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Healthcare Eval Harness

A deployment gate for healthcare apps that enforces patient safety through five test categories, three of which block deployment on any failure. CDSS accuracy, PHI exposure, and data integrity must hit 100% pass rate with bail on first failure, while clinical workflows and integration compliance need 95%+. The examples show Jest commands but the threshold logic works with any test runner. Contributed by Dr. Keyur Patel from Health1 Super Speciality Hospitals, so it reflects real clinical deployment constraints. The anti-patterns list is unusually specific (no mocking the CDSS engine, no skipping tests because they passed last time), which suggests this came from actual incidents. If you deploy EMR/EHR systems, the pass/fail matrix and CI examples are immediately useful.

skills.sh installs
3.8K
GitHub stars
229.1K
last updated
Jul 14, 2026

Install

$ npx -y skills add affaan-m/everything-claude-code --skill healthcare-eval-harness --agent claude-code

Installs into .claude/skills of the current project.

Files

Healthcare Eval Harness — Patient Safety Verification

Automated verification system for healthcare application deployments. A single CRITICAL failure blocks deployment. Patient safety is non-negotiable.

Note: Examples use Jest as the reference test runner. Adapt commands for your framework (Vitest, pytest, PHPUnit, etc.) — the test categories and pass thresholds are framework-agnostic.

When to Use

  • Before any deployment of EMR/EHR applications
  • After modifying CDSS logic (drug interactions, dose validation, scoring)
  • After changing database schemas that touch patient data
  • After modifying authentication or access control
  • During CI/CD pipeline configuration for healthcare apps
  • After resolving merge conflicts in clinical modules

How It Works

The eval harness runs five test categories in order. The first three (CDSS Accuracy, PHI Exposure, Data Integrity) are CRITICAL gates requiring 100% pass rate — a single failure blocks deployment. The remaining two (Clinical Workflow, Integration) are HIGH gates requiring 95%+ pass rate.

Sponsors

Details

Repository
github.com/affaan-m/everything-claude-code
First seen
Apr 16, 2026

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