healthkit-code-reviewReviews HealthKit code for authorization patterns, query usage, background delivery, and data type handling. Use when reviewing code with import HealthKit, H...
Install via ClawdBot CLI:
clawdbot install anderskev/healthkit-code-reviewGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Apr 25, 2026
A fitness app uses HealthKit to import workout and heart rate data. The skill ensures proper authorization, query usage, and background delivery for real-time syncing.
A research study app collects health data from participants via HealthKit. The skill reviews code for privacy compliance, correct query predicates, and data handling to ensure accurate and ethical data collection.
A wellness app monitors steps and sleep patterns using background delivery. The skill checks for proper observer query completion handlers and minimal background work to comply with iOS limits.
A telemedicine app reads HealthKit data like heart rate and blood glucose for remote patient monitoring. The skill verifies authorization flows and correct unit usage for medical accuracy.
A nutrition app uses HealthKit to log dietary energy and macros. The skill reviews HKQuantityType usage and unit conversions to ensure accurate calorie and nutrient tracking.
Users pay a monthly fee for personalized health analytics and trends derived from their HealthKit data. Revenue comes from recurring subscriptions.
Anonymized and aggregated health data is licensed to medical researchers and pharmaceutical companies for studies. Revenue is generated through data licensing agreements.
Basic HealthKit integration is free, while advanced features like custom health reports or multi-device sync are paid via in-app purchases. Revenue comes from one-time purchases or subscriptions.
💬 Integration Tip
Start by ensuring `isHealthDataAvailable()` is called before any HealthKit operations, and always handle authorization completion for denied permissions gracefully.
Scored Jun 29, 2026
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Conduct rigorous, adversarial code reviews with zero tolerance for mediocrity. Use when users ask to "critically review" my code or a PR, "critique my code", "find issues in my code", or "what's wrong with this code". Identifies security holes, lazy patterns, edge case failures, and bad practices across Python, R, JavaScript/TypeScript, SQL, and front-end code. Scrutinizes error handling, type safety, performance, accessibility, and code quality. Provides structured feedback with severity tiers (Blocking, Required, Suggestions) and specific, actionable recommendations.
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