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Projects in Awesome Lists tagged with faiss-vector-database

A curated list of projects in awesome lists tagged with faiss-vector-database .

https://github.com/sergio11/nemesys

Nemesys is an ethical cybersecurity tool designed to automate exploitation and post-exploitation tasks using Metasploit. It enhances target attacks, privilege escalation, and system analysis while providing intelligent reporting through cloud-based large language models (LLMs). 🚀📊

ai-security cybersecurity exploit-framework faiss faiss-cpu faiss-vector-database groq groq-api hacking-tools langchain metasploit penetration-testing post-exploitation privilege-escalation python security-analysis system-enumeration vulnerability-assessment vulnerability-detection

Last synced: 02 Apr 2025

https://github.com/vubacktracking/bert-faiss-qa-system

Q&A System using BERT and Faiss Vector Database

bert distilbert faiss faiss-vector-database qa-system vector-database

Last synced: 22 Apr 2025

https://github.com/yaacoo/graphragsqlator

LLM graph-RAG SQL generator for large databases with poor documentation

ai database ehr-data faiss-vector-database knowledge-graph langchain llm rag sql

Last synced: 19 Apr 2025

https://github.com/dsba6010-llm-applications/baemax_tc

LLM App to demystify and summarize Terms and Conditions agreements

faiss-vector-database llms rag streamlit text-summarization vector-database

Last synced: 30 Mar 2025

https://github.com/bjornmelin/polyagent-research-intelligence

A modular, multi-agent AI research and report generation platform. Enter any topic, and PolyAgent Research Intelligence orchestrates multiple AI agents to retrieve literature, analyze data, and generate a polished report. Built for researchers and AI/ML engineers, leveraging LangChain, FastAPI, PostgreSQL, advanced LLMs, and a Next.js front-end.

ai-engineering ai-research faiss-vector-database fastapi grafana langchain llms machine-learning multi-agent-systems nextjs openrouter postgresql prometheus report-generation tailwindcss

Last synced: 06 Apr 2025

https://github.com/nebeyoumusie/chat-with-multiple-pdf-documents

In this project I have built an app that can answer questions from your multiple PDFs using Google's gemini-1.5-flash model.

faiss faiss-vector-database gemini-flash google-api google-embeddings google-generative-ai langchain python streamlit streamlit-webapp

Last synced: 13 Apr 2025

https://github.com/mark-rosss/retriever_in_rag

This project is a PDF Question Answering App that enables users to upload any PDF and ask questions about its content. Using a retriever-augmented generation (RAG) approach, it efficiently retrieves relevant information and generates human-like answers, powered by Streamlit and Google Generative AI.

api chatbot faiss faiss-vector-database google-generative-ai huggingface-embeddings langchain large-language-models llama-index pypdf2 python retreival-augmented-generation retrieval-augmented-generation vectorsto

Last synced: 04 Apr 2025

https://github.com/jojocoder28/mutual_fund_chatbot

This is a basic RAG chatbot and report generator made using LangChain, Streamlit, FAISS, Cohere's embed-english-v3.0 and Cohere's command-r

chatbot cohere faiss-vector-database langchain python rag streamlit

Last synced: 24 Jan 2025

https://github.com/ayeshaaaaaaaaa/enhanced-contextual-insights-rag-based-gpt-integration-for-question-answering-with-bbc-news-data

This project integrates RAG techniques with GPT-2 for advanced question-answering using BBC news articles. It employs FAISS for efficient document retrieval and SentenceTransformer for embeddings, providing detailed and contextually accurate answers by combining article content with publication dates.

faiss-vector-database gpt-2 question-answering rag sentence-transformers

Last synced: 30 Dec 2024

https://github.com/srikanth-banda/pdf-data-analyzer

This application can intelligently answer all your questions regarding your PDFs.

faiss-vector-database gemini-api langchain llm streamlit-webapp

Last synced: 19 Apr 2025

https://github.com/sergio11/streamlit_llm_langchain_applications

Explore innovative Language Model applications (LLMs) with Streamlit-based Proof of Concepts (POCs) 🚀. These demos showcase open-source models using Groq for cloud-based inference and LangChain for efficient orchestration 🌐. From writing assistants to blog post generators, experience AI-driven tools enhancing productivity and creativity 📚💡.

chromadb faiss faiss-vector-database groq-ai groq-api langchain langchain-python llama3 llm llm-framework llm-inference llms mistral-7b streamlit tavily

Last synced: 07 Feb 2025

https://github.com/apsinghanalytics/finragify_app

An LLM app leveraging RAG with LangChain and GPT-4 mini to analyze earnings call transcripts, assess company performance, using natural language queries (NLP), FAISS (vector database), and Hugging Face re-ranking models.

aws-ec2 cloud-application docker-container earnings-transcripts faiss-vector-database finance fine-tuning gpt-4o-mini huggingface-models langchain-python large-language-model natural-language-processing pretrained-language-model prompt-engineering question-answering-system reranking retrieval-augmented-generation stocks vector-embeddings

Last synced: 05 Apr 2025

https://github.com/omar-karimov/bankllm

BankLLM is an AI-driven recommendation engine for banking, using OpenAI's models to analyze customer data and generate personalized product suggestions. It integrates LangChain, FAISS, and LangServe, with a FastAPI backend and Streamlit frontend, following an LLMOps approach for scalable deployment.

banking-applications embeddings faiss-vector-database fastapi fintech langchain langserve langsmith llmops mysql openai recommender-system streamlit

Last synced: 15 Mar 2025

https://github.com/shubhranpara/chatpdf

This repository contains one of my cool project which I have created during my college's MINeD hack-a-thon.

chatbot docx-files faiss-vector-database flan-t5 gemma-2b-it huggingface-transformers langchain pdf-converter pdf-document pptx-files python3 qa streamlit

Last synced: 22 Feb 2025

https://github.com/furk4nbulut/webtrafficqa-responder-ai-rag

A Question-Answering (Q&A) system leveraging web traffic logs. The system is designed to handle natural language questions from users, analyze the relevant traffic log data, and generate accurate and contextually appropriate responses.

dataset-generation faiss-vector-database rag

Last synced: 27 Feb 2025

https://github.com/danro3/tesis-multiagente

Sistema multiagente basado en IA para la extracción y visualización de información desde bases de datos vectoriales mediante lenguaje natural.

ai faiss-vector-database fastapi gemini-api langchain langgraph llm sentence-embeddings sentence-transformers

Last synced: 05 Apr 2025

https://github.com/dufi9061/polyagent-research-intelligence

A modular, multi-agent AI research and report generation platform. Enter any topic, and PolyAgent Research Intelligence orchestrates multiple AI agents to retrieve literature, analyze data, and generate a polished report. Built for researchers and AI/ML engineers, leveraging LangChain, FastAPI, PostgreSQL, advanced LLMs, and a Next.js front-end.

ai-engineering ai-research faiss-vector-database fastapi grafana langchain llms machine-learning multi-agent-systems nextjs openrouter postgresql prometheus report-generation

Last synced: 14 Mar 2025

https://github.com/mytechnotalent/ragma

An interactive, state-of-the-art Retrieval-Augmented Generation Medical Assistant that leverages deep learning and FAISS-based retrieval to provide accurate, context-aware answers to medical queries in real time.

ai artificial-intelligence faiss faiss-vector-database health health-check healthcare healthcare-analysis healthcare-application healthcare-datasets medical medical-application medical-assistant pytorch rag retrieval-augmented-generation

Last synced: 29 Mar 2025

https://github.com/bushra-butt-17/budgetbuddy-finance-chatbot

Budget Buddy is a finance chatbot built using Chainlit and the LLaMA language model. It analyzes PDF documents, such as bank statements and budget reports, to provide personalized financial advice and insights. The chatbot is integrated with Hugging Face for model management, offering an interactive way to manage personal finances.

accelerate bitsandbytes chainlit chatbot ctransformers embeddings faiss-cpu faiss-vector-database huggingface-hub huggingface-transformers langchain langchain-community llama mini-llm pdf-parse pypdf sentence-transformers torch vector-store

Last synced: 30 Mar 2025

https://github.com/aysenurcftc/langchainsqlagent

This project enables performing SQL queries in natural language using LangChain and Streamlit.

faiss-vector-database langchain postgresql sql-agent streamlit

Last synced: 14 Dec 2024

https://github.com/nebeyoumusie/qa-system-for-e_learning

This is an end to end LLM project based on Google Generative AI and Langchain. In this project I built a Q&A system based on a data from an e-learning company called codebasic

embeddings faiss faiss-vector-database googleai huggingface langchain retrieval-augmented-generation streamlit-webapp

Last synced: 29 Mar 2025

https://github.com/nebeyoumusie/advanced-rag-qa-chatbot

In this project I have built an advanced RAG Q&A chatbot with chain and retrievers using Langchain

chatbot faiss faiss-vector-database google-generative-ai huggingface-embeddings langchain retrieval-augmented-generation

Last synced: 29 Mar 2025

https://github.com/shubhranpara/auto-filler-web

This repository contains my internship project work at Flexbox Technologies. I have developed a system that fills the patient details form automatically with the patient data extracted from pdf file.

automation docx-files extract-data faiss-vector-database flan-t5 form-filler html-css-javascript huggingface-transformers json langchain llms medical-application patient-data pdf-converter pdf-document pptx-files python-3 qa streamlit-webapp

Last synced: 02 Apr 2025

https://github.com/piyush06singhal/pdf_chat_application

A Streamlit-based AI-powered tool that allows you to interact with your PDFs conversationally. Upload PDF files, extract their content, and ask questions about the text using advanced AI models like Google Generative AI and FAISS for contextual understanding.

faiss faiss-vector-database google-generative-ai langchain-python pypdf2 python streamlit

Last synced: 15 Mar 2025

https://github.com/shubhranpara/auto-filler

This repository contains my team's internship project work at Flexbox Technologies. We have developed a system that fills the patient details form automatically with the patient data extracted from pdf file.

docx extract-data faiss-vector-database flan-t5 form-filling gemma huggingface-transformers langchain llms pdf pdf-converter pptx python3 qa-automation streamlit-application

Last synced: 22 Feb 2025

https://github.com/bhaskarr103/legaldoc_ai

A research driven approach on building AI-powered legal assistant leveraging FAISS for efficient legal document retrieval and Hugging Face model for intelligent response generation.

faiss-vector-database langchain llm-training

Last synced: 22 Mar 2025

https://github.com/piyush-sri11/qa-chatbot

A Question-Answering chatbot built using RAG (Retrieval-Augmented Generation) with conversation memory. This project uses LangChain, various LLM options, and vector stores to create an intelligent chatbot that can answer questions about Jessup Cellars winery.

chatbot faiss-vector-database groq-api huggingface langchain-python llama3 memory-management openai pinecone-db python qa-chatbot rag-pipeline

Last synced: 01 Mar 2025

https://github.com/iam-tsr/chat-with-pdfs

Upload PDFs, ask questions, and get answers instantly using Chat with PDF.

chatbot faiss-vector-database gemini generative generative-ai langchain nlp nlp-keywords-extraction nlp-machine-learning python

Last synced: 22 Feb 2025

https://github.com/balaji1233/web_master

AI tool to transforms any URL into a structured knowledge source by: extracting content using Crawl4AI ,vectorizing and summarizing data , running Retrieval-Augmented Generation (RAG) for deep information discovery, enabling a smart chatbot for interactive Q&A.

crawl4ai deepseek-r1 docker faiss-vector-database ollama rag streamlit

Last synced: 12 Mar 2025

https://github.com/dahsie/rag_based_chatbot

A RAG based chatbot using local llm, specially Olloma. The chatbot can go in internet via DuckduckGo to search relevant context to answer a given question for which no relevant context has been found in the vectors store. One use LangGraph for assessing the relevancy of a given llm answer.

chatbot duckduckgo faiss-vector-database gradio langchain langgraph llm olloma rag

Last synced: 02 Apr 2025

https://github.com/darrinbright/pdf-qa-rag

This project PDF-QA using RAG extracts text, divides it into chunks, stores it in a FAISS database, and uses Google Gemini-pro for responses.

bart faiss-vector-database gemini-pro generative-ai langchain rag

Last synced: 02 Mar 2025

https://github.com/maryamyazdi/qa-with-rag

A question-answering framework empowered with a custom retrieval-augmented generation (RAG) pipeline to answer queries on local documents

faiss-vector-database large-language-models question-answering retrival-augmented-generation

Last synced: 12 Mar 2025

https://github.com/abeed04/chat-with-pdf-using-gemini-1.5-flash

Chat with the content of PDFs using an informative LLM powered by RAG.

embeddings-similarity faiss-vector-database gemini-api langchain rag

Last synced: 23 Feb 2025

https://github.com/yatashiwakeup/patient-demographic-text-to-sql

Developed Text to SQL Patient Demographic Chat-Bot using RAG technology and langchian.

faiss faiss-vector-database langchain langchain-python melvius rag text-to-sql texttosql vector-database vertex-ai

Last synced: 13 Mar 2025

https://github.com/rhiteshks/qa-chatbot-using-rag-smai

SMAI Project. Made an abstractive qa RAG chatbot using Langchain and experimented with variety of vector stores and retrievers and evaluated them using Ragas

chromadb cohere faiss-vector-database langchain-python matryoshka nlp openai-api ragas

Last synced: 27 Mar 2025

https://github.com/mohd-faizy/rag-deepseek

Efficiently search and retrieve information from PDF documents using a Retrieval-Augmented Generation (RAG) approach. This project leverages DeepSeek-R1 (1.5B) for advanced language understanding, FAISS for high-speed vector search, and Hugging Face’s ecosystem for enhanced NLP capabilities. With an intuitive Streamlit interface and Ollama for mode

deepseek-r1 faiss-cpu faiss-vector-database huggingface langchain ollama rag retrival-augmented-generation streamlit

Last synced: 27 Mar 2025

https://github.com/amandeep-gupta19/chatbot

Created a custom chatbot using Langchain. Here's a summary of what I did: Data Extraction: I gathered data about technical courses from the Brainlox website using Langchain’s URL loaders. Embedding Creation & Storage: I converted this data into embeddings and stored it in a vector store for efficient searching. API Development: I built a Flask

data-extraction faiss-vector-database flask-restful langchain numpy scikit-learn vector-database webbaseloader

Last synced: 27 Mar 2025

https://github.com/959kissfm/ai-powered-research-assistant-using-langchain

Successfully developed an LLM application which generates a summary, a list of citations and references and response to a user's query based on the research paper's content.

ai-agents data-processing faiss-vector-database gemini-ai huggingface langchain large-language-models llm openai python research-assistant retrieval-augmented-generation semantic-ui text-splitter

Last synced: 28 Mar 2025

https://github.com/yashshukla925/rag_model

A Streamlit-based application that lets users upload PDF files and ask AI-powered questions based on document content. It uses Google Gemini AI for natural language understanding and FAISS for efficient vector search.

faiss-vector-database google-gemini langchain pypdf2 python streamlit

Last synced: 03 Mar 2025

https://github.com/ufewew/rag-using-deepseek-r1

This repository highlights my learning journey in building Retrieval-Augmented Generation (RAG) pipelines using DeepSeek on Lightning AI, covering document ingestion, retrieval, and integration with generative AI. It showcases fine-tuning, evaluation, and optimization for accurate open-domain QA and knowledge management.

api deepseek deepseek-r1 embedding-models faiss-cpu faiss-vector-database gpt huggingface huggingface-transformers llm ollama rag retrival-augmented-generation streamlit

Last synced: 16 Apr 2025

https://github.com/ranak8811/chat-with-multiple-pdfs

This is a Streamlit application that allows you to chat with the content of multiple PDF documents.

faiss-vector-database gemini-api langchain python streamlit

Last synced: 21 Mar 2025

https://github.com/mohammadshabazuddin/custom-website-chatbot

Created a personalized website chatbot to provide automated support and enhance user engagement using NLP models.

faiss-vector-database fastapi gpt-3 openai-embeddings openapi python3

Last synced: 24 Feb 2025

https://github.com/danitilahun/langchain_projects

This repository hosts diverse Langchain projects featuring chains, retrievers, tools, agents, RAG pipelines, vector databases (FAISS, Pinecone , Chroma), and integrations with Langsmith and Langserve via FastAPI.

chroma embeddings faiss-vector-database fastapi langchain llm ollama openai pinecone rag retrieval-augmented-generation vector-database

Last synced: 24 Feb 2025

https://github.com/rookedsysc/rag-web

Rag Web Site that allows you to simply store your requirements and call them continuously to the API

chatgpt faiss faiss-vector-database flutter-web flutterweb langchain nestjs rag

Last synced: 06 Apr 2025

https://github.com/bilalhameed248/patient-demographic-text-to-sql

Developed Text to SQL Patient Demographic Chat-Bot using RAG technology and langchian.

faiss faiss-vector-database langchain langchain-python melvius rag text-to-sql texttosql vector-database vertex-ai

Last synced: 05 Mar 2025

https://github.com/bhaskarr103/legaldoc_ai-app

A research driven approach on building AI-powered legal assistant leveraging FAISS for efficient legal document retrieval and Hugging Face model for intelligent response generation.

faiss-vector-database langchain llm llm-training

Last synced: 22 Mar 2025

https://github.com/haneesha2018/personal_bot

This repository enables the creation of a GPT-powered chatbot application that combines standard ChatGPT capabilities with advanced features for uploading and interacting with large PDF and TXT documents.

chatbot faiss-vector-database gpt openai streamlit

Last synced: 14 Mar 2025

https://github.com/tarunsingh2002/web-content-question-and-answer-tool

A Python-based tool that answers questions using content from specified URLs. Combines web scraping, AI models (LLMs), and vector embeddings via Streamlit and LangChain/FAISS to deliver precise, context-aware responses.

beautifulsoup embeddings faiss-vector-database gpt-4o huggingface huggingface-spaces langchain llm python streamlit vector-database

Last synced: 26 Feb 2025

https://github.com/surajgiri974/langchain-qa-chroma-faiss

A document-based Question-Answering system using LangChain, HuggingFace Embeddings, Ollama (Mistral), Chroma, and FAISS — all running locally.

chromadb embeddings-extraction faiss-vector-database huggingface langchain

Last synced: 15 Apr 2025

https://github.com/rana-shankani/customer-support-bot

A customer support chatbot using Retrieval Augmented Generation (RAG) to answer questions from documentation. Upload PDFs or text files, and let the system handle document processing, embedding generation, and semantic search. Built with LangChain, FAISS vector database, and HuggingFace models with a simple Flask web interface.

faiss-vector-database flask huggingface langchain rag retrieval-augmented-generation text-embeddings

Last synced: 15 Apr 2025

https://github.com/sayamalt/smart-job-description-analyzer-using-langchain

Successfully developed an LLM application that intelligently analyzes job descriptions and compares them against uploaded resumes to provide actionable insights.

faiss-vector-database generative-ai langchain large-language-models llm-chain openai-chatcompletion prompt-engineering retrieval-augmented-generation retrieval-qa streamlit-webapp text-generation vector-database

Last synced: 15 Apr 2025

https://github.com/kid-sid/chat_with_pdf

This app can take PDFs from users and based on the PDF texts it can answer user' query from those context.

faiss-vector-database langchain openai-api python rag sqlite-database

Last synced: 30 Mar 2025

https://github.com/eshan1347/sales-agent-chatbot

Implementation of a Sales Agent chatbot based on the GPT-2 model and Faiss using RAG approach

faiss faiss-vector-database generative-ai gpt-2 gradio huggingface-transformers llm

Last synced: 23 Mar 2025

https://github.com/laavanjan/langchain-chatbot-with-gemma-2b-model

This is a Streamlit-based chatbot powered by LangChain and Gemma 2B using the Ollama framework

faiss-vector-database gemma-2b jupyter-notebook langchain ollama python streamlit

Last synced: 07 Apr 2025

https://github.com/iam-tsr/chat-with-pdf

Upload PDFs, ask questions, and get answers instantly using FAISS and Google’s Generative AI.

chatbot faiss-vector-database gemini generative generative-ai langchain nlp nlp-keywords-extraction nlp-machine-learning python

Last synced: 14 Nov 2024

https://github.com/nebeyoumusie/facebook-ai-similarity-search-faiss

Facebook AI Similarity Search (Faiss) is a library for efficient similarity search and clustering of dense vectors. It contains algorithms that search in sets of vectors of any size, up to ones that possibly do not fit in RAM. It also contains supporting code for evaluation and parameter tuning.

faiss faiss-similarity faiss-vector-database

Last synced: 29 Mar 2025

https://github.com/sayamalt/ai-powered-research-assistant-using-langchain

Successfully developed an LLM application which generates a summary, a list of citations and references and response to a user's query based on the research paper's content.

chatopenai document-loader faiss-vector-database langchain large-language-models llm-applications openai-embeddings parallel-chain prompt-template rag-implementation retrieval-augmented-generation text-splitter vectorstores

Last synced: 24 Mar 2025

https://github.com/fosetorico/chat-with-multiple-pdf-documents

End-to-End PDF Chatbot for Conversational Search and Knowledge Extraction from Multiple PDF Documents using advanced text processing, FAISS vector storage, Gemini AI, and Google Generative AI embeddings for accurate and context-aware responses.

chatbot faiss-vector-database gemini googlegenerativeai llm vector-database

Last synced: 24 Mar 2025

https://github.com/fosetorico/article_research_bot

End-to-End Research Bot for Summarizing and Extracting Insights from Multiple URLs using advanced text processing, FAISS vector storage, and OpenAI services for accurate and concise responses.

faiss-vector-database genai-chatbot generative-ai gpt langchain large-language-model llm openai-api python research-bot streamlit vector-database-embedding

Last synced: 24 Mar 2025

https://github.com/rishi-sutar/chat_with_pdf

"Chat with PDF" is a web app that lets users interactively query PDF documents using advanced NLP and generative AI, enabling easy extraction of insights in a conversational format.

embeddings faiss-vector-database google-generative-ai langchain llm vector-database

Last synced: 31 Mar 2025

https://github.com/hegdebhavya/azureai-rag

Azure OpenAI and LangChain to create a vector database and perform question-answering tasks in terminal and using streamlit.

azure faiss-vector-database langchain openai python streamlit

Last synced: 08 Apr 2025

https://github.com/rahulsamant37/daily-task

DAILY-TASK: My Learning & Development Journey repository documenting my growth in MLOps and AI Engineering. It serves as both a portfolio and knowledge base, showcasing production-ready ML pipelines and core Python development practices. With projects on MLOps, AgenticAI, each commit reflects my continuous learning and practical implementations.

aws-apigateway aws-ec2 aws-lambda aws-s3 chromadb faiss-vector-database fastapi huggingface langchain-python langgraph-python mlflow uvicorn-nginx

Last synced: 01 Apr 2025

https://github.com/vits-99/rag-docs-chat

A modular and extensible framework for building question-answering systems using the LangChain library and FAISS vectorstore.

ai faiss faiss-vector-database langchain langchain-python nlp python rag

Last synced: 13 Mar 2025

https://github.com/jatin-mehra119/ai-powered-youtube-video-summarizer-and-fact-checker

This Project will check the facts said in a YouTube video whether they are true or not and it can also summarize the YT videos.

faiss-vector-database fastapi generative-ai streamlit

Last synced: 09 Apr 2025