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Pavel Duchovny
2025-02-19 21:34:08 +02:00
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Javascript and Python apps and demos showcasing how to use MongoDB in GenAI applications.
| Application | Stack | Description |
|------------|-------|-------------|
| Graph RAG Demo | MongoDB Atlas, Python, Node.js, OpenAI | Graph-based RAG implementation demonstrating MongoDB's graph capabilities with hybrid Python/Node.js approach |
| Local RAG PDF | MongoDB Atlas, Python | Local RAG implementation for PDF processing and querying |
| Lyric Semantic Search | MongoDB Atlas, Spring AI, Java | Semantic search service for song lyrics with metadata filtering using Spring AI framework |
| MongoMP | MongoDB Atlas, Next.js 14, Node.js | Music streaming platform with AI-powered recommendations using vector search and real-time tracking |
| RT Voice TS Store Agent | MongoDB Atlas, Next.js, WebRTC, OpenAI | Voice-controlled e-commerce platform with real-time voice processing and hybrid search |
| SpringAI Terraform RAG | MongoDB Atlas, Spring Boot, Terraform, OpenAI | RAG application with automated infrastructure setup using Terraform and Spring Boot |
| Voice OpenAI Rentals Agent | MongoDB Atlas, Python, Flask, OpenAI | Voice interaction agent for real estate listings using vector search and real-time voice processing |
| Application | Stack | Description | Directory |
|------------|-------|-------------|-----------|
| Graph RAG Demo | MongoDB Atlas, Python, Node.js, OpenAI | Graph-based RAG implementation demonstrating MongoDB's graph capabilities with hybrid Python/Node.js approach | [![View Code](https://img.shields.io/badge/view-code-blue?logo=github)](graph_rag_demo) |
| Local RAG PDF | MongoDB Atlas, Python | Local RAG implementation for PDF processing and querying | [![View Code](https://img.shields.io/badge/view-code-blue?logo=github)](local-rag-pdf) |
| Lyric Semantic Search | MongoDB Atlas, Spring AI, Java | Semantic search service for song lyrics with metadata filtering using Spring AI framework | [![View Code](https://img.shields.io/badge/view-code-blue?logo=github)](lyric-semantic-search) |
| MongoMP | MongoDB Atlas, Next.js 14, Node.js | Music streaming platform with AI-powered recommendations using vector search and real-time tracking | [![View Code](https://img.shields.io/badge/view-code-blue?logo=github)](mongo-mp) |
| RT Voice TS Store Agent | MongoDB Atlas, Next.js, WebRTC, OpenAI | Voice-controlled e-commerce platform with real-time voice processing and hybrid search | [![View Code](https://img.shields.io/badge/view-code-blue?logo=github)](RT-voice-ts-store-agent) |
| SpringAI Terraform RAG | MongoDB Atlas, Spring Boot, Terraform, OpenAI | RAG application with automated infrastructure setup using Terraform and Spring Boot | [![View Code](https://img.shields.io/badge/view-code-blue?logo=github)](springai-terraform-rag) |
| Voice OpenAI Rentals Agent | MongoDB Atlas, Python, Flask, OpenAI | Voice interaction agent for real estate listings using vector search and real-time voice processing | [![View Code](https://img.shields.io/badge/view-code-blue?logo=github)](voice-openai-mongo-rentals-agent) |
## Prerequisites
- MongoDB Atlas account with cluster (6.0+ or 7.0+)