healthcare-eval-harness

Automate patient safety and compliance testing for healthcare application deployments.

1|Updated Apr 6, 2026
One-click install
npx skills add https://github.com/vrcms/everything-qwen-code --skill healthcare-eval-harness-vrcms
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: healthcare-eval-harness
Source: https://github.com/vrcms/everything-qwen-code/tree/main/.qwen/skills/healthcare-eval-harness
Command: npx skills add https://github.com/vrcms/everything-qwen-code --skill healthcare-eval-harness-vrcms

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires jest, jq, bc.

What problem does it solve?

This skill prevents the deployment of healthcare applications that fail to meet critical patient safety, data privacy, and clinical accuracy standards.

Core Features & Use Cases

  • Critical Safety Gates: Enforces 100% pass rates for CDSS accuracy, PHI exposure, and data integrity checks.
  • Compliance Monitoring: Validates clinical workflows and integration compliance against established thresholds.
  • Use Case: Before deploying an EMR update, run this harness to ensure that no PHI is exposed in logs and that all drug interaction logic remains accurate.

Quick Start

Run the healthcare eval harness to verify the safety and compliance of the current codebase.

Frequently Asked Questions about healthcare-eval-harness

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

FAQPage Schema
How do I automate patient safety verification for healthcare application deployments?

Automate patient safety verification by running an evaluation harness in CI/CD pipelines that enforces 100% pass rates for CDSS accuracy, PHI exposure, and data integrity checks.

Do I need Jest and jq to test clinical decision support accuracy in CI/CD?

Yes, you need Jest to execute test cases and jq to process JSON-formatted test results when verifying clinical decision support accuracy and PHI exposure.

What's the best way to prevent PHI exposure in logs before an EMR update?

Run a compliance harness before deploying an EMR update to validate that no PHI is exposed in logs and to ensure drug interaction logic remains accurate.

What is a CDSS accuracy gate and when do I need it?

A CDSS accuracy gate is an automated compliance threshold that validates clinical decision support logic. You need it before deploying healthcare applications to prevent patient safety failures.

Can I validate clinical workflow compliance against established thresholds automatically?

Yes, automated compliance monitoring validates clinical workflows and integration compliance against established thresholds during the deployment pipeline.

Why does my healthcare eval harness fail deployment on data integrity checks?

The harness fails deployment because it enforces 100% pass rates for data integrity checks, preventing healthcare application updates that do not meet critical data privacy and accuracy standards.