• LOW
  • INTERMEDIATE
  • HIGH
  • HUMAN

How to stratify patient mortality risk with your AI

Connect the GRACE Score Calculator to your agent to turn clinical data into risk tiers.

Ask AI about this page

Short answer

How can I use my AI to stratify patient mortality risk?

Your agent uses the GRACE Score Calculator to map clinical inputs to specific risk categories and mortality probabilities. You get a clear breakdown of risk levels below.

Risk outcomes.

Where risk levels land.

The AI categorizes patients based on the calculated GRACE score.

LOW

Low risk tier

The AI identifies patients with minimal mortality probability. You get a classification for standard monitoring.

INTERMEDIATE

Moderate risk tier

The AI flags patients in the middle risk bracket. This signals a need for closer observation.

HIGH

High risk tier

The AI identifies patients with significant mortality probability. This triggers immediate clinical attention.

HUMAN

Clinical review required

The AI provides the score and category, but you must make the final medical determination. It doesn't replace your judgment.

The workflow

What your AI does when clinical data arrives.

The agent handles the math and the mapping so you can focus on the patient.

  1. Calculate the score

    The AI takes your patient's clinical parameters and runs the GRACE algorithm.

    get_risk_category

  2. Assign risk category

    The agent maps the resulting score to a specific risk level.

    get_risk_category

  3. Determine probability

    The AI pulls the corresponding mortality probability for that specific risk tier.

    get_risk_category

  4. Present findings

    The agent delivers the risk tier and probability directly in your chat interface.

    get_risk_category

Try it

Copy these to start.

Use these prompts to trigger the risk stratification.

Starting points

Replace the bracketed text with your actual patient data.

GRACE Score Calculator API Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_HYeTtzURqysRc2sZekym5U5t205c2jbn6Omm33VQ/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — GRACE Score Calculator API capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "grace-score-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_HYeTtzURqysRc2sZekym5U5t205c2jbn6Omm33VQ/mcp"
    }
  }
}
Copy into chat04

  • Calculate the GRACE score for a patient with [age], [systolic BP], and [heart rate].

  • What is the mortality risk category for a GRACE score of [score]?

  • Based on these clinical values [list values], what is the patient's risk tier?

  • Run a risk stratification for a patient with [list clinical data].

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect GRACE Score Calculator once, then ask.

One link connects the MCP to your client. Your credentials stay encrypted, and you can find the full tool list on the Connector page.

Connect GRACE Score Calculator to your AI

FAQ

How this task behaves.

  • 01

    Does the AI make the final medical diagnosis?

    No. The AI only calculates the score and provides the risk category. You must interpret these results clinically.

  • 02

    Can the AI change the patient's treatment plan?

    No. The tool is for risk stratification only. It doesn't have the capability to modify medical records or orders.

  • 03

    What data do I need to provide?

    You need to provide the specific clinical variables required by the GRACE algorithm, such as age, heart rate, and blood pressure.

  • 04

    Will the AI save these scores to my EHR?

    No. This MCP only performs calculations and returns data to your chat interface.

  • 05

    How accurate is the risk category?

    The accuracy depends on the clinical data you provide. The AI strictly follows the GRACE scoring logic.

  • More questions about GRACE Score Calculator? The Connector page answers them. See everything the GRACE Score Calculator Connector can do

Connect GRACE Score Calculator API to Claude, Cursor, ChatGPT & more