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IRISVectorSearchRAGExample

Example of RAG using IRIS vector search

E
Emil Polakiewicz
Python
AI
0.0 (0)08 Dec, 2025 16

VIPIK

Hackathon

Y
Yannick Daniel Gibson
Docker
Python
AI
ML
ML
0.0 (0)03 Dec, 2025 25

InterSystems Ideas Waiting to be Implemented

AI extensibility Prompt keyword for Class and Method implementation. Also Prompt macro generator.

To accelerate capability of growing code generation. This proposal suggests new extensibility facilities and hooks that can be democratized to community and / or fulfilled by commercial partners. To add Training metadata to Refine a Large Language Model for code, a "Prompt Input" is associated with an expected "Code Output", as part of a class definition. This provide structured keywords to describe: * The expected output * And / Or Chain-of-thought to generate the correct output | /// The following Prompt describes the full implementation of the class Class alwo.Calculator [Abstract, Prompt = "Provides methods to Add, Subtract, Multiply and divide given numbers." ] { /// The following Prompt describes the full implementation of the method ClassMethod Add(arg1 As %Float, arg2 As %Float) As %Float [ Prompt ="Add numeric arguments and return result." ] { return arg1 + arg2 } ClassMethod Subtract(arg1 as %Float, arg2 As %Float) { &Prompt("Subtract numeric arguments and return result") ) } | The Prompt macro generates code based on the context of the method it is within. Once resolved, it automatically comments out the processed macro. | ClassMethod Subtract(arg1 as %Float, arg2 As %Float) { //&Prompt("Subtract arguments and return the result") return arg1 - arg2 //&Prompt("Model alwogen-objectscript-7.1.3") ) | The generator leveraged at compilation time could be configured in a similar way to how source control is configured for a namespace. Configuration could lock / exclude packages from being processed in this way. A "\prompt" compilation flag could be used to control the default environment behavior and editor compilation behavior. For example to force reprocessing of previously resolved prompts due to a newer more capable version of code Large Language Model, then a "\prompt=2" could be applied. Different models or third-party services could be applied depending the language of the given method. When redacting source code by "deployment", the existing "deploy" facility could be extended to also ensure removal of "Prompt" metadata from code.

A
by Alex Woodhead

3

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FHIR SQL Builder with Vector Search

FHIR SQL Builder with Vector Search Demo

F
Fan Ji
Docker
Python
AI
5.0 (2)22 Nov, 2025 54

DevHub

a centralized toolkit and launcher framework designed for Devs

Ashok Kumar T
Docker
IPM
5.0 (1)31 Oct, 2025 123

inquisidor

Tool for public tender analytics

Luis Angel Pérez Ramos
Docker
Python
4.5 (1)23 Oct, 2025 55

IRIStool and Data Manager

This is a POC to demonstrate how InterSystems IRIS can be integrated with pandas and plotly Python libraries via the Python SDK (IRIS Native).

P
Pietro Di Leo
Docker
Python
AI
0.0 (0)09 Oct, 2025 200

python-iris-audio-query

Text queries over audio knowledge base

Y
Yu Han Eng
Docker
Python
AI
0.0 (0)05 Oct, 2025 170

InterSystems IRIS GraphRAG

GraphRAG with InterSystems IRIS

F
Fan Ji
Docker
Python
AI
0.0 (0)02 Oct, 2025 78

FHIR Data Explorer with Hybrid Search and AI Summaries

This is a POC to demonstrate how InterSystems IRIS can be used to interact with an external language via the Python SDK (IRIS Native) to create and analyze a FHIR repository. Finally, the data is visualized using Streamlit, featuring hybrid search to locate the patient and a local LLM model to generate a patient history based on the extracted data.

P
Pietro Di Leo
Docker
Python
AI
0.0 (0)09 Oct, 2025 237

RAGBookRecommender

A basic implementation of an AI book recommender using IRIS Vector search

G
Gabriel Ing
Python
AI
0.0 (0)20 Sep, 2025 52

customer-support-agent-demo

AI-powered customer support agent built with Python smolagents and InterSystems IRIS — SQL, RAG, and live interoperability

A
Alberto Fuentes
Docker
Python
AI
4.5 (1)29 Aug, 2025 129

DataAILite

DataAIlite.com – Secure in-memory analytics

I
Irina Yaroshevskaya
AI
0.0 (0)19 Aug, 2025 54

dc-artisan

Prompt & RAG Pipeline Toolkit for Developers

Docker
IPM
AI
5.0 (1)03 Aug, 2025 179 1

native-api-command-line-java

Java Client for NativeAPI CommandLine Extension

Robert Cemper
Docker
IPM
5.0 (1)03 Aug, 2025 315 4

native-api-command-line-py-client

Python Client for NativeAPI CommandLine Extension

Robert Cemper
Docker
Python
IPM
4.8 (2)31 Jul, 2025 387 4

geo-vector-search

mathematical use of vector search

Robert Cemper
Docker
IPM
5.0 (3)27 Jul, 2025 377

Vector-inside-IRIS

run vector search inside IRIS

Robert Cemper
Docker
Python
IPM
5.0 (1)27 Jul, 2025 314 1

iris-vector-rag

Production-ready RAG applications with InterSystems IRIS.

Thomas Dyar
Docker
Python
AI
0.0 (0)23 Jul, 2025 184

☤ Care 🩺 Compass 🧭

RAG AI app for care managers, uses InterSystems IRIS as the Vector Store

B
Brad Nissenbaum
AI
5.0 (1)13 Jul, 2025 166

FHIRInsight

FHIRInsight: Transform complex health data into clear, actionable insights. A tool to convert FHIR blood test data into a comprehensive, easy-to-understand analysis report.

Docker
Python
IPM
AI
5.0 (1)31 May, 2025 294 8

ollama-ai-iris

Analyze PDF by extracting text and sending chat to ollama

O
Oliver Wilms
Docker
Python
AI
5.0 (1)24 May, 2025 129

iris-vector-search

Quick and easy ways to use iris vector search with Python.

F
Fan Ji
Docker
AI
ML
ML
4.3 (3)21 Apr, 2025 1.9k

iris-waveform-demo

Demo project storing HL7 timeseries (waveform) data in IRIS

A
Ajay Anand
Docker
4.0 (1)01 Apr, 2025 138

iris-data-analysis

Implementing data query and analysis

l
lando miller
Docker
Python
IPM
AI
4.0 (1)01 Apr, 2025 189

iris-easybot

A Fast, Simple, Experimental Chatbot Framework Using IRIS Vector Search.

E
Eric Fortenberry
Docker
Python
AI
5.0 (1)31 Mar, 2025 191

oncorag

IRIS-integrated RAG pipeline for oncology data curation

P
Patrick Salome
Docker
Python
AI
0.0 (0)30 Mar, 2025 153

iris-clinical-assistant

Natural language querying of patient clinical data.

D
Diana Mindroc Filimon
Python
AI
0.0 (0)30 Mar, 2025 120

toot

IRIS Vector powered Whistle-and-Sing to Search for Music

A
Alex Woodhead
Docker
AI
ML
ML
4.0 (1)30 Mar, 2025 157

Vitals Lab

Enhancing Caregiver Support through accessible AI tools.

G
Gabriel Yang
Python
AI
ML
ML
0.0 (0)30 Mar, 2025 111

AiAssistant

Using vector search to assist large language models in generatin

X
XINING MA
Docker
IPM
AI
4.5 (1)27 Mar, 2025 204 1