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MCP

Secure Healthcare Data Summarizer

An enterprise-grade MCP-powered assistant that connects securely to EHR systems, lab databases, and clinical platforms. It retrieves structured and unstructured patient data, summarizes key medical findings, flags anomalies, and delivers context-aware insights directly to clinicians. Designed with HIPAA-grade compliance in mind, the system empowers faster decision-making without compromising privacy or data security.

MCP
Location

USA

Industry

TECHNOLOGY

Team Size

5 people

Duration

1.5 years

Challenges

01.

Challenges
  • Patient data is fragmented across EHRs, lab systems, and appointment tools—making it hard to generate real-time summaries.

  • Manual review of clinical histories delays diagnosis and burdens healthcare professionals with repetitive tasks.

  • Medical records contain unstructured notes, abbreviations, and diverse formats that are difficult for traditional systems to interpret.

  • Strict compliance standards (HIPAA, HL7) make secure integration and data processing complex and error-prone.

02.

Solution
  • Developed MCP tools to securely connect with EHR platforms, lab results systems, and appointment databases using scoped permissions.

  • Used LLM-based summarization models wrapped as MCP tools to extract and condense clinical histories and lab trends.

  • Implemented anomaly detection tools to flag unusual lab values, diagnosis inconsistencies, or missing treatments in real time.

  • Ensured all data transmission and processing adhered to HIPAA compliance by enforcing encryption, access logs, and token-scoped authorization.

Solution

our input

UI/UX Design

UI/UX Design

MCP Server Development

MCP Server Development

Client Development

Client Development

Quality Assurance

Quality Assurance

Security & Compliance

Security & Compliance

Cloud & DevOps

Cloud & DevOps

Business Analysis

Business Analysis

Cloud & Devops

Cloud & Devops

Lasya AI TechOur Features
App Functionality
Live Chat Support
Live Chat Support
Customer Profile Access
Customer Profile Access
Dynamic Knowledge Base
Dynamic Knowledge Base
Real-Time Data Lookup
Real-Time Data Lookup
Multi-Language Support
Multi-Language Support
Context-Aware Responses
Context-Aware Responses
Sentiment Analysis
Sentiment Analysis
Lasya AI Tech
Lasya AI TechWhat we offers

HOW WE DID IT

MCP Integration with EHR & Lab Systems
MCP Integration with EHR & Lab Systems

Built secure MCP connectors for electronic health records, lab result databases, and scheduling systems using scoped, encrypted APIs.

Medical Data Normalization Engine
Medical Data Normalization Engine

Developed a preprocessing pipeline that converts raw clinical notes and structured fields into standardized formats usable by LLMs.

LLM-Based Summarization Tools
LLM-Based Summarization Tools

Wrapped language models as MCP tools capable of summarizing complex medical histories and highlighting relevant diagnostics.

Anomaly Detection Layer
Anomaly Detection Layer

Integrated rules-based and ML-powered tools that scan patient data for missing information, lab outliers, or diagnosis conflicts.

Role-Based Access & Audit Trails
Role-Based Access & Audit Trails

Enforced HIPAA-compliant access control with per-user scopes, action logging, and consent-aware data handling.

Clinician Feedback & Iteration Loop
Clinician Feedback & Iteration Loop

Collaborated with physicians and compliance officers during pilot phases, incorporating feedback on summary clarity and compliance accuracy.

Lasya AI Tech

Technologies We Used

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MVC
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Swift
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UIkit
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Firebase Storage
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GitHub
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Android SDK
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Room
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Java
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Crashlytics
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CoreBluetooth

Creation Process

  • Market Research & Product Vision Shaping

    • Collaborated with healthcare professionals to understand pain points in clinical data access and summary generation.
    • Identified the opportunity to reduce clinician cognitive load by automatically summarizing fragmented patient data.
    • Shaped the product vision around secure, context-aware medical summarization with full compliance to HIPAA and EHR standards.
    Market Research & Product Vision Shaping
  • Strategic Consultation & Stakeholder Alignment

    • Audited major EHR and lab system APIs (FHIR, HL7) for MCP compatibility and data access policies.
    • Engaged compliance consultants to define encryption, access controls, and audit trails aligning with HIPAA requirements.
    • Scoped initial partnerships with healthcare IT vendors to test data access workflows and latency handling in sandbox environments.
    Strategic Consultation & Stakeholder Alignment
  • System Architecture Design & Technical Compliance

    • Designed an MCP server architecture with modular tools for EHR access, summarization, anomaly detection, and logging.
    • Created data schemas for unifying structured and unstructured records into consistent summary inputs for LLMs.
    • Planned secure session handling, token-based access scopes, and clinical feedback hooks for reviewable AI summaries.
    System Architecture Design & Technical Compliance
  • Application Development & Integration

    • Developed the core MCP tools for patient data fetching, summarization, and anomaly reporting using Python and TypeScript.
    • Built a secure interface for clinicians to request summaries, validate flagged findings, and export reports into EHR.
    • Piloted the solution with clinical advisors, iterated based on feedback, and prepared deployment for multiple practice environments.
    Application Development & Integration
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What are the key benefits of partnering with LasyaAitech?

We provide end-to-end software development services, from initial concept to deployment. Whether it's web development, mobile apps, or integrating cutting-edge technologies like AI, our solutions are tailored to your unique business needs, ensuring high performance, scalability, and exceptional user experiences.

How does your software development process work?

We follow a structured approach, starting with an in-depth consultation to understand your requirements. Our team then drafts a clear project roadmap, ensuring transparency and regular updates throughout development. From prototyping to testing and deployment, we work collaboratively to bring your vision to life.

Can LasyaAitech help us scale our existing software or migrate to new technology?

Absolutely! We specialize in upgrading existing systems, improving performance, and enabling seamless migration to modern technologies. Our team ensures minimal downtime and a smooth transition tailored to your growth objectives.

Why should I choose LasyaAitech over other software development companies?

With a proven track record of delivering successful projects like MailBluster and ThemeWagon, we combine technical expertise with a client-first approach. Our agile methods and attention to detail ensure we exceed expectations and deliver measurable results.

How do you ensure the security and scalability of your solutions?

We prioritize security at every stage of development, implementing industry-best practices to protect your data and systems. Our solutions are designed to be scalable, allowing your business to grow without limitations, ensuring long-term success.

Lasya AI Tech
Lasya AI TechLasya AI Tech

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