referencing, and compliance with BAA requirements for clinical use.

Does this approach support direct BLE health devices alongside Google Health Connect?

Yes, this integration framework supports direct BLE health devices alongside Google Health Connect. It retrieves data from both direct Bluetooth connections and platform APIs, mapping all wearable health metrics to FHIR Observations for clinical workflows.

How do I ensure wearable data meets BAA compliance requirements?

You ensure wearable data meets BAA compliance requirements by using a framework that securely retrieves health metrics and maps them to FHIR Observations with proper provenance and device references. This maintains compliance when supporting clinical decision-making and EHR integration.

Can I use consumer wearables like Garmin and Oura for clinical decision support?

Yes, consumer wearables like Garmin and Oura can be used for clinical decision support by retrieving their health data and mapping it to FHIR Observations. This ensures proper provenance, device referencing, and data quality for clinical workflows.

What are the limitations of integrating Whoop and Withings data into EHR systems?

Limitations of integrating Whoop and Withings data into EHR systems include data quality variations from consumer wearables and the need for proper provenance tracking. Mapping to FHIR Observations with device references helps address these challenges for clinical decision support.