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healthcare-eval-harness

Evaluate healthcare deployments for CDSS accuracy, PHI exposure, and data integrity.

4|7|Updated Apr 9, 2026
Search Tags:#testing#data-integrity#ci-cd#healthcare#evaluate#cdss
One-click install
npx skills add https://github.com/arbisoft/ai-skillforge --skill healthcare-eval-harness-arbisoft
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: healthcare-eval-harness
Source: https://github.com/arbisoft/ai-skillforge/tree/main/Claude/skills/healthcare-eval-harness
Command: npx skills add https://github.com/arbisoft/ai-skillforge --skill healthcare-eval-harness-arbisoft

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates patient safety verification for healthcare deployments, enforcing critical gates to prevent unsafe releases and ensure regulatory compliance.

Core Features & Use Cases

  • End-to-end safety evaluation across CDSS, PHI handling, data integrity, clinical workflows, and integrations.
  • Enforces CRITICAL gates that block deployments on failures and HIGH gates for ongoing quality checks.
  • Use Case: Before rolling out a new CDSS module, run the harness through CI/CD to prevent unsafe deployments and document pass/fail metrics.

Quick Start

Run the harness against your healthcare deployment pipeline to halt deployments on critical safety failures.

Frequently Asked Questions about healthcare-eval-harness

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

FAQPage Schema
How do I prevent unsafe CDSS module deployments in my healthcare CI/CD pipeline?▼

To prevent unsafe CDSS deployments, you can run an automated safety harness in your CI/CD pipeline. It evaluates CDSS accuracy, PHI exposure, data integrity, and workflow compliance, blocking releases on critical safety failures.

How do I automate patient safety verification for EMR and EHR integrations?▼

Automating patient safety verification for EMR and EHR integrations involves running a testing harness that enforces critical gates. This halts deployments on failures and ensures regulatory compliance by evaluating data interfaces and clinical workflows.

What is a healthcare deployment safety gate and when do I need it?▼

A healthcare deployment safety gate is an automated checkpoint that evaluates CDSS accuracy and PHI exposure before release. You need it when rolling out new CDSS modules, data interfaces, or integration pipelines to ensure deterministic test execution and auditable results.

Can I use this safety evaluation harness for ongoing quality checks after deployment?▼

Yes, you can use the safety evaluation harness for ongoing quality checks. It enforces HIGH gates for continuous monitoring of data integrity and workflow compliance, alongside CRITICAL gates that strictly block unsafe deployments.

Does the healthcare testing harness provide deterministic test execution with auditable results?▼

Yes, the healthcare testing harness provides deterministic test execution with clear pass/fail criteria and auditable results. It documents pass/fail metrics across CDSS, PHI handling, and data interfaces to satisfy compliance requirements.

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