prior-auth-review-skill

Automate prior authorization review with clinical evidence extraction and policy-based outcomes.

2|Updated May 20, 2026
One-click install
npx skills add https://github.com/Dianshu-Liao/SkilLGuard --skill prior-auth-review-skill-dianshu-liao
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prior-auth-review-skill
Source: https://github.com/Dianshu-Liao/SkilLGuard/tree/main/data/skills/healthcare/prior-auth-review-skill
Command: npx skills add https://github.com/Dianshu-Liao/SkilLGuard --skill prior-auth-review-skill-dianshu-liao

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) and assets (resource) components.

What problem does it solve?

It reduces the time and inconsistency of payer prior authorization (PA) reviews by turning submitted clinical documentation into draft, policy-aligned decisions that are ready for professional sign-off.

Core Features & Use Cases

  • Prior Authorization Workflow Automation: Intake PA request details, validate key identifiers/codes, and produce a structured decision package for review.
  • Coverage & Medical Necessity Matching: Match diagnoses and procedure context to Medicare LCD/NCD criteria and assess medical necessity with evidence.
  • Human-in-the-Loop Finalization + Auditability: Generate a complete audit justification and provider notification while requiring explicit human confirmation.

Quick Start

Use the prior-auth-review-skill to review this PA request and generate an approval or pending draft with a full audit justification for clinician sign-off.

Frequently Asked Questions about prior-auth-review-skill

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

FAQPage Schema
How do I automate prior authorization intake and medical necessity assessment from clinical documentation?

To automate prior authorization intake, this Skill extracts clinical evidence, validates provider credentials and medical codes, and matches diagnoses to Medicare LCD/NCD criteria to draft a policy-based medical necessity decision. It produces a structured decision package ready for human sign-off.

What is the best way to match coverage policy criteria to submitted diagnoses for payer review?

The best way to match coverage policy is by extracting provider-submitted clinical context and validating it against Medicare LCD/NCD criteria. This Skill generates a policy-aligned authorization outcome with evidence and a complete audit justification.

Does prior authorization workflow automation require specific healthcare MCP connectors?

Prior authorization workflow automation requires healthcare MCP connectors for CMS Coverage, ICD-10, and NPI validation. It also uses controlled web validation for CPT/HCPCS codes via official CMS resources to ensure accurate medical coding and provider credential checks.

How do I generate an audit trail for prior authorization decisions requiring human-in-the-loop oversight?

To generate an audit trail for prior authorization, this Skill produces waypoint JSON outputs and notification artifacts while enforcing rubric-driven human oversight. It requires explicit human confirmation before finalizing the policy-based authorization outcome and provider notification.

Can I use this for health insurance payer workflows that need ICD-10 and CPT/HCPCS code validation?

Yes, you can use this for health insurance payer workflows requiring ICD-10 and CPT/HCPCS validation. It validates medical codes via healthcare MCP connectors and official CMS resources, applying coverage policy matching to provider-submitted documentation.

What are the limitations of automating prior authorization medical necessity reviews?

A key limitation is that automating medical necessity reviews cannot finalize decisions autonomously. The process enforces rubric-driven human-in-the-loop oversight, requiring explicit professional sign-off on the drafted policy-based authorization outcome and audit justification.