healthcare-eval-harness

Automate patient safety verification for healthcare application deployments.

2|Updated May 11, 2026
One-click install
npx skills add https://github.com/himanshu231204/AI_Research_agent --skill healthcare-eval-harness-himanshu231204
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: healthcare-eval-harness
Source: https://github.com/himanshu231204/AI_Research_agent/tree/main/.opencode/skills/healthcare-eval-harness
Command: npx skills add https://github.com/himanshu231204/AI_Research_agent --skill healthcare-eval-harness-himanshu231204

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill eliminates the critical risk of deploying unsafe healthcare applications that could harm patients, expose protected health information (PHI), or break essential clinical workflows, which can result in regulatory fines, legal liability, and loss of patient trust.

Core Features & Use Cases

  • 5-Category Safety Testing: Automates verification of CDSS accuracy, PHI exposure, data integrity, clinical workflow integrity, and integration compliance for healthcare applications.
  • Strict Pass Thresholds: Enforces 100% pass rates for critical safety gates (blocking deployment on any failure) and 95%+ pass rates for high-priority workflow and integration tests.
  • Use Case: A team updating drug interaction logic in their EMR system can run this harness to confirm no CDSS errors, no PHI leaks, and intact clinical workflows before releasing the update to production.

Quick Start

Use the healthcare-eval-harness skill to run the full patient safety test suite for your healthcare application before deployment to confirm all critical safety gates pass.

Frequently Asked Questions about healthcare-eval-harness

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

FAQPage Schema
How do I validate CDSS logic and EMR updates before deploying healthcare applications?

Healthcare deployment verification checks CDSS accuracy, PHI exposure, data integrity, clinical workflows, and integration compliance. It enforces 100% pass rates for critical safety gates and 95%+ for high-priority workflow tests to block unsafe releases.

How do I automate patient safety checks in a CI/CD pipeline for regulated healthcare software?

You can automate patient safety checks in your CI/CD pipeline by configuring a pre-deployment validation harness to run clinical compliance test suites that block releases if safety thresholds are not met.

What pass rate thresholds are required to block unsafe clinical software deployments?

Unsafe clinical software deployments are blocked by enforcing strict pass rate thresholds: 100% for critical safety gates covering CDSS accuracy and PHI exposure, and 95% or higher for clinical workflow and integration compliance tests.

Can I use an automated safety harness to prevent PHI exposure when updating database schemas?

Yes, you can prevent PHI exposure during database schema updates and authentication modifications by running automated PHI protection checks that block deployment if any data exposure is detected.

What are the limitations of using automated clinical compliance testing for healthcare deployments?

A limitation of automated clinical compliance testing is that it enforces rigid pass thresholds; any failure in critical CDSS accuracy or PHI exposure gates will completely block the deployment pipeline until resolved.