https://github.com/miozilla/miorgeminirag

miorgeminirag :parrot::chains: : Insurance Chat Assistant # RAG # MongoDB Atlas # Google Cloud # Langchain # Angular
https://github.com/miozilla/miorgeminirag

Last synced: 10 months ago
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miorgeminirag :parrot::chains: : Insurance Chat Assistant # RAG # MongoDB Atlas # Google Cloud # Langchain # Angular

• Host: GitHub
• URL: https://github.com/miozilla/miorgeminirag
• Owner: miozilla
• Created: 2025-07-23T09:06:04.000Z (12 months ago)
• Default Branch: main
• Last Pushed: 2025-07-23T09:22:18.000Z (12 months ago)
• Last Synced: 2025-07-23T11:28:25.224Z (12 months ago)
• Language: TypeScript
• Homepage:
• Size: 1.07 MB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# miorgeminirag 🦜⛓️

miorgeminirag : Insurance Chat Assistant # RAG # MongoDB Atlas # Google Cloud # Langchain # Angular

## Objective

- To create RAG Chat Assistant with MongoDB Atlas Vector Search, Google Cloud and Langchain

- Send chat prompt requests with Gemini 2.0 Flash.

- Convert PDF documents to vector embeddings with Langchain and Vertex AI Text embeddings API.

- Store and index vector embeddings in MongoDB Atlas.

- Implement Retrieval Augmented Generation (RAG) for context-aware chatbot responses.

- To demo chatbot assistant using retrieval augmented generation

## MiorGeminiRAG Insurance Chat Assistant

![miorgeminirag001.png](./media/miorgeminirag001.png)

![miorgeminirag002.png](./media/miorgeminirag002.png)

![miorgeminirag003.png](./media/miorgeminirag003.png)

![miorgeminirag004.png](./media/miorgeminirag004.png)

![miorgeminirag005.png](./media/miorgeminirag005.png)

![miorgeminirag006.png](./media/miorgeminirag006.png)

![miorgeminirag007.png](./media/miorgeminirag007.png)

![miorgeminirag008.png](./media/miorgeminirag008.png)

![miorgeminirag009.png](./media/miorgeminirag009.png)

![miorgeminirag010.png](./media/miorgeminirag010.png)

![miorgeminirag011.png](./media/miorgeminirag011.png)