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kreetikaa/rag-chatbot

AI-powered document chatbot using RAG (Retrieval-Augmented Generation). Upload any PDF or TXT file and ask questions about it in natural language. Built with LangChain, ChromaDB, FastAPI, and OpenAI GPT-4o-mini. Features source citations, conversation memory, and a dark-themed UI.

HTML MIT GitHub ↗ site ↗
★ 0
stars
65
AI relevance
65
solo dev
0
tool sigs

SUMMARY AI summary by gpt-5-mini

DocMind is a small RAG (retrieval-augmented generation) document chatbot for uploading PDFs/TXT and asking natural-language questions about their contents. It returns answers with source citations and maintains conversational context. Intended for developers, analysts, researchers or anyone building/testing document-QA demos or prototypes. Key features: PDF/TXT ingestion with recursive chunking, embeddings persisted in ChromaDB, top-k vector retrieval, a LangChain RAG chain with a custom prompt, conversation memory, FastAPI backend (/upload, /query) and a simple frontend (Streamlit/HTML). Uses OpenAI GPT-4o-mini. Repo includes backend modules (ingestor, embedder, retriever, chain), frontend, and instructions: set OPENAI_API_KEY, pip install requirements, run uvicorn and open the frontend.

DETECTED Detected AI stack

AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.

🧠 LLM providers (1)
OpenAI
🧩 AI frameworks (1)
LangChain
🗄️ Vector DBs (1)
Chroma
🤖 LLM models (1)
GPT-4
🌐 Web frameworks (2)
Streamlit FastAPI

Language breakdown (by bytes)

HTML
75.6%
Python
24.4%

Why this is classified AI-related

The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology

Repository name no match
Description +25 matched: ai
GitHub topics no match
README head +20 (derived from the score — README text is not stored)
Exclusion penalty -10

Total AI relevance score: 65 / 100

Position among AI repos in the same language

We track 3,297 HTML repos, of which 2,043 score 40 or above on AI relevance. 413 have more stars than this one (top 12.6%), and 752 score higher (top 22.8%).

Owner

Account
kreetikaa
Type
User
Followers
1

Electronics & Communication Engineering Student at VIT Bhopal

Dates

Created on GitHub 2026-05-16
Last push 2026-05-16
First seen here 2026-05-16
Last fetched 2026-08-18 16:23

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