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kriti524/LRAG-Chatbot

A local Retrieval-Augmented Generation (RAG) chatbot built with LangChain, Ollama, ChromaDB, Flask, and Streamlit. Supports document ingestion, semantic search, conversational memory, and source-aware AI responses using local LLMs.

Python GitHub ↗
★ 0
stars
75
AI relevance
50
solo dev
0
tool sigs

SUMMARY AI summary by gpt-5-mini

Local RAG Chatbot is a self-hosted Retrieval-Augmented Generation assistant that lets you ingest local text documents and chat with them using a local LLM. It’s aimed at developers, researchers, or privacy-conscious users who need offline RAG workflows. Key features: document ingestion from docs/, chunking and embedding-based semantic search, conversational memory, source-aware answers, persistent vector store with ChromaDB, and local LLM inference via Ollama. The stack uses LangChain for RAG orchestration, Flask for the API backend, and Streamlit for the UI. Typical flow: ingest → chunk → embeddings → ChromaDB → retriever → LangChain RAG chain → Ollama LLM → response + sources. Requires Ollama running and .txt docs; run ingestion before querying.

DETECTED Detected AI stack

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🧠 LLM providers (1)
Ollama
🧩 AI frameworks (1)
LangChain
🗄️ Vector DBs (1)
Chroma
🤖 LLM models (1)
Llama
🌐 Web frameworks (2)
Streamlit Flask

Language breakdown (by bytes)

Python
100%

Owner

Account
kriti524
Type
User
Followers
0

B.Tech Data Science and Engineering Python, Data science, Machine learning, LLM's

Dates

Created on GitHub 2026-05-11
Last push 2026-05-11
First seen here 2026-05-11
Last fetched 2026-05-11 16:13

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