healthcare-eval-harness

Run automated healthcare evaluation gates before releasing EMR/EHR/CDSS updates.

Updated Sep 13, 2025
One-click install
npx skills add https://github.com/llmh333/employee_management_spring --skill healthcare-eval-harness-llmh333
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: healthcare-eval-harness
Source: https://github.com/llmh333/employee_management_spring/tree/main/.gemini/skills/healthcare-eval-harness
Command: npx skills add https://github.com/llmh333/employee_management_spring --skill healthcare-eval-harness-llmh333

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill prevents unsafe healthcare application deployments by verifying patient safety and compliance requirements before releases.

Core Features & Use Cases

  • Patient-safety gatekeeping: Enforces CRITICAL 100% pass thresholds for CDSS Accuracy, PHI Exposure, and Data Integrity to stop deployments on any failure.
  • Clinical and integration readiness checks: Runs HIGH-threshold (95%+) tests for Clinical Workflow and Integration Compliance, supporting warnings and review when targets are missed.
  • CI/CD integration guidance: Provides deterministic CI steps and pass-rate reporting logic tailored for a Jest-based test suite.

Quick Start

Run the CDSS Accuracy suite first and fail fast on the first safety regression using the Jest command suggested in the guide.

Frequently Asked Questions about healthcare-eval-harness

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

FAQPage Schema
How do I block unsafe healthcare deployments in a CI/CD pipeline?

Run automated healthcare evaluation gates in your CI/CD pipeline that enforce 100% pass thresholds for CDSS Accuracy, PHI Exposure, and Data Integrity before allowing EMR/EHR or CDSS updates to deploy.

What is automated deployment gating for patient safety and PHI security?

Automated deployment gating for patient safety is a CI/CD mechanism that runs ordered evaluation suites to halt application releases if CDSS accuracy or PHI exposure checks fall below required 100% critical thresholds.

How do I test CDSS accuracy and PHI exposure before releasing EHR updates?

Test CDSS accuracy and PHI exposure before releasing EHR updates by running the CDSS Accuracy suite first using a Jest-based test command, failing fast on the first safety regression to prevent unsafe deployment.

Does deployment gating support clinical workflow and integration compliance checks?

Deployment gating supports clinical workflow and integration compliance checks by running HIGH-threshold tests requiring 95%+ pass rates, which generate warnings and trigger reviews when targets are missed rather than hard-blocking releases.

What happens when a critical data integrity or CDSS accuracy test fails in CI/CD?

When a critical data integrity or CDSS accuracy test fails in CI/CD, the deployment is automatically blocked because the evaluation gates enforce a strict 100% pass threshold for all critical patient safety and PHI security scenarios.

When do I need automated healthcare evaluation gates for schema changes?

You need automated healthcare evaluation gates for schema changes when modifications touch patient data or authentication access controls, ensuring data integrity and integration compliance are verified before clinical applications are released.