# MUMPS RAG Terminal (mumps_rag_v1.py)

[webxos]

MUMPS RAG Terminal (mumps_rag_v1.py)

README.md
mumps_rag_v1.py

Lightweight Python terminal simulating basic MUMPS global storage with in-memory database and simple RAG retrieval over ^DOC nodes.

Overview

• Emulates MUMPS-style globals (^NAME(sub1,sub2))
• Flat internal storage using | separator
• Preloaded sample medical documentation
• Basic TF-based ranking for RAG queries
• Interactive REPL interface

Requirements

Python 3.6+
No external dependencies (uses only standard library)

Quick Start

python3 mumps_rag_v1.py

*** MUMPS RAG TERMINAL (by webXOS 2025) ***
Type HELP

Basic MUMPS-Style Commands

Command	Syntax Example	Description
SET	SET ^PATIENT(123)="John Doe"	Create or update global node
	SET ^LAB(123,"GLU")=105	Supports subscripts
GET	GET ^PATIENT(123)	Retrieve value of node
LIST	LIST ^PATIENT	List all nodes under root (exact or subtree)
	LIST ^LAB	Shows all subnodes
DOC SHOW	DOC SHOW	Display all documentation nodes (^DOC)
DOC ADD	DOC ADD ^DOC(6)="New medical note text"	Add new documentation entry
RAG QUERY	RAG QUERY chest pain assessment	Search ^DOC nodes, returns top 5 ranked matches
HELP	HELP	Show command summary
EXIT / QUIT	EXIT	Quit terminal

Key Syntax Notes

• Keys always start with ^
• Subscripts in parentheses: ^GLOBAL("sub1",sub2,"sub 3")
• Quotes optional if subscript has no spaces/commas
• Internal flattening: ^DOC("chest pain") → DOC|chest pain

Preloaded Sample ^DOC Nodes

1. ^DOC(1) – SOAP framework explanation
2. ^DOC(2) – ABCDE emergency assessment
3. ^DOC(3) – Chest pain assessment protocol
4. ^DOC(4) – Emergency department billing levels
5. ^DOC(5) – Diabetes follow-up visit checklist

Example Session

USER> DOC SHOW
  ^DOC(1) = SOAP framework: Subjective, Objective, Assessment, Plan...
  ^DOC(2) = ABCDE framework: Airway, Breathing, Circulation...
  ...

USER> RAG QUERY diabetes follow up
RAG: diabetes follow up
  #1 [^DOC(5)] 0.812
      Diabetes follow-up visit: check A1C, medications...

USER> DOC ADD ^DOC(6)="Hypertension management: BP targets, lifestyle, meds"
DOC ADDED

USER> RAG QUERY high blood pressure
  #1 [^DOC(6)] 0.745
      Hypertension management: BP targets...

Extending

Add any global data via SET or more ^DOC entries via DOC ADD. All data persists only in memory during session.

Free to modify and extend. Public domain / MIT LICENSE - webXOS 2025