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.
Tags
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.
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 →</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) --- ## Screenshots  --- ## Why Rxly? My brother works as a firefighter in Korea. Through him, I saw firsthand how overwhel