MongoDB Track: First Place
Google Fridge
Your AI sous chef that never forgets what's in your fridge - tracking expiration dates, suggesting recipes, and ensuring nothing goes to waste.
visionproductivity
ritz hack, pro tag
Devpost · Google · 2025-05-06 to 2025-06-17
AI in Action
Public gallery: every submissionEvent page ↗
- Projects
- 295
- Winners
- 6
- With repo
- 1%
- Registered
- 6,683
- Prizes
- $50,000
Winners
GitLab Track: First Place
Pipeline Doctor
Pipeline Doctor auto-diagnoses GitLab CI failures with AI, suggests .gitlab-ci.yml fixes, auto-creates merge requests, finds similar past issues via vector search, and notifies devs instantly.
dev toolsagents
Vani Chitkara
GitLab Track: Second Place
Agentic CICD
Your DevOps Sidekick - Automate, Analyze, and Accelerate with AI Agents for GitLab and Google Cloud
dev toolsagents
Shalwin Sanju
MongoDB Track: Second Place
LocaSentiment
LocaSentiment: Your AI guide to local spots. Features semantic search, sentiment trends, maps, & Vertex AI Gemini-powered summaries from reviews. (Google Cloud & MongoDB)
productivity
suparman Donthave
MongoDB Track: Third Place
Elara
Your guide to Natural Remedies - Learn What Works, Naturally
health
Daria Dobrolinski, Edward Gaibor
GitLab Track: Third Place
Agent Anansi
Agent Anansi: The world's first AI-powered CI/CD that cares about your code AND your team - six specialized agents make development faster, safer, and more human
dev toolsagents
Joyce Wambui
Wander Rate
Unlock local prices, everywhere. "Smarter global living for digital nomads." "The world’s first AI platform for borderless, optimized subscriptions".
finance
El Pietra
BiasLens
BiasLens helps users detect, explain, and rewrite biased language in text and documents using AI, making communication more inclusive and fair.
productivity
Harsheeta Venkoba Rao
Find your vacation
Instead of choosing a vacation location because its popular, find the one most suited for you.
productivity
Jerry X
MongoDB RAG MCP Server
RAG MCP Server for MongoDB for AI Agents
dev toolsagents
Sethu Pavan
SME-BOOST
SMEBoost is an AI-powered content studio. It takes basic business details and generates a complete marketing campaign including Instagram posts, blogs and strategic launch ideas.
productivity
Darshan Vetal, Gitesh Wankhede
Google Find
Ever lost a wallet? This is where you can register or search for lost items using AI. Additionally, it will incentivize pickers, which changes the world - you don't need to worry about losing items
productivity
yuhki Yamaguchi
Mercury | AI Manager
AI manager to help managers manage their time
productivityagents
Gourav Sharma
GitAIOps
GitAIOps: Automate Your Code Review, Optimize Your Pipelines, and Ship Faster.
dev tools
MARMAR Pillsight
MARMAR PillSight: Your AI medical companion that turns conversations into medication guidance. Using voice or text. Powered by MongoDB and Google Cloud.
healthvoice
Ahmad Rufai Yusuf
Local Pulse
Local Pulse is an AI powered social Media app, that focuses on providing posts on an user’s feed based on the user’s location and AI assistant provides answer relevant to the posts and query asked.
productivity
Kunal Mandal, Arkajyoti Dey, Usoshi Dey +1
World Happiness AI
AI-powered insights into global happiness from real-world data.
science
Raghav Gupta
FirstCommit
Your first open-source contribution, with guidance every step of the way.
dev toolseducation
ahdernasr Nasr
Raglizer
A CI-CD pipeline that creates embeddings and its rag as soon as any file is pushed to it using Gitlab, Google cloud and MongoDB
dev tools
Ananya Khandelwal
ClimateLens
AI-powered climate insight platform that turns complex data into simple, searchable answers.
science
Wesam Abed
SmartNeed
SmartNeed: The LLM-powered eCommerce engine that helps you find exactly what you need—not just what big platforms sell. Just describe it in your words.
productivity
Pranav_IITKGP Bhadane
Itaca Rental Location Search
Search for short-term rental location based on a query. Can be used to find type of accommodation, specific rental name, or rental in an area.
productivity
Esteban Perez
Aethos & Aletheia: Evolving Moral-Compass Engine
Aethos & Aletheia: A novel dual-system architecture for verifiably aligned AI. A dynamic learning loop, personified in Aethos, The Wisdom Network, and Aletheia, the Self-Correcting Apprentice.
agents
Wes Lagarde
Startup Spotter
Startup Spotter is your AI-powered cofounder—just enter your location, budget, and interests, and it recommends data-driven microbusiness ideas using Vertex AI and MongoDB vector search.
productivityagents
V R, Kyle Law
ESCIA AI: Enhanced Company Analyzer
In a world full of noise and risky trends, we asked how can students invest smarter. Powered by Gemini 2.5 Pro and NVIDIA cuOpt, our AI fuses ESG, finance, and research into one smart decision engine
financescience
PRIYAM GANGULI, Aditya Gupta
RefugeeRoutes
Insights Beyond Borders: AI-Powered Migration Analysis & Reporting
science
Kapish Verma, Diya Bangera
MonGoogle It
MonGoogle It: AI powerhouse for MongoDB! Ingest, index, query with natural language, get instant doc expertise, compare, & visualize in 2D/3D. Master your data effortlessly.
dev tools
HARICHARAN VALLEM
ChatPye
Personalised AI tutor for video-based upskilling.
education
Job Oyebisi
VTMA
Administrative platform for veterinary thermography. Upload thermal images, AI analyses patterns, receive AAT-compliant reports in 5 minutes instead of 45. Use the assistant for further evaluation.
healthvision
Patrick Camara
Features Wiki
Features Wiki is a lean, all-in-one product planner: map epics, user stories, tests, feedback, and changelogs in one place—build faster, ship smarter.
dev toolsproductivity
Allan Mukhwana
Smart Code Reviewer
AI-powered GitLab CI/CD component using Google Cloud Gemini to automatically review code for security, performance & quality issues - helping developers build software faster with instant feedback.
dev toolssecurity
Ravi Rajvanshi
Portuguese Legal Assistant
Democratizing Portuguese law: AI-powered RAG system that turns complex legal texts into clear, accessible answers with citations.
legal
engyvision X
MLB Tommy John Injury Prevention
Using MongoDB on Google Cloud to analyze pitcher mechanics to determine if one style of delivery prevents Tommy John injury
healthscience
T I
AutoPipe
AutoPipe – Go from user story to fully functional GitLab CI/CD pipeline. AutoPipe helps you draft, refine, and complete jobs interactively until you're ready to deploy.
dev tools
Mingkun He
Live Sentient
Live Sentient is an AI-powered news platform that analyzes, summarizes, and visualizes global news by emotion, topic, and location—powered by MongoDB Atlas for real-time insights.
productivity
Vaishnavi Mishra
Pizza Party planner
Pizza parties can be stressful people can't agree on toppings or quantities. PizzaTogether uses smart algorithms to calculate optimal orders & community voting for toppings. Perfect for devs!
productivity
AirPilot
AirPilot is your AI copilot that doesn’t guess—it diagnoses failures, picks safe runways, and saves lives. Powered by Google Gemma, MongoDB Vector Search, and real-time flight intelligence.
agentsscience
Miraz Prasain
GlobalLaunch-AI
GlobalLaunch-AI: Where your startup goes global—intelligently.
productivity
Arshbir Dang, Siddharth Goswami, Manav Jindal +1
Receiptly
Scan, store and see where your money goes!
financevision
Subikshaa Sakthivel, Vriddhi Agrawal, Kavya Gupta +1
RAGBOT
RAGBOT lets you chat with your documents using AI. Upload, ask questions, and get instant answers. Secure, fast, and user-friendly—making document interaction smarter than ever.
productivityagents
Shiv Banafar, Arnav Maggon, Rishabh Jaini +1
NidaanKosha Analytics - Healthcare Diagnostics Data Analysis
MongoDB powered solution Bridging the gap between medical complexity and clinical insights through AI-powered natural language analytics of real-world Indian health data.
healthscience
Dr. Skanthavelan Balamani
ZenStream
ZenStream is a calming, AI-powered podcast web app that helps users relax, focus, and find serenity. Users can sign in, select or search for topics, and generate personalized podcasts.
voicecreative/music
Sabeha Khan, farhikhta farzan, Tanzila Rahman +1
Timeline Heart Oracle
In a sea of technical tools, Timeline Heart Oracle offers a sanctuary — an AI-powered soul mirror that listens, reflects, and responds with poetic guidance from the quantum realm.
healthagents
Dana Pan
Photo-vision
Easy access of images to Photographers.
creative/musicvision
Abhinav Pudasainee
Alpha Advisor
Alpha Advisor Built for the photographer behind the lens, A7 Adviser is your AI copilot for mastering the complex menu systems of Sony Alpha cameras.
creative/musicagents
Alex Buzunov
MedWise
Your AI-powered medical companion for understanding treatments, analyzing drug interactions, and making sense of complex research — fast, accurate, and patient-friendly.
health
Adeola Omojola
Recipe Explorer
Snap a dish, get the recipe! 🍽️ Recipe Explorer uses AI to find meals, analyze health scores, and guide you cooking—powered by Google Cloud & MongoDB.
healthvision
Joan Alemany
Puriwise
AI-powered insights for real-time air quality awareness. Empowering you to make healthier choices with clear, actionable environmental data.
sciencehealth
Dhruv Sinha, Sahm Crypt
EcoWind
Wind forecasting with AI
science
Roosa Hamula, Takhmina Muksinova, Mikko Lähdeaho +1
AI-Powered Pipeline Wizard for GitLab
An AI-powered CI/CD Pipeline Wizard that instantly generates tailored GitLab pipelines using Google Cloud Vertex AI, helping developers build, test, and deploy software faster with zero YAML hassle.
dev tools
Ajit Kumar Pal
FraudShield AI
Detects and explains scams in messages and images, using similarity search and a helpful chatbot to make fraud prevention simple for everyone.
securityvision
laura forero
TransportSense
Making smarter, more sustainable cities possible.
science
jjoniel Jerome, Sanjay Mohan, Minal Arunashalam
LabScan
LabScan is an AI-powered security scanner for GitLab. It finds vulnerabilities and posts AI-generated fix suggestions as comments directly in your merge requests, making secure coding simple and fast.
securitydev tools
Sheldon Aristide
Privacy
Make privacy compliance as seamless as linting,embed privacy-by-design into SDLC, scan code for privacy/GDPR/CCPA/security issues across 12+ languages, powered by Gemini & deployable via GitLab CICD
securitylegaldev tools
Nabanita De, a g
MasalaAI
When Desi Masalas Meet Global AI
culture/heritageagents
Anmol Pawar
CommenTidy
Regulate the youtube comments!
security
Nishtha Patel
Smart AI auto review and tags
AI powered code review and effects of this created MR with tags
dev tools
Prathmesh Adsod
readmap.ai
Personalized AI reading paths for curious minds.
education
Callixta Fidelia C, Charisma Pramudya Rusdiyanto, Syifa Nadhira Nurul Izzah +1
Lumen Slate
Lumen Slate — Lighten Teachers’ Loads with Smart, Agent-Driven Workflows — Because Teaching Is More Than Paperwork.
educationagents
Aadarsh Verma, Shubham Sharma, KARTIKEY SINGH
IoTPacketPatrol
IoTPacketPatrol is a machine learning-based approach to identifying malicious network traffic for IoT devices, complete with a comprehensive analytics dashboard.
security
Rachel Huang
IdeaMorph AI
Transform your idea into a real startup
productivityagents
Umar Farooq Shaik
Smart Energy Management
Smart Energy Management — leveraging AI to transform raw energy data into actionable insights for efficient consumption, cost savings, and a sustainable future
science
Navya Sharma, Sahiti Potini
Aakruti Connect - AI-Powered Farmer Engagement Platform
Intelligent Voice-Enabled Advisory & Video-Based Knowledge for Farmers built using Google Cloud & MongoDB.
voiceeducation
Astro A
Paper Hands
SMS Crypto Pump Alerts
finance
Clyph Drops, Bomote Ezeh
Analytica Sentimenti
An AI-powered web application that analyzes sentiment in movie descriptions using MongoDB Atlas and Google Cloud AI technologies.
creative/music
John Hound, Ramdon ogouyomi, Iyad Moriba +1
WanderGuideAI
Tired of trip planning stress? WanderGuide AI is your personal travel chatbot. Just tell our AI your preferences, and it instantly crafts a custom itinerary, so you can explore more and plan less!
productivity
Viresh Bhurke, Rushabh Gajab, Milind Pankaj Deshpande +1
GenREADME
AI-Powered README Generation System.
dev tools
Bhakti Vora
Astro Archive
Astro Archive is an AI-powered mission data tool using MongoDB, Neo4j, and Vertex AI to make space research simple, visual, and accessible for all—from scientists to students.
scienceeducation
Gaston Dana
BlockWatch
BlockWatch helps you travel smarter in NYC with personalized safety tips based on your age, gender, location, and time—powered by real police data.
security
Ray Ray, Shasuna Lin, Erica Bouloute +1
Smart Digital Drilling Incident Investigator
AI-powered tool for upstream oil & gas teams to search, analyze, and learn from past drilling incidents using MongoDB vector search and Gemini AI for fast, intelligent safety insights
productivity
Sampath Ramanujam, Murugadass Krishnan
RiskTwin AI
RiskTwin AI predicts 30-day diabetes readmission risk and instantly surfaces similar past cases, and generates concise medical summary.
healthscience
Amit Sagtani
Finstra
Empowering Farmers, Empowering Nation
finance
Mind Sage
MindSage: An AI-powered mental wellness compass that helps users reflect, relate, and recover — through intelligent insights drawn from real-world data."
health
ARITRA GHOSH
Sustainable Shopper
Sustainable Shopper lets you try on clothes virtually, shop eco-friendly fashion, and get smart outfit ideas with an AI wardrobe assistant — all in one platform.
visionproductivity
jdu8 Yadav, Nuzair Palwala
MindSage
MindSage: An AI-powered mental wellness compass that helps users reflect, relate, and recover — through intelligent insights drawn from real-world data.
health
Atlantis: The Search for a Lost City
Discover a Changing World with Atlantis. As Earth's temperature climbs and the shadow of global warming grows longer, understanding our world has never been more urgent.
scienceeducation
Ayush Srivastava
GitLab x Vertex AI: Real-Time Carbon-Aware CI/CD
A powerful, real-time carbon tracking and optimization platform for GitLab CI/CD pipelines, leveraging Google Cloud and AI to reduce environmental impact.
sciencedev tools
Younes Laaroussi
LogSentinel
An intelligent log analytics platform that transforms raw web server logs into actionable insights using AI.
dev tools
Shubham Mishra, Samara Miramontes
RagTagAI
RagTagAI - the AI fashion copilot who weaves together the trendiest fits from Reddit. Its tailored advice and straight-from-the-street ratings refine your style. With RagTagAI, nail the occasion.
creative/music
Ryan WJ Wong, Joseph Tan, Ashley Khng
HealthMentor AI
AI-powered health advisor analyzes medical records instantly, delivering precise clinical insights and actionable recommendations to improve patient care and decision-making.
health
Faruk Umar
MentorUp
Your guide to your next billion dollar venture
productivity
Lalit Yadav
Infillo AI
AI-powered form autofill that learns from your documents and context to fill forms intelligently across web and browser.
productivity
Adeoluwa Akinsanya
Read Review First
The Self-Building Review Library
productivity
Łukasz Modzelewski
Ethron
The brain that watches over the world.
security
Mohamed Ashwak M
Noa
Your digital shadow secretary. Fully offline, modular, and voice-driven, NOA handles task and remembers conversation all packaged in your pocket.
voiceproductivity
Arshil .
Invoice Insights
End invoice chaos! AI extracts, summarizes, categorizes, spots recurring & finds similar. Gain clarity, save hours, spend smarter.
finance
Can Dalgir
Climate Insight Explorer
AI-powered climate analysis and visualization platform that blends real scientific data with natural language answers and geospatial insights.
science
Nikk Barman
Edustory
Turning complex concepts into engaging, AI-powered stories.
education
Ruchitha Gande, Akhila chimata
Solving a $1 Trillion Developer Productivity Problem
DevX Tracker is an AI-FIRST Developer Experience platform built on GitLab, using advanced AI capabilities (Gemini/ADK) + Google Cloud to track developer tasks, improve wellness & boost productivity
productivitydev tools
Arvind Rajan, Arvind Rajan
Mental Health Risk Predictor Using AI and MongoDB
We are trying to find the risk likelihood of a college student suffering from mental health issues, and what factors contribute the most to poor mental health?
health
Yisakor Melke, Kaushik Arulkumar
ArogyaLens
ArogyaLens analyzes your annual health document to deliver a chronic risk score—secure, private, and ethical. Powered by Google Gemini, MongoDB, Docker, and GitLab CI for seamless delivery.
health
VerilogAI
Copilot for Verilog (Hardware description language for digital design). Also generates testbenches and simulation in one click.
dev toolsrobotics/hardware
Nimesh Pandey, Pranay Dang
Energy Surge AI
Energy Surge AI is an energy data explorer agent that makes understanding complex energy data easy. The agent was developed using MongoDB, Google ADK and Google Cloud Integrations.
science
Ariann Duncan
Watch and Analyze Nationwide Trends in Evolving Deviance
W.A.N.T.E.D uncovers hidden crime patterns, predicts what’s coming, and protects the vulnerable, empowering India to act faster and smarter against rising threats.
security
Chirag H, Manoj Malipatil, Garv Agarwalla +1
botforge
I-powered data exploration tool.
productivity
nihaarika s, TEJASRI SANTHANAKRISHNAN (RA2212701010030), Pearl Rubyth Thomas R
SentinelFlow
“SentinelFlow is an AI‑powered DevSecOps assistant that transforms raw application logs into actionable insights.
securitydev tools
Kiran Khanna
Gaming YouTube Search
Ask any question about a game and jump straight to the exact YouTube moments that answer it—powered by MongoDB Atlas vector search, Vertex AI Gemini-Flash RAG, and Firebase hosting.
creative/music
Luko Gjenero, Ivan Grubišić
World’s first AI-driven geospatial data modeling recommender
Saving millions of lives by optimizing organ transportation, to empowering developers to build meaningful geospatial applications with GenAI-powered data modeling solutions on MongoDB and Google Cloud
healthdev tools
Arvind Rajan, Arvind Rajan
HealthTrack
HealthTrack AI is a real-time clinical assistant that helps doctors go from patient symptoms to structured diagnosis, SOAP notes, and similar case references — all in one click.
health
Nakshatra Kundlas
Smart Plot - AI-Powered Data Visualization Tool
Smart Plot is an interactive, AI-enhanced data visualization tool built using Streamlit, integrated with Google Cloud AI for automated insight extraction and MongoDB for data storage.
productivity
Sanjay Kumar Sah
Secondlife AI
SecondLife AI helps you turn used items into impact: just snap a photo to reuse, donate, or resell, and earn an ECO Score that tracks your real environmental contribution.
vision
Luxin Zhang
AI code Reviewer
Automated AI-Powered Code Reviews for GitLab - CI/CD Pipelines
dev tools
Yerra S R J Avinash, Akanth Srinivasa Raju Kollu, Kodati Indhusri
Codeify
Prompt to app using Gemini & GitLab
dev tools
Soham Patil
Food-Culture Map
Explore the cultural journeys of food through AI-powered stories and an interactive world map
culture/heritage
Anshuman Panda, Pravin Raju T M
RepairPal: Smart Appliance Troubleshooter
Problem: People toss appliances instead of repairing due to lack of clear guides.
repair/trades
Kiran Khanna
Cognito
Tired of struggling with dense, inaccessible research PDFs? Millions are, especially those with disabilities, making vital knowledge out of reach.
accessibilityeducation
Harpreet Singh
AQAI
I have built a first-of-its-kind Air Quality Index-centric solution with Gemini to analyze air quality through skyshots and provide intelligent recommendations using MongoDB Atlas and Vector Search.
sciencevision
EnviroGuardian
Your real-time environmental assistant
science
MrROBOT .X
PatentAI Analyser
The Software analyzes the novelty of your invention ideas against a database of existing patents from Google Cloud. It leverages vector embeddings and a chat interface to help innovators.
legal
ClanChain
AEGIS ClanChain is a sacred-tech platform that digitizes trust, lineage, and wisdom — turning families, elders, and communities into sovereign, self-governing ecosystems
culture/heritage
Eugene Ochako
FindSafety
FindSafety: Real-time, AI-powered crime awareness and reporting for South African communities.
security
Nomsa Goba, Shamain Bhengesa, Thando Jessica Mazibuko
LeFriAI: Your Legal Friend Powered by AI
Revolutionizing legal access: AI-powered consultations, case management & emergency alerts, built faster with MongoDB, GitLab CI/CD, Gemini AI and Google Cloud.
legal
Jonnathan Peña
FoodFresh AI
FoodFresh AI is a smart food management app that helps users reduce food waste and save money by tracking expiry dates using image recognition and AI.
vision
Kiran Khanna
CommMatch
CommMatch helps you discover your unique communication style and gives AI-powered tips to connect better—using MBTI, DiSC, CliftonStrengths & Emergenetics in minutes.
productivity
Jeevan Gowda Hemanth Kumar
Code-Weaver
CodeWeaver AI brings together the intelligence of Google Gemini, the analytical power of Google Cloud BigQuery, and the automation backbone of GitLab, all into a single, powerful experience.
dev tools
Faster CICD with Dialogflow chatbot
Trigger CICD pipeline via chatbot
dev tools
Neeraj Bhusari
LitLens — AI-Powered Book Discovery Engine
Finding the right book for your mood shouldn't be a struggle. LitLens is an AI-powered book recommender that helps readers discover books not just by genre, but by vibe, tone, and theme.
creative/music
Kiran Khanna
TrueEarth: Global Event Intelligence
TrueEarth delivers, AI-powered insights from global event data (earthquakes, fire events, disasters, etc.), transforming fragmented information into actionable intelligence for informed decision.
science
Niraj Sah
AI code review bot
This is an code review bot that reviews and provides AI-driven suggestions to files within a merge request helping programmers implement changes to improve their code within their GitLab repositories
dev tools
Karthik Sriram
ClimateLens Pro: AI-Powered Climate Intelligence Platform
An AI-powered climate intelligence platform to analyze risks, manage ESG data, and forecast future trends.
sciencefinance
Saikumar T
TruthGuard
The MongoDB-Powered Truth Engine Changing Media
security
Jefino Jacob
AuditFlow AI
AI-driven compliance & code-quality scanner for GitLab—detect SOC-2, OWASP & style violations, generate actionable reports & integrate seamlessly into your CI/CD pipeline.
securitydev tools
Sovit Nayak
codexair
AI-Powered Code Reviews That Catch Bugs, Improve Quality, and Accelerate Dev Velocity
dev tools
Asef Ahmed
HistoriAI
Discover History, AI-Powered: Query, Visualize, Understand.
educationculture/heritage
litterarum .
ChurnPredict
Stop churn with ChurnPredict! It is a domain-agnostic platform designed to predict churn analysing customer data, including unstructured feedback, giving you the "why" to proactively retain and grow.
finance
Mrudhula Katta, Ajay Ganugula
SilverGame
"AI-powered emotion analysis that reads both words and faces to help elderly users find meaningful connections - because digital empathy shouldn't be guesswork."
accessibilityvision
Hao Xu, Bahati Zhuliduosi, Hui Shan Lai +1
APIVerse
Your One-Stop Hub for Smarter API Discovery and Integration
dev tools
Yadubir Jha, Riti Sinha, Rishita Priyadarshini Saraf +1
Smart_Disaster_Ai
"Detect. Predict. Map. AI for smarter disaster response." "Saving lives with AI: Real-time disaster detection using satellite imagery."
visionsecurity
Samiksha Gupta
Crisis Vision AI
CrisisVision AI: Real-time wildfire detection, alerting, and data insights powered by AI and satellite intelligence
visionscience
Riya Regmi
Smart Air Quality Dashboard
"AQI Watch – Ask real questions. Get real air quality insights. Instantly."
science
Padmavathi Muthukumar, Loga Mithra R, Dhruv D
Extinct Atlas
Witness lost worlds: An interactive extinct animal atlas.
scienceeducation
skami0_0 Manchkhashvili
Electric Sherpa EV manual RAG
Easy to use application to allow EV users to quickly get answers from their EV manuals using a chatbot interface. Powered by Google Gemini and MongoDB backend
repair/trades
Tvara: Your voice, your AI, effortless results.
Your voice-powered AI companion. Talk to personalized agents for research, shopping, and daily tasks, getting instant results without typing.
voiceagents
Ashish Lal
Teach Me
Teach Me: AI-powered and aided constructive learning with text upload, simplified content, notes, custom quizzes, and an AI Q/A bot. Key Feature is experience tracking. Built with MongoDB & GitLab.
education
Rahul Gautham Putcha
GitlabAgents
Ship better code on GitLab: AI agents run static analysis for you.
dev tools
Jason Filby
El Plan
Learning STEM at full throttle with the power of Formula 1!
education
Zeeshan Shariff, Samarth Veeraraje Urs, Divyam Saluja +1
NarratAIve Data Analyzer
It reads your CSV datasets, explains it like a human, and remembers it better than you do
productivity
JobAssist
Your AI teammate for resume feedback, skill growth, and job discovery.
productivity
Megha Nair, Vishnu Sudheer
Crisis Map AI
CrisisMap AI: Harnessing the power of AI and real-time data to monitor and detect global crises, providing timely insights and responses to humanitarian challenges.
science
Mukund S, Palak Singla
GitApex
Imagine accelerating your product releases and change management by at least 10x. That's the power of Git Apex, the Unified UI for Agile Product Owners built on GitLab and deployed on Google Cloud.
dev toolsproductivity
Kalpana Dakoji, Rama Devi, Ashutosh Rajawat
BizPulse
An business assistant
productivity
karthikeya Ch
EcoInsight
An intelligent platform that transforms complex environmental datasets into interactive, personalized climate stories and actionable insights for communities worldwide.
science
Fathma Mehnoor
Next-Gen AI Code Reviews: Quality Meets Speed
Automating Code Reviews with AI: Smarter Feedback, Faster Merges
dev tools
Adarsh Velmurugan, Dhinesh Babbu, Divakar Kumar +1
MindfulAI - your personal mental wellness companion
"Your Mind’s Gentle Companion in the Digital World."
health
Shrija Baraskar, Aayushi Vadboode, Jayesh Choudhary
COLORÉ
Smart paint testing, your way — cooler, faster, smarter
vision
Shravanthi S, Saravana Priyaa C R, Gayathri Uthamaraj
GlobaLens
Real‑time AI map of the world's news—browse, search, and understand events as they unfold.
productivity
Shree Bohara, Nupur Abhijit Dashputre, Sameeksha Rane +1
MataConnect: AI-Powered Discovery for Women’s Communities
Making women's support networks discoverable through AI, because connection shouldn't be left to chance.
productivity
Maryam Yusuf
Critical Path Guardian: Real-time Incident Insights
Imagine looking at main business metrics during the incidents and understanding right there what is wrong or what has changed. The project provides insight into the complex systems during incidents.
dev tools
Nikita Zavyalov
MachInsight AI - Machine Sensing and Monitoring AI Agent
It is a real-time monitoring AI solution for IoT systems that helps detect and predict machine failures by combining BigQuery, Vertex AI and MongoDB’s vector search for deep similarity insight
robotics/hardwarescience
Revathi Mani
Search4Cure.AI-Diabetes
An AI-driven research assistant combining agentic workflows and human expertise to uncover cures for diabetes using scientific literature and data.
healthagents
Tuba Karaca
TravelRiskAnalysis
App will analyze risks involved in travelling to specific destination
security
Hardik Joshi
Quick Question
Our AI turns tech job posts into instant interview simulations. Pick a role, practice tailored questions, get feedback to ace interviews. Built for AI in Action Hackathon, empowering job seekers.
productivity
Daniel Leonte, Vlad Tulitu
Bookly
Connect with every page.
education
Kyler Gelissen, Isaiah Byrd
Career Mentor AI
An AI-powered application that reads your resume, analyse your skills, and recommends job roles by matching them with a real-time MongoDB jobs database
productivity
Karthikeyan A, Kumaran S
Dynamic Job Portal
Connecting skills to careers with intelligent matching, real-time insights, and seamless automation.
productivity
Neha Pal, Akash Pal
Asteroid Collection
Educating the public about asteroids.
scienceeducation
Mikhaile Collins
Steam Game Explorer
🚀 Steam Game Explorer: Search & explore Steam games with a smooth Streamlit UI and MongoDB backend. Fast, clean, and built for gamers.
productivity
ASHIK K
NBA Trade Consigliere
A MongoDB MCP powered chat for simulating and analyzing potential NBA trades.
agents
Jake DiBatttista
arXade
AI-powered arXiv paper discovery using semantic search and intelligent summaries.
science
Yuvraj Pandey, Siddhant Thakur, Soham Shukla +1
AirSense
AirSense uses AI to turn real-time air data into clear insights, helping cities, health workers, and families make safer, smarter decisions—because clean air shouldn't be a guessing game.
healthscience
Henry Ode
Cortona OS
Cortona is a customizable multi-agent system is designed to coordinate workflows across agents for tasks like data analysis, content creation, and customer support.
agents
Zain Khan
Backend Simulator
Backend Simulator: Instantly generate and deploy backend APIs from simple text—no code, no hassle.
dev toolsagents
An Chi Shau, Kushagra Srivastva
Investor Twin
Find your investment twin with MongoDB Vector Search, then get an instant portfolio analysis from Google's Gemini API to discover your next move.
finance
Alimaa Ochkhuu
BrainInk
A Gamified, Social Learning Experience
education
Branis Sumba, Eseosa P. Kay-Uwagboe, Stephen
Generative AI Customer Support System
AI-powered tool that auto-classifies support tickets, predicts urgency, and retrieves past solutions—boosting efficiency, cutting response time, and letting agents focus on critical issues.
productivity
Patrick Junior Hounkpe, Onésime AVALLA, O'Neil WEDJANGNON +1
Onco Mind
Leverages Google Cloud AI, Gemini AI, and BigQuery ML to deliver cutting-edge cancer treatment recommendations. Our platform continually learns from clinical outcomes to improve accuracy and efficacy.
healthscience
Dhrumilkumar Patel, abhishiktha v, Aashish Anand
MaatiMap - Digital Soul of India
MaatiMap is a culturally intelligent platform that uses Gemini AI & MongoDB to preserve India’s intangible heritage—through interactive maps, AI-powered insights, & dynamic community-led storytelling.
culture/heritage
Aayushi Goel
Ungithub
ungithub clones, chunks, embeds, and indexes GitHub repos with vector search and Gemini AI, so you can query any repo like chatting with a maintainer.
dev tools
Jayanth Gajula
Heritage Lens - AI Powered Cultural Explorer
Discover global artifacts and cultures with AI-powered search. Explore history using Google Cloud and MongoDB’s advanced vector search.
culture/heritage
Mayur Pawar
ArtAtlas
ArtAtlas makes discovering, understanding, and enjoying art easier than ever.
culture/heritageeducation
Vijay Shankar
Scripture Threads
Scripture Threads maps Bible themes from Genesis to Revelation using AI insights and MongoDB vector search—explore deep patterns through interactive visuals in a fast, responsive web app.
culture/heritage
Nyasha Gandah
NavPlan
Your personal AI travel planner. Get personalized city itineraries and optimized schedules that match your interests.
productivity
Duc Huy, Ha Duong
Movie_Revenue_Predictor
🎬 "Predict Box Office Success Before the First Ticket Sells!" An AI-powered tool to estimate movie revenue based on genre, budget, and more — empowering smarter decisions in filmmaking.
finance
Nikhil Dhamgay
pathoscope-AI
Augmenting the pathologist's workflow, increase efficiency, and provide consistent, data-backed insights.
healthvision
Jeremiah Ope
My AI Prescription News Bot
Uses MongoDB Atlas Vector Search paired with Google Cloud Vertex AI enabling users to get answers about diseases and prescription drugs from pharma news articles and Google Search.
health
William Cheung
AI Rubber Duck For Gitlab's Issues
Helping Dev To Debug GitLab Issues
dev tools
Mayank Suthar
MedFuse
MedFuse is a scalable tool for multi-modal clinical case retrieval, enabling diagnostic ease, triage readiness, and medical staff training
healthvision
Aditya Shukla, Darshan Kanade
AI-DevOps_Bot
Your AI-Powered Wingman for Smarter, Faster Software Delivery. an AI-powered assistant that enhances your GitLab workflow by automating issue summarization, code review, and test generation.
dev toolsagents
DipBuyer
An AI agent to identify, analyze and invest in undervalued stocks, ETFs, indexes & crypto
financeagents
Sergo Vashakmadze
Thothstack
ThothStack is a fully automated, DevOps-native deployment platform for Agentic AI systems.
dev toolsagents
Ran Xing
FODMAP Dietary Suggestion Tool
Navigating the low FODMAP diet for managing IBS or SIBO is hard. Our AI-driven tool makes it easy! Search "nuts" to find "peanut," or "chips" for "potato." Make dietary management simple and effective
health
Susan N Maina
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productivity
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productivity
HEO
Hypothesis-to-Experiment Orchestrator
scienceagents
Joydip Biswas, Neeru B, ilesh shah +1
Project OpenMed
The Future of Accessible Health.
healthaccessibility
Mufees Mohammed, Asrin Jumana
MooTrack
AI-powered geofencing to protect livestock from forest predators.
robotics/hardware
Ramiksha C Shetty
LinguaNow
Turn trending topics into real reading practice. Read, think, and grow in your target language.
education
Marlon Fu, eric jung
Paper Pal AI
Paper Pal AI is your intelligent research companion.
educationproductivity
Brain-Tumor-Detection
"AI-powered brain tumor detection system that analyzes MRI scans with high accuracy, enabling faster and more reliable diagnosis for early treatment."
healthvision
Ayush Raj, Rudraksh Kumar, Yash Chaudhari
Jobmatch AI
AI-Powered Resume Optimization and ATS Scoring App. Created an AI-Powered Resume Optimization for Building Next Gen Agentic App Hackathon.
productivity
Sudesh Patil
AI in action
Automatically test by Vertex AI once you upload files to gitlab.
dev toolsagents
judyy19 Yen, Tony Hou, iris-ting +1
Smart Energy Optimiser
AI-powered advisor for off-grid homes that predicts solar energy availability and optimizes household power usage in real time.
robotics/hardware
Adewale Ogabi
California Schools AI Dashboard
AI-powered dashboard transforming California school data into accessible insights. Ask questions in plain English and discover educational patterns that matter to you
education
Jonathan Watts, Tiffany Luc
Pigeon
"Predict Tomorrow's Gold, Today – Smarter Insights with AI."
finance
NIKHIL TOM
Toweel
Toweel helps you reflect, name, and understand your emotions.
health
Jingchang Hu, Qing Yang, Yufei S.
Disaster Bot
A real-time disaster response system using FastAPI, MongoDB Atlas, and Google Cloud Tools.
agents
Xuan Hien Pham
GameVectorSearch
Find Games!
productivity
beat_the_studio Zhou, Ruiting Chen, zixiu meng +1
RadioQuest
RadioQuest delivers AI-driven stories & quizzes in Swahili, French, English to DR Congo, engaging learners via radio, overcoming literacy & connectivity barriers, scalable for global impact.
educationvoice
Adam Sherengos
GIAst
"GIAst – Your AI sidekick for smarter, faster GitLab issue management."
dev toolsagents
David David
AppMine
Financial Management Platform
finance
Tri Labs
Action AI UNT club
AI-powered assistant for doctors and hospitals to analyze past medical records and streamline patient diagnosis.
health
Samuel Jerome, JAHNAVI KOVELAMUDI, gowtham v
DockerHelper
From Git to Dockerfile — Instantly
dev tools
Adebayo Omolumo
News Explorer
A modern, scalable news search application with real-time full-text search, clean architecture, and responsive design built with FastAPI and MongoDB.
productivity
Baxtiyor Mustafoyev
NeuroTrade AI: GitLab-Driven Semantic Trade Intelligence
A semantic trading assistant that uses GitLab CI/CD to power a microservice AI pipeline from OANDA sync to OpenAI/Vertex AI analysis deployed with Docker across 5 services.
financedev tools
evans mburu
Cape Town Insights
AI-powered urban analytics platform using MongoDB Vector Search and Google Cloud AI to help users make data-driven housing and investment decisions in Cape Town with 6 real public datasets.
finance
Onesmus Maenzanise, Colleta Sawunyama
Manchester Traffic Predictor
Predict and analyze traffic congestion, speeds at places, and in routes.
science
Rishit Agarwal, THE Vixen
Adaptive Capital Markets Agents
Adaptive Capital Markets Agents analyzes live market data and automatically recommends the trading approach basis market conditions - which can be customized as per trading style.
financeagents
Ashish Deshpande
LifeLens: AI Panic Gesture Detection
An AI-powered gesture recognition system to detect emergency hand signs and trigger instant SOS alerts for women's safety.
visionsecurity
Addapu Praharika
Cinescope- AI
Cinescope AI – Discover movies smarter with AI-powered insights, visual trends, and personalized recommendations.
productivity
Aryaman Ahuja, Aryan Dutta
Medask-AI
Your AI Powered Health Companion And AI-Prescription Analyser
health
Siddharth N.R
MindScopeAI
AI-powered mental health insight engine using semantic search to decode emotions and detect early distress signals.
health
Parth Patel
BioNova
A Smart Lab Assistant For DNA Editing
science
Mohammed Kaif, Mudassir Uddin
Cloud innovators
Transforming Ideas into Intelligent Realities in the Cloud
dev tools
Himanshu Singla
Knowbot
KnowBot: A multi-agent academic assistant that expands questions, retrieves insights, and guides research with transparency and precision.
educationagents
stephanie0324 Chiang
DataLoom
DataLoom turns global datasets into AI-powered insights using MongoDB and Google Cloud, letting users explore data with natural language, maps, and visuals to uncover trends and patterns.
productivity
Anirudh Badampudi, Vishnu Vardhan Duddu
Workloob platform
A global hub connecting Job seekers with work opportunities, Enhanced with AI-powered agents for specialized tasks—plus a crypto ATM card for easy withdrawals from crypto to your currency.
productivityfinance
Tolu john, SARDIUS Ouwatobi
Hyperlocal Agricultural Disease Detection
Concept: For farmers in and around Pimpri-Chinchwad, plant diseases from images Tools: Python, deep learning (CNNs for image classification), a large dataset of plant disease images
vision
Mayank Tomar
VibeFlow
VibeFlow helps developers refine app ideas. Gemini analyzes your vision, suggesting resources from MongoDB & Google Cloud to clarify your plan.
dev tools
Grace Esteban, Duane Snider, Duane Snider
CineAI - AI-Powered Movie Discovery Platform
Stop missing great movies! CineAI uses Google Cloud AI to understand what you really want to watch, finding hidden gems through semantic search and analysis.
productivity
RockZ37 Rock_Z
AI Threat Intelligence Detection Model
An AI-powered system to intelligently detect and classify network traffic as benign or malicious, enhancing cybersecurity through machine learning.
security
D Sarika Dinesh, Subha Shree A cs
zomato power bi
a new project
productivity
Lokesh EC-054
Numtales
NumTales makes math magical for kids! AI blends Met Museum art, real‐world images, and MongoDB vector search to craft personalized adventures that spark curiosity and turn learning into pure discovery
educationcreative/music
Tariku Tessema
NeuroTrade AI: Semantic Trader Insights with MongoDB
We turn trading data into real-time trader intelligence using AI embeddings and MongoDB Vector Search, enabling smarter strategies and behavioral feedback from your own trading patterns.
finance
evans mburu
Mentor MR : Learn from GitLab's best , before you merge
MentorMR is an AI tool that learns from GitLab's top contributors to provide personalized code review feedback. It helps new contributors feel confident and improves feedback quality for developers.
dev toolseducation
Koyelia Ghosh Roy
Patchwork Marketplace
AI-powered feat & fix discovery shop
dev tools
Rajesh Satpathy
AI Reviewer for GitLab Merge Requests
AI-powered code reviewer for GitLab Merge Requests. Instantly analyzes every MR with Google Vertex AI, posting line-by-line feedback and a smart summary to boost code quality.
dev toolsagents
Evgenii Lvov
Ecolyze
Real-time environmental intelligence using AI, BigQuery, and MongoDB.
science
Hardik S
MediMate
Simplifying prescriptions, saving costs, and supporting health through AI-powered insights.
healthfinance
Pushpender Singh, Khusbu Rai
NewsBiz
Understand the market in a single glance — AI-powered news insights with MongoDB Vector Search and Google Gemini.
finance
sahil bakoru
Simri
Helping doctors understand brain tumors faster through AI-powered MRI comparison.
healthvision
Fouad Ahmed
Yuh Hear Dem?
Yuh Hear Dem? turns hours of Barbados parliament videos into searchable knowledge graphs—so citizens can explore who said what, when, and why, without watching the whole thing.
voicelegal
Matt Hamilton, Katie R
Piksel Play
Real-time image breakdown into stylized, composable game assets - no coding required.
creative/musicvision
Michal Každan
Study Buddy
Connect with like-minded students, match for real-time study sessions, and build better academic habits — all in one place with Study Buddy.
educationproductivity
Barun Kumar Pattanaik 23bce11391
Michelin Star Explorer - MongoDB
A Google Looker dashboard for exploring Michelin-starred restaurants, built with MongoDB, BigQuery, Looker Studio, Airflow, Docker, and GitLab CI/CD on Google Cloud Composer.
dev tools
Livia Ellen
AI-Powered Health Risk Predictor
A simple ML-powered app that predicts diabetes risk using health data.
health
Anvesha Srivastava
BugBlamer
Let the AI point fingers, so you don't have to.
dev tools
Vismay Chaudhari
AI Code Review
This GitLab CI/CD component provides automated, AI-powered code reviews using Google's Gemini 2.5 Flash model. It analyzes code changes and provides feedback on code quality, potential issues, etc
dev toolsagents
Nelson Lai
Smart Waste Management Using CV and ML
Smart Waste Management Using CV and ML – Automating waste detection and segregation to build cleaner, greener cities.
visionrepair/trades
Tanmay Warkhede
The SkyWasher
Sky-High Shine, Effortlessly Clean
robotics/hardware
John Corallo
Restaurant Finder
Restaurant Finder uses Vertex AI, Gemini + MongoDB Atlas vector search to give diners instant, hyper-personal restaurant recommendations—filtered by taste, mood and context, with verifiable data
productivityagents
Liviu Marica
AI-Powered GitLab CI/CD Assistant
AI-powered GitLab CI/CD assistant that monitors pipelines, explains failures, and suggests optimizations in real time.
dev tools
Henry Ekeocha
SearchMind
SearchMind unifies tasks, notes, calendar, expenses, travel, meals, and passwords in one secure Chrome extension—organize, search, and optimize your digital life with AI-powered insights.
productivitysecurity
Taufique Khan
Magic Slate
Magic Slate: Unleash your creativity! Enhance doodles with AI, solve equations instantly, and customize artwork styles. Powered by Gemini
creative/musiceducation
Ayush Muley
GeneInsight
GeneInsight AI uses patient HPO terms to deliver prioritized variants and AI-generated clinical reports via a MedGemma-inspired engine. Fast, actionable genomic intelligence.
healthscience
Laman Wu
Intelliview
AI-powered mock interviews that help you land your dream job
educationproductivity
Jenny Cheng, Moyan Lin, Yichen Yang
BloodConnect- powered by MongoDB and AI.
"BloodConnect AI is an intelligent blood donation platform using MongoDB vector search and AI chatbots to match donors and requests in real-time, saving lives faster and smarter."
health
Roshan Joy, Dan Mathews, Albin Regi +1