clinical-note-extract
Extract structured data from clinical notes with span-level provenance and null-safety. Use when users say "extract [variables]…
Automate payer review of prior authorization (PA) requests. This skill should be used when users say "Review this PA request", "Process prior authorization for [procedure]", "Assess medical necessity", "Generate PA decision", or when processing clinical documentation for
$ npx -y skills add anthropics/healthcare --skill prior-auth --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/prior-authContext preview
The summary Claude sees to decide when to auto-load this skill.
Automate payer review of prior authorization (PA) requests. This skill should be used when users say "Review this PA request", "Process prior authorization for [procedure]", "Assess medical necessity", "Generate PA decision", or when processing clinical documentation for
name: prior-auth-review-skill description: Automate payer review of prior authorization (PA) requests. This skill should be used when users say "Review this PA request", "Process prior authorization for [procedure]", "Assess medical necessity", "Generate PA decision", or when processing clinical documentation for coverage policy validation and authorization decisions.
This skill automates the payer review process for prior authorization (PA) requests. It processes clinical documentation, validates medical necessity against coverage policies, and generates authorization decisions with supporting rationale.
**Target Users:** Health insurance payer organizations (Medicare Advantage, Commercial, Medicaid MCOs)
**Value Proposition:** Reduce PA review time from 30-60 minutes to under 5 minutes. Enable auto-approval for 40-60% of clear-cut cases.
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This skill uses a **simplified 2-subskill workflow**:
Subskill 1: Intake & Assessment ↓ (validates data, extracts clinical info, assesses medical necessity) Subskill 2: Decision & Notification ↓ (generates auth decision with provider notification) ONLY REVIEW THE SUBSKILL FILES WHEN THEY ARE NEEDED, DONT PRE-READ THE WHOLE SKILL ON BOOTUP Output: Authorization Decision Package
waypoints/ ├── assessment.json # Subskill 1 output (consolidated) └── decision.json # Subskill 2 output (final decision)
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This skill requires 3 healthcare MCP connectors:
1. **CMS Coverage MCP Connector** - Medicare coverage policies (NCDs, LCDs) 2. **ICD-10 MCP Connector** - Diagnosis code validation and lookup 3. **NPI MCP Connector** - Healthcare provider verification via NPPES
**For detailed tool usage, parameters, and CMS web resources, see [references/01-intake-assessment.md](references/01-intake-assessment.md#prerequisites).**
During execution, the skill displays notifications before and after each MCP connector call:
See README.md File Organization section for complete directory structure and file descriptions.
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This skill enforces a **decision policy rubric** that determines the outcome when validation checks fail. The policy balances regulatory compliance, patient safety, and operational efficiency.
**See [references/rubric.md](references/rubric.md) for:**
**Quick Summary:**
To customize decision logic for your organization, edit [references/rubric.md](references/rubric.md).
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Simply invoke the skill:
Use the prior-auth-review-skill
The skill will: 1. Check for incomplete requests (auto-resume if found) 2. Collect PA request details 3. Execute Subskill 1: Intake & Assessment 4. Execute Subskill 2: Decision & Notification 5. Output authorization decision package
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When this skill is invoked:
**Before proceeding, verify required MCP connectors are available.**
Check for the following MCP connectors: 1. **CMS Coverage MCP** - Required for coverage policy lookup 2. **ICD-10 MCP** - Required for diagnosis code validation 3. **NPI MCP** - Required for provider verification
**If any MCP connectors are not configured:**
Display error and exit: > "Missing required MCP connectors: [list missing connectors]. This skill requires all three healthcare MCP connectors to function. Please configure the missing connectors and try again. See README Prerequisites for setup instructions."
Exit skill.
**If all MCP connectors are available:** Proceed silently to next step.
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**Prompt the user to provide input files or use sample data.**
Display the following prompt:
Prior Authorization Review requires the following input files: REQUIRED FILES: 1. Prior Authorization Request Form (PDF) - Contains member info, requested service, provider details 2. Clinical Notes / H&P (PDF) - History and physical examination documentation 3. Diagnostic Imaging Reports (PDF) - CT, MRI, X-ray, or other imaging results 4. Laboratory Results (PDF) - Relevant lab work supporting medical necessity 5. Additional Supporting Documentation (PDF, optional) - PFTs, specialist consults, etc. OPTIONS: (A) Upload your own files - Provide paths to each required document (B) Use sample files - Load pre-configured sample case (CT-guided lung biopsy) Enter your choice (A/B): ___
**If user selects (A) - Upload own files:**
**If user selects (B) - Use sample files:**
One plugin for healthcare work: skills for payer, provider, pharma, and general engineering, with hosted MCP servers connected. Skills only load when relevant, so the bundle stays cheap.
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