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FHIR MCP Server: Accessing Medical Data with Natural Language

FHIR MCP Server: Empowering Healthcare with Natural Language Interfaces

October 8, 2025Momentum

Summary

This article introduces an open-source FHIR MCP Server built on the Model Context Protocol (MCP). This tool allows users to access healthcare data using natural language, reducing the need for deep FHIR expertise and mitigating risks like AI-generated code errors.

Details

The system is a FHIR-based MCP server designed to enable handling of medical data via natural language. This eliminates the requirement for specialized FHIR knowledge, allowing clinical queries to be conducted conversationally. Key features address EHR integration challenges, including medical terminology validation, regulatory compliance, and clinical data accuracy. Specifically, it supports full FHIR resource operations, automatic LOINC code validation, and semantic search across medical documents. Developers can leverage this to build applications that allow clinicians to query patient histories conversationally or efficiently create clinical decision support tools. The server integrates with AI clients such as Claude and Cursor, facilitating advanced data analysis and workflow construction.

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