vitals-and-labs

Generate FHIR-standard vital signs and lab results with reference ranges.

Updated Feb 9, 2026
One-click install
npx skills add https://github.com/alvinhenrick/fhir-synth --skill vitals-and-labs
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: vitals-and-labs
Source: https://github.com/alvinhenrick/fhir-synth/tree/main/src/fhir_synth/skills/builtin/vitals-and-labs
Command: npx skills add https://github.com/alvinhenrick/fhir-synth --skill vitals-and-labs

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill simplifies the creation of realistic vital signs and laboratory test results aligned with medical standards and terminology, facilitating healthcare data simulation and analysis.

Core Features & Use Cases

  • Vital Signs Generation: Produces blood pressure, heart rate, temperature, oxygen saturation, height, weight, and BMI based on the FHIR Vital Signs profile with realistic ranges.
  • Laboratory Panel Simulation: Generates CBC, BMP, CMP, lipid profile, HbA1c, urinalysis, and COVID-19 test results with proper reference ranges and interpretation flags.
  • Use Case: Healthcare developers can simulate patient records for testing EHR systems or training AI models in clinical data understanding by requesting comprehensive vital signs or blood work results.

Quick Start

Generate a set of vital signs and lab results for a simulated patient by asking for typical health metrics and tests in plain English.

Frequently Asked Questions about vitals-and-labs

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

FAQPage Schema
How do I generate realistic vital signs and lab results for testing EHR systems?

You can generate realistic vital signs and lab results for testing EHR systems by requesting comprehensive health metrics and blood work in plain English. The Skill produces blood pressure, heart rate, CBC, BMP, and lipid profiles with proper reference ranges and interpretation flags.

Do the simulated clinical lab results follow FHIR standards?

Yes, the simulated clinical lab results follow FHIR standards. The generated vital signs align with the FHIR Vital Signs profile, and laboratory panels like CBC, CMP, HbA1c, and COVID-19 tests include proper reference ranges and interpretation flags for clinical relevance.

Can I use this to create training datasets for healthcare AI models?

Yes, you can use this to create training datasets for healthcare AI models. It simulates patient records with accurate vital signs and laboratory test results, providing the clinical data understanding necessary for training AI models and prototyping patient records.

What laboratory panels and vital signs can I simulate for patient record prototyping?

For patient record prototyping, you can simulate blood pressure, heart rate, temperature, oxygen saturation, height, weight, BMI, and laboratory panels including CBC, BMP, CMP, lipid profile, HbA1c, urinalysis, and COVID-19 test results.

Does the generated lab data include reference ranges and interpretation flags?

Yes, the generated lab data includes reference ranges and interpretation flags. This ensures the simulated laboratory panel results for tests like BMP, CMP, and urinalysis maintain accuracy and clinical relevance for medical app development and data validation.

What is the best way to simulate patient health metrics for medical app development?

The best way to simulate patient health metrics for medical app development is requesting comprehensive vital signs and blood work results in plain English. This generates accurate clinical data following FHIR standards, suitable for validating healthcare applications and training datasets.

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