patient-matching

Search ClinicalTrials.gov trials, retrieve study details and results, and match patients to eligible trials via MCP. STDIO or Streamable HTTP.

A MatchMaker Exchange server

UnifyEMPI: high-performance, multi-tenant enterprise master patient index for FHIR R4 and HL7v2, with explainable matching, governed review and pluggable storage.

Tools to match persons by demographic information

Production engineering patterns for healthcare FHIR/HL7 data parsing, clinical ETL, and HIPAA de-identification & patient matching.

FHIR-native healthcare exchange hub: HL7 v2 (MLLP) + FHIR R4 ingest, US Core validation, probabilistic EMPI with merge/unmerge audit, and a consent-enforced SMART-on-FHIR API in Go.

Open-source clinical trial matching platform — by the American Institute for Medical Research

TrialMatchAI is an AI system that matches patients to relevant clinical trials by analyzing patient health data and trial eligibility criteria using machine learning and NLP. It predicts eligibility, ranks suitable trials, and explains the matches to assist clinicians in recruitment.

Clinical trial matching system using advanced NLP and intelligent scoring algorithms to match patients with relevant clinical trials. Features real-time data integration, geographic filtering, and comprehensive analytics dashboard.

HIPAA-aware healthcare data platform with FHIR ingestion, patient matching, provider workflows, dbt analytics, and governed AI queries.

Agentic AI for clinical trial patient matching via ClinicalTrials.gov

Power — independent third-party profile of a public API surface, by API Evangelist. Power (withpower.com) is a clinical-trial search and matching platform that helps patients find and enroll in research studies. It maintains a database of tens of thousands of active clinical trials searchable by condition, location, and drug type, and connects pati

Deep 6 AI — independent third-party profile of a public API surface, by API Evangelist. Deep 6 AI was a clinical-trial acceleration company that used artificial intelligence and natural language processing to mine structured and unstructured clinical data in electronic health records, matching eligible patients to clinical trials in minutes rather

Massive Bio — independent third-party profile of a public API surface, by API Evangelist. Massive Bio is an AI-powered healthcare company that matches cancer patients with clinical trials. Its platform analyzes 500+ medical data elements — diagnosis, genomic profile, and clinical history — to deliver personalized trial-match reports within 24 hours

Leal Health (fka TrialJectory) — independent third-party profile of a public API surface, by API Evangelist. Leal Health (formerly TrialJectory) is an AI-powered, patient-first decision-support platform that matches cancer patients to advanced treatments and clinical trials. Its patented natural language processing engine reads inclusion/exclusion

Verato — independent third-party profile of a public API surface, by API Evangelist. Verato is a healthcare identity company whose Universal Identity Platform (MDM Cloud) resolves and matches records for people, providers, and organizations against a proprietary nationwide referential database to create and maintain a single source of truth (golden

Patient matching that reports its two errors separately, in people. Over-merge and under-merge are not the same mistake, and one accuracy number hides which one you chose.