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BarnabaBobbili

HealthBridge MCP

๐ŸŒ‰ HealthBridge MCP System

Cross-hospital patient safety intelligence powered by Model Context Protocol (MCP).


๐Ÿ“– Overview

HealthBridge is an intelligent healthcare orchestration system that exposes Model Context Protocol (MCP) tools and resources to detect patient safety issues across a distributed, multi-hospital network. By unifying patient histories, HealthBridge acts as a singular intelligence layer preventing drug interactions, allergy conflicts, and duplicated procedures when patients move between different healthcare facilities.

Related MCP server: Healthcare FHIR MCP Server

โœจ Key Highlights

  • Universal Patient Timeline: A centralized healthbridge://patients/{patient_id} MCP resource that aggregates visits, diagnoses, and prescriptions.

  • Cross-Hospital Safety: Proactively detects buried drug conflicts and missed allergies from previous hospital visits.

  • Intelligent Stock Routing: Checks medicine availability across facilities and automatically reroutes prescriptions or requests replenishments.

  • Context-Aware Scheduling: Evaluates diagnosis severity to assign appropriate urgency tiers for follow-up appointments.

๐Ÿšจ Problem Statement

Healthcare data is heavily siloed. When a patient visits multiple hospitals, clinics, or pharmacies, their medical history becomes fragmented. This fragmentation leads to:

  • Adverse Drug Events (ADEs): Prescribing medications that interact dangerously with drugs prescribed at a different facility.

  • Missed Allergies: Prescribing drugs a patient is allergic to because the allergy was recorded in another hospital's system.

  • Resource Inefficiency: Ordering expensive duplicate tests (e.g., Lipid Panels, MRIs) simply because the previous results are inaccessible.

  • Inventory Shortages: Pharmacies running out of stock without an automated fallback mechanism to nearby clinics.

๐Ÿ’ก Our Solution

HealthBridge bridges these silos using the Model Context Protocol (MCP). Instead of relying on a centralized database that hospitals are reluctant to adopt, HealthBridge provides AI-driven agents with the tools to securely query cross-hospital histories, perform safety checks, and orchestrate inventory.

By exposing specialized MCP tools, HealthBridge empowers AI assistants to act as a universal safety net for healthcare providers.


๐Ÿ”„ Workflow

The typical workflow involves an AI agent utilizing HealthBridge tools during a patient encounter:

sequenceDiagram
    participant Doctor as Doctor (via AI Assistant)
    participant Agent as AI Agent
    participant HB as HealthBridge MCP
    
    Doctor->>Agent: "Prescribe Aspirin 100mg to PAT-001 at HOSP-B"
    
    rect rgb(30, 30, 30)
        Note over Agent,HB: 1. Safety Check Phase
        Agent->>HB: Call cross_hospital_safety_check(PAT-001, Aspirin)
        HB-->>Agent: โš ๏ธ HIGH RISK: Warfarin conflict (from HOSP-A)
    end
    
    Agent-->>Doctor: Warn about interaction. Doctor changes to safe alternative.
    
    rect rgb(30, 30, 30)
        Note over Agent,HB: 2. Inventory Phase
        Agent->>HB: Call medicine_availability_check(HOSP-B, SafeDrug)
        HB-->>Agent: ๐Ÿ”€ Rerouted to HOSP-C (In Stock)
    end
    
    rect rgb(30, 30, 30)
        Note over Agent,HB: 3. Logging & Follow-up Phase
        Agent->>HB: Call log_patient_visit(...)
        HB-->>Agent: Visit logged to global history
        Agent->>HB: Call followup_scheduler(PAT-001, severity)
        HB-->>Agent: ๐ŸŸข Routine follow-up scheduled (30 days)
    end
    
    Agent-->>Doctor: Prescription rerouted and visit logged successfully.

๐Ÿ—๏ธ Architecture

HealthBridge operates via an MCP server interacting with a static data layer, presenting a unified interface for AI clients and a visual widget.

graph TD
    Client[AI Client / Claude Desktop] -->|MCP Protocol| Server[HealthBridge FastMCP Server]
    Widget[Browser Widget] -->|HTTP/SSE| Server
    
    subgraph HealthBridge Core
        Server --> T1[log_patient_visit]
        Server --> T2[cross_hospital_safety_check]
        Server --> T3[medicine_availability_check]
        Server --> T4[followup_scheduler]
        Server --> R1[(Resource: patient_history)]
    end
    
    subgraph Data Layer
        T1 -.-> D1[patients.json]
        R1 -.-> D1
        T2 -.-> D2[drug_interactions.json]
        T3 -.-> D3[facility_stock.json]
        T2 -.-> D1
    end
    
    classDef tools fill:#2a4d69,stroke:#4b86b4,stroke-width:2px;
    classDef data fill:#1f2833,stroke:#66fcf1,stroke-width:2px;
    
    class T1,T2,T3,T4 tools;
    class D1,D2,D3 data;

๐Ÿ› ๏ธ MCP Tools & Resources

Tools

Tool Name

Description

log_patient_visit

Records a new encounter into the shared patient history.

cross_hospital_safety_check

Detects drug interactions, allergy conflicts, and duplicate tests across all past visits.

medicine_availability_check

Checks stock, reroutes to nearby facilities if empty, or requests replenishment.

followup_scheduler

Assigns follow-up urgency tier with contextual escalation.

Resources

  • healthbridge://patients/{patient_id}: Provides the full, cross-hospital timeline and aggregated allergy lists for a specific patient.


๐Ÿš€ Quick Start

1. Install Dependencies

pip install -r requirements.txt

2. Run the MCP Server

# stdio mode (for standard MCP clients)
python server.py

# HTTP/SSE mode (for browser widget live wiring)
python server.py --http

3. Open the Dashboard Widget

The frontend widget allows you to visualize the timeline and tool orchestration.

start widget/index.html

(Ensure CONFIG.USE_MCP_API = true in app.js if running alongside the HTTP server)

4. Run Tests

Validate the system logic with the pytest suite:

python -m pytest tests/ -v

๐Ÿงช Demo Scenarios

HealthBridge comes with planted data (data/patients.json) to test various edge cases:

Scenario

Patient

Trigger

Expected Outcome

Buried Conflict

PAT-001 (Anil)

Prescribe aspirin

โš ๏ธ Detects warfarin interaction from HOSP-A

Duplicate Test

PAT-003 (Priya)

View history

๐Ÿ” Identifies Lipid Panel at 2 hospitals within 8 days

Missed Allergy

PAT-005 (Ravi)

Prescribe amoxicillin

๐Ÿšจ Flags penicillin cross-reactivity from 2024

Stock Reroute

Any at HOSP-B

Prescribe metformin

๐Ÿ”€ Reroutes to HOSP-C (Green Valley Clinic)

Out of Stock

Any

Prescribe atorvastatin

๐Ÿ”ด Out of Stock โ€” Replenishment Requested

Urgent Care

PAT-007 (Meena)

severe AMI diagnosis

๐Ÿ”ด Urgent Follow-up โ€” 3 days, doctor notified

F
license - not found
-
quality - not tested
C
maintenance

Maintenance

โ€“Maintainers
โ€“Response time
โ€“Release cycle
โ€“Releases (12mo)
Commit activity

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