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Rxly

Healthcare systems worldwide are under pressure — rising costs, overwhelmed physicians, and shrinking access to care.

Core trick

Streams live consultation transcript into a retrieval step over PubMed and ICD-11 that drafts ranked differentials for physician review.

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Description

Healthcare systems worldwide are under pressure — rising costs, overwhelmed physicians, and shrinking access to care. Rxly is an AI clinical copilot designed to restore that access. During real-world consultations, Rxly listens in real time — structuring symptoms, red flags, and key findings as physicians speak. Powered by a Retrieval-Augmented Generation (RAG) architecture grounded in up-to-date medical literature and clinical guidelines — including PubMed and ICD-11 — Rxly synthesizes clinical data instantly and generates evidence-backed differential diagnoses. It integrates directly with EMR systems to structure and document encounters automatically — reducing administrative burden while improving accuracy and consistency. All data is encrypted in transit and at rest, with a security architecture designed to align with HIPAA requirements. (no BAAs at this time) Physicians remain fully in control — reviewing the evidence, adding clinical context, and making the final decision.
Youngtak-Jo/rxly_h★ 13 forksTypeScriptCreated Feb 11, 2026 · last push Sep 30, 2026

README excerpt

<p align="center">
  <img src="public/og-image.jpeg" alt="Rxly.ai" width="100%" />
</p>

<h1 align="center">Rxly.ai</h1>

<p align="center">
  <strong>Real-time AI medical consultation assistant</strong><br/>
  Live transcription, clinical insights and draft records that a physician reviews during the visit.
</p>

<p align="center">
  <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white" alt="TypeScript" />
  <img src="https://img.shields.io/badge/Next.js%2016-000000?logo=next.js&logoColor=white" alt="Next.js" />
  <img src="https://img.shields.io/badge/Tailwind%20CSS%204-06B6D4?logo=tailwindcss&logoColor=white" alt="Tailwind CSS" />
</p>

<p align="center">
  <a href="https://rxly.ai"><strong>Live Demo &rarr;</strong></a>
</p>

I was one of 500 participants selected from roughly 13,000 applicants for Anthropic's Built with Opus 4.6 Claude Code hackathon. I developed Rxly alone during the hackathon and submitted it. After the submission, I continued development until March 2026.

The prototype has not undergone clinical validation or a compliance audit.

- Project write-up: [youngtakjo.com/en/projects/rxly](https://youngtakjo.com/en/projects/rxly)
- Hackathon submission: [Built with Opus 4.6 gallery](https://cerebralvalley.ai/e/claude-code-hackathon/hackathon/gallery/96)

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## Screenshots

![Rxly Dashboard](public/rxly-dashboard.png)

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## Why Rxly?

My brother works as a firefighter in Korea. Through him, I saw firsthand how overwhel

Team