Endee Assignment Submission – RAG AI Chatbot

[belics18-glitch]

Overview

This pull request contains my submission for the Endee assignment.

Project

I built a RAG-based AI chatbot that retrieves relevant knowledge and generates context-aware responses.

Tech Stack

• FastAPI (Python)
• HTML, CSS, JavaScript
• Groq LLM
• Sentence Transformers

Features

• Retrieval-Augmented Generation (RAG)
• Semantic search using embeddings
• Context-aware response generation
• Clean UI with real-time interaction

Live Demo

https://endee-rag-chatbot-1.onrender.com

Notes

Repository structure was adjusted based on my implementation.

[belics18-glitch]

Thank you for reviewing my submission.

I have implemented a RAG-based AI chatbot using FastAPI, Groq LLM, and semantic search concepts.

Please let me know if any improvements or changes are required.

Looking forward to your feedback.

[hemant-endee]

Thanks for your contribution! However, this type of project should not be included directly in this server repository.

Please create a separate repository for your project and just mention endee vectordatabase. You can refer to this example structure: https://github.com/iamdainwi/codemind

For this reason, we will be closing this PR.

[belics18-glitch]

Subject Submission of GitHub Link Dear Sir, As the list of candidates has already been shared by our academy, I noticed that I was the only one left out due to this particular issue. Therefore, I am sharing my GitHub link directly through this email. Github link: https://github.com/belics18-glitch/endee/tree/belics-chatbot Kindly consider my submission and please confirm it with the concerned person, Mr.Sandeep Kumar. I look forward to hearing from you. Thank you, Best regards, [Belics.B]

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On Wed, 18 Mar 2026 at 17:29, hemant-endee ***@***.***> wrote: *hemant-endee* left a comment (endee-io/endee#123) <#123 (comment)> Thanks for your contribution! However, this type of project should not be included directly in this server repository. Please create a separate repository for your project and just mention endee vectordatabase. You can refer to this example structure: https://github.com/iamdainwi/codemind For this reason, we will be closing this PR. — Reply to this email directly, view it on GitHub <#123 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/BVSRHJLGJMKUQAZ67UBE2BT4RKFT5AVCNFSM6AAAAACWWHD5GKVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHM2DAOBRHE3DMMRQHA> . You are receiving this because you authored the thread.Message ID: ***@***.***>

[belics18-glitch]

Subject Submission of GitHub Link Dear Sir, As the list of candidates has already been shared by our academy, I noticed that I was the only one left out due to this particular issue. Therefore, I am sharing my GitHub link directly through this email. Github link: https://github.com/belics18-glitch/endee-rag-chatbot Kindly consider my submission and please confirm it with the concerned person, Mr.Sandeep Kumar. I look forward to hearing from you. Thank you, Best regards, [Belics.B]

…

On Wed, 18 Mar 2026 at 17:29, hemant-endee ***@***.***> wrote: *hemant-endee* left a comment (endee-io/endee#123) <#123 (comment)> Thanks for your contribution! However, this type of project should not be included directly in this server repository. Please create a separate repository for your project and just mention endee vectordatabase. You can refer to this example structure: https://github.com/iamdainwi/codemind For this reason, we will be closing this PR. — Reply to this email directly, view it on GitHub <#123 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/BVSRHJLGJMKUQAZ67UBE2BT4RKFT5AVCNFSM6AAAAACWWHD5GKVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHM2DAOBRHE3DMMRQHA> . You are receiving this because you authored the thread.Message ID: ***@***.***>