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pyhealth vs MCP Builder

Сравнение двух Agent Skills бок о бок. Выбери подходящий для Claude Code или Claude Desktop.

pyhealth

Build clinical/healthcare deep-learning pipelines with PyHealth — loading EHR/signal/imaging datasets (MIMIC-III/IV, eICU, OMOP, SleepEDF, ChestXray14, EHRShot)

MCP Builder

Scaffold a Model Context Protocol server

Сравнение

ПараметрpyhealthMCP Builder
Скриптыестьнет
Разрешённые инструментылюбыелюбые
Тип установкиpersonalproject
Категорияcodingcoding
Проверен
ЛицензияMIT
АвторK-Dense AIAnthropic
RepoK-Dense-AI/scientific-agent-skillsanthropics/skills

Когда брать pyhealth

Build clinical/healthcare deep-learning pipelines with PyHealth — loading EHR/signal/imaging datasets (MIMIC-III/IV, eICU, OMOP, SleepEDF, ChestXray14, EHRShot), defining tasks (mortality, readmission, length-of-stay, drug recommendation, sleep staging, ICD coding, EEG events), instantiating models (Transformer, RETAIN, GAMENet, SafeDrug, MICRON, StageNet, AdaCare, CNN/RNN/MLP), training with the PyHealth Trainer, computing clinical metrics, and using medical code utilities (ICD/ATC/NDC/RxNorm lookup and cross-mapping). Use this skill whenever the user mentions PyHealth, MIMIC, eICU, OMOP, EHR modeling, clinical prediction, drug recommendation, sleep staging, medical code mapping, ICD/ATC codes, or any healthcare ML pipeline that fits the dataset → task → model → trainer → metrics pattern, even if "PyHealth" isn't named explicitly.

Когда брать MCP Builder

Guides Claude through building a production-ready MCP server: tool design, transport setup, error handling and packaging — turns an idea into a working server.

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