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Streamlit

A production-ready Retrieval-Augmented Generation (RAG) chatbot built with Streamlit, LangChain, Google Gemini, and ChromaDB. Upload PDFs and ask questions — the system retrieves relevant document chunks and answers using Gemini's LLM.

Deepdive AI is a research assistant and makes pdfs and powerpoint presentation for a given topic.

AI-powered open-source repository onboarding assistant that analyzes GitHub repositories and provides onboarding guidance using Gemini and Ollama.

Smart Emergency Resource Locator for disaster response and emergency assistance.

Failure Archive is a platform that documents and analyzes real-world failures—including startups, products, policies, inventions, and business decisions—to help users learn why they failed, extract key lessons, and discover strategies for turning similar ideas into successful ventures. It serves as a knowledge hub for entrepreneurs, students, researchers, and innovators by transforming failure stories into actionable insights and learning opportunities.

Opportunity Radar is an AI-powered platform that discovers startup opportunities, analyzes market trends, and helps entrepreneurs identify high-potential business ideas.

Resume Analyzer is an AI-powered web application that parses uploaded PDF resumes to instantly evaluate their ATS compatibility and formatting. It provides users with a dynamic strength score, flags missing sections, and delivers actionable feedback to turn passive text into high-impact, measurable achievements.

AI Idea Validator is an AI-powered startup intelligence platform that helps entrepreneurs, students, and innovators evaluate business ideas before investing time and resources into development. The system analyzes ideas based on market demand, feasibility, uniqueness, scalability, and potential risks, then generates a structured validation report with scores, insights, and actionable improvement suggestions. Built with Python, Streamlit, and AI-driven evaluation logic, the platform enables users to make data-informed decisions and refine ideas at an early stage.

RAG Chatbot using LangChain, FAISS, Gemini and local LLM support.

Public Transport Feedback System is a Python-based application that allows users to submit, view, and manage public transport feedback with CI/CD, testing, and code quality tools integrated. Public Transport Feedback System using Python (Streamlit + SQLite). Includes CI, linting, security scanning, and Spec-Kit structured development.

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AI Medicine Manager is an AI-powered healthcare application that helps users manage medications, track adherence, scan prescriptions using OCR, analyze drug interactions, and understand medical documents through RAG-based Document_QA. The platform supports multiple AI providers and multilingual access in English, Hindi, and Telugu

Team-Quiz is an intelligent, Python-based educational platform that transforms how teams learn by automating the creation of custom assessments. Featuring a robust data-ingestion pipeline, the application dynamically decodes various file formats like PDFs and CSVs, leveraging an integrated AI engine to extract core concepts and instantly generate targeted question-and-answer quizzes. This allows users to simply upload their raw study materials or data instead of manually writing tests, dramatically streamlining the knowledge assessment process. Under the hood, the project is engineered with a strict focus on DevOps compliance, utilizing containerization and automated CI/CD security standards to ensure a highly reliable, production-ready environment.

Fully offline document Q&A system using PyMuPDF4LLM, Ollama, and llama.cpp. Dual LLM backend with pre-commit quality gates.

MedMinder is a smart medicine reminder application designed to help users take their medications on time and maintain a healthy routine. Many people, especially elderly patients and individuals with busy schedules, often forget to take medicines regularly, which can lead to health complications. MedMinder provides an easy and accessible solution to this problem through reminder notifications, voice-guided alerts, and medication tracking.

The application allows users to add medicine schedules by entering medicine names, dosage details, and reminder times. At the scheduled time, the app sends browser notifications along with voice-guided instructions to remind users to take their medication. The interface is designed with accessibility in mind, featuring large high-contrast buttons and a simple layout to support elderly and visually impaired users.

MedMinder also includes a medication history tracker that records whether medicines were taken or missed. This history can be shared with caregivers or family members to help monitor the user’s medication routine. The project focuses on improving healthcare management using simple web technologies while providing a user-friendly experience.

The application is developed using HTML, CSS, and JavaScript, along with browser APIs such as Notifications API and SpeechSynthesis API for reminders and voice assistance.

AI-powered Smart Hospital Complaint Management System built with Streamlit, Pandas, and NLP.

DisasterGuardAI is an AI-powered disaster reporting and rescue coordination platform built with Streamlit.

Attendance Tracker is a digital solution designed to automate and simplify attendance management for organizations, educational institutions, and teams. The system enables users to record, monitor, and analyze attendance data efficiently while reducing manual effort and errors associated with traditional attendance registers.

The application provides features such as employee/student check-in and check-out, attendance history, leave management, real-time attendance monitoring, and report generation. Users can mark attendance through various methods, including manual entry, QR code scanning, GPS location verification, or facial recognition, depending on the organization's requirements.

Administrators and managers can access dashboards that display attendance statistics, late arrivals, absences, and workforce availability in real time. The system also supports automated notifications, attendance correction requests, and integration with payroll or academic management systems.

Advanced versions of the Attendance Tracker may include AI-powered analytics, geofencing, anomaly detection, and predictive insights to help organizations improve attendance compliance and operational efficiency.

RescueBite AI

RescueBite AI is an intelligent food rescue and redistribution platform designed to reduce food waste and combat hunger. The platform connects food donors such as restaurants, bakeries, hotels, supermarkets, and event organizers with NGOs, shelters, and volunteers through a real-time donation network.

Using AI-powered food classification, freshness assessment, and smart matching algorithms, RescueBite AI ensures that surplus food reaches people in need before it expires. The system streamlines the entire donation lifecycle, from donation creation and verification to pickup, delivery, and impact tracking.

Key Features Food donation creation and management AI-powered food classification Food freshness and urgency assessment Smart NGO matching Volunteer assignment and coordination QR-based pickup and delivery verification Real-time notifications Donation history tracking Impact analytics dashboard Food waste reduction insights Mission

To build a scalable and transparent food rescue ecosystem that transforms surplus food into meaningful meals while reducing environmental waste and supporting communities in need.

Team

Team Name: Vandal Institution: ICFAI

Vision

A future where no edible food goes to waste and no community struggles with food insecurity due to inefficient distribution systems.

DocSage — Streamlit RAG chatbot for document Q&A with PDF structured-qa and Gemini RAG for other sources.