Devpost · Google · 2026-05-05 to 2026-06-11
Public gallery: every submissionEvent page ↗
AI agents fail silently, confidently wrong, and nobody notices. Cassandra is an AI that watches your AIs. It catches every lie, diagnoses why, ships a proven fix, and even grades its own accuracy.
Sirjan Singh, Kshitij Verma
Five agents watch evolving variant evidence, re-score a clinic's uncertain DNA findings with a calibrated Bayesian model, and draft family recontact the moment one turns actionable. Draft-only.
Faith Ogundimu
A Gemini-powered emergency healthcare routing platform and MCP-integrated Elasticsearch that intelligently matches patients to the most clinically appropriate hospital using multi-agent reasoning
Vinay Janyavula
The AI that remembers every failure — predicts outages, annotates risky code inline, gates CI pipelines, auto-blocks critical MRs, and diagnoses failures. Powered by Gemini and gitlab on Google Cloud.
Intelligent A.I Outbreak Tracker
Nine Hearts, V V
AutoSRE is an autonomous on-call agent that diagnoses Dynatrace incidents in seconds and queues up the fix, but cannot touch production without your one-tap approval.
Maksim Silchenko
STYLOMETRY: The forensic guardrail for your GitLab pipeline
Anna Tchijova, Olga Vasilieva
Seven AI agents read public records on any US address, permits, flood zones, EPA data, then run an adversarial AI debate before delivering a buyer risk score. Powered by Elastic Agent Builder MCP.
Ujwal Suresh Vanjare, Arpita Madhukar Kalburgi
Your stack is lying to itself. TruthKeeper is the agent that listens.
A compliance agent that audits your code against real law, writes the fixes, and reads its own Phoenix traces through MCP to get better after every scan.
Bhupen Sai Bandi, Aryaman Mishra
Seven Gemini 3 agents move 82,500 World Cup fans to MetLife Stadium — reasoning over live MongoDB Atlas via MCP, every decision a database write streamed onto a photorealistic 3D map.
abssi mustapha
A multi-agent system that learns a deprecated service's hidden contracts and haunts its replacement, catching silent regressions every test misses. Gemini + Vertex AI Agent Builder + Dynatrace.
Roger Bavibidila
ClinTrace is an AI agent that assists in emergency department triage — severity scoring, red-flag detection, specialist routing — with every reasoning step traced and auditable via Arize Phoenix.
Reuben Alex
An AI agent that proactively monitors Accra's ecological sites using remote sensing data and advanced analytics, and alerts authorities and stakeholders to potential environmental threats.
Elikplim Kudowor
Finding an open source issue is easy. Contributing successfully is hard. ContribPilot bridges that gap with personalized guidance powered by Gemini and GitLab MCP.
Niloy Saha
Visa intelligence that protects migrants from agency fraud. Three AI agents on Elasticsearch + Gemini that don't just inform but they detect scams in real time and file real complaints.
Yordanos Kassa
How Did I? is an agentic ecommerce operator that diagnoses daily revenue leaks across carts, ads, inventory, and support—then drafts owner-approved fixes in one tap.
Autonomous SRE that watches your Dynatrace tenant 24/7, diagnoses production incidents from real spans and Davis CoPilot, and opens a pull request before your phone stops ringing.
NFC fitness ring that bridges physical and online stores through fitness-based rewards. Tap to connect with friends, share workout metrics, earn rewards, and eventually pay with your ring.
Aurela Broqi
Say the rule. An agent enforces it.
Dennes Torres
One message in English, everything arranged. JustRelay matches expats in Korea with vetted local home service providers using AI that researches, ranks, and books for you.
Jae Lee, Vincent Koo
FIFASAFE is an AI-powered CrowdGuard system designed to improve safety and emergency management during the FIFA World Cup 2026.
Dinah David
BiteRush is an agentic platform that autonomously coordinates stadium food and merchandise deliveries, analyzing demand, venue layouts, and delivery status to optimize routes.
Charmi Doshi
Stop reacting to fraud. FraudIntel is a proactive AI agent that autonomously investigates threats, connects the dots across your data, and executes real-time countermeasures.
Anusree k jinan
An AI revenue leakage agent that uses Gemini, Google Cloud, and Fivetran to detect stale or broken SaaS data, estimate dollar impact, and recommend what Finance, RevOps, or Data teams should fix first
Nikhita Shankar, Manas Tokale
Merge requests and CI for knitting patterns. A robot test-knits every row of every size in software and fails at the exact row where the stitch math breaks — before anyone wastes yarn.
Kenneth Chen
Fivetran moves 750+ sources. Your obscure tool isn't one of them — so Graft's agent writes, tests, deploys, and runs a real connector for it, live, while you watch. No connector? Graft one.
Kenneth Chen
Every voice a bird. Murmur turns thousands of raw feedback lines into a living murmuration — ask anything and Atlas $vectorSearch re-flocks the sky into the answer, live, in seconds.
Kenneth Chen
Static tools are blind to logic flaws. DevSecOps Autopilot uses Gemini 3.1 to read GitLab MRs, catch business-killing exploits, and post actionable fixes to the diff in under 30s.
Farooq Ahmed
Budgeting apps show where your money went. Recoup gets it back — a Gemini 3 + ADK autonomous agent that scans your real Gmail, grounds claims in MongoDB Atlas, and never acts without approval.
vaibhav lalwani
World Cup 2026 custom apparel agent with MongoDB MCP logistics.
Greg Kowalik
CariMurah.ai is a high-sophistication, multi-agent AI engine designed to disrupt the e-commerce and wholesale landscape in Indonesia.
Akhmad Khudri
SLEUTH is an autonomous incident investigation agent using Gemini AI + Google Cloud Agent Builder + Elasticsearch to investigate incidents by correlating logs, traces, and metrics in real-time.
Amine Harch El Korane
"Autonomous agent routing powered by Arize Phoenix MCP."
Binay Dalai
CareFlow AI is an enterprise-grade Clinical Command Center and Insurance Prior-Authorization Adjudication platform.
Shakthi Sundar
An autonomous AI dispatch crew that turns a field-service emergency into a ready-to-approve action plan in seconds, built on Gemini 3 and Elastic's MCP server.
Mohammed Usmani
Kairo — Turns real-time on-chain whale movements into evolving, actionable market narratives using Elastic as its brain, Gemini as synthesizer, and MongoDB for memory
Sneha Parihar
An autonomous agent safety engineer that senses agent failures via Arize Phoenix, synthesizes safe patches, replays comparisons, and gates deployments with before/after evidence.
Roopal Guha Neogi
SyncMind is an autonomous agent that keeps your business documentation synchronized with your codebase in real time, so the gap between what you planned and what you shipped never has to exist again.
Ruan Combrink
This project implements a agent that monitors events that can affect a business's suppliers and inbound shipments, estimates customer fulfillment impact, and recommends mitigation actions.
Akshansh Singh, AMIYA Singh
Agente de IA para finanzas familiares. Registrá gastos por chat, audio, foto o PDF y un equipo multi-agente con Gemini (ADK + MongoDB MCP) los convierte en dashboards, análisis y Excel.
Mateo Camelino, Lisandro Monti, Ignacio Marinelli +1
Type your callsign and watch a live map of everywhere on Earth your radio signal is reaching right now — then ask when you'll reach Japan, answered from what actually happened on the air.
Kenneth Chen
AI-powered audit agent that analyzes 13 government sources to detect corruption risks in public contracts using Gemini and Google ADK.
Viviana Plata
Allowing agents to run lab instruments in a loop /w Fivetran.
Samarth Sharma, Inderbir Sandhu
An HS-code classifier that publishes its own error rate. Graded nightly on federal rulings it has never seen, it reads its misses over Phoenix MCP, patches itself — and ships only if the score rises.
Kenneth Chen
An always-on AI senior care companion that uses Gemini, Elasticsearch, and GitLab MCP to detect physical distress and autonomously escalate medical incidents to hospital networks in real time.
Every crowd tells a story before a crisis begins. CrowdPilot listens early, predicts risks and helps protect every life in the crowd.
Mavis BONG
Autonomous schema-drift remediation that draws on its own repair history and lands every fix as a reviewed, tamper-evident GitLab merge request.
Skunk Works0x
When a deploy tears a hole in production, Darn finds the exact commit, writes the fix, and opens a PR where every claim is a receipt you can re-run in Dynatrace. A human approves. Davis confirms.
Kenneth Chen
PayLens: two AI agents for payments. Dev Studio tests Stripe/Paystack in plain English. Recon Studio auto-matches invoices to payments. Powered by Gemini, Elastic, and Google Cloud.
toluwani Bakare, Emmanuel Elijah, Olamide Olanrewaju
ProofPilot uses Google ADK & Elastic to turn API docs & customer context into functional, source-grounded React+Node demos in seconds, with built-in claim checking to avoid hallucinations.
Sameer Dhole, MaxPollardII Pollard, Kevin Wang
AI health content hallucinates up to 48% of the time. MedCred is the integrity layer that catches failures before they reach patients - and gets smarter after every eval.
Shailesh Hawale
Making autonomous AI sustainable. EcoOps acts as a digital manager that instantly breaks AI hallucination loops, saving both your cloud compute budget and planetary carbon.
Pradeep Biswas
One database in → one tuned, measured text-to-SQL agent out. Crucible reads its own Arize Phoenix traces via MCP, hypothesizes the dominant failure, mutates, and re-scores until it wins.
Ankit Kiran
An AI agent that watches the live world, finds the invisible faultlines in your supply chain three tiers deep, and re-sources around disruptions — before they reach your shelves.
Abhinav Gupta
Transform Any Image Into an Interactive AI-Generated 3D World
Shashank Joshi
An AI life coach built on Google Agent Builder & Gemini. It transforms chaotic brain dumps into load-balanced tasks across your defined life pillars, saving directly via the MongoDB MCP.
Yuani Chen
Neural 360 unifies every customer signal—sales, support, usage, sentiment—into one unified profile, turning scattered data into real-time, explainable recommendations that grow revenue and cut churn
Mrudhula Katta, Kalpana Dakoji, Hansika Reddy
An autonomous code-review agent on Google Cloud Agent Builder, powered by Gemini 3 + the GitLab MCP.
Marvin Manu
This agent will serve as my personal neurodivergent friendly chief of staff advisor helping me make decisions, improve productivity and be creative. This can help individuals, teams or organizations.
kashyap sridhar
An autonomous AI agent that catches code reaching main faster than humans can review it, explains the root cause in plain English, and drafts the GitLab fix ticket for one-click approval.
Shriya Subhash Sharma, Roopesh Kumar Reddy Kaipa, Deep Talreja
An AI copilot that monitors Fivetran pipelines, explains failures, detects schema drift, navigate fivetran's ui and proposes safe fixes across Fivetran, BigQuery and dbt.
K S SRISOWRIRAJAN, Bhoopesh M, Nitish N
An AI-driven, self healing web platform utilizing a persistent MongoDB RAG loop to deploy and dynamically optimize static Netlify storefronts.
Pranavi PulluriB9, boppana visesh.75, Adi Sai Vikranth Purimetla +1
An autonomous Gemini agent that reads your tax documents from Drive, verifies the numbers with you over email, and computes your Indian ITR-1/ITR-2 deterministically, with bank-grade PII protection.
Vikas K, Nihal Mouni, harish
From detection to action: a Gemini‑powered agent that investigates threats, blocks malicious IPs (with human approval), and creates incident reports – all over Elasticsearch logs.
sam obila
An EDA powered with an AI agent.
Ayoigbala Soares, Jotroniks
AI virtual CISO for startups. Performs NIST CSF 2.0 assessments, identifies risks, generates security policies, and builds actionable remediation roadmaps.
Apoorva Pandey, Uttkarsh Kumar
Autonomous customs-recovery agent: it diagnoses, patches, and resubmits rejected declarations behind an Arize Phoenix eval-gate that must approve every fix, and that learns from experience.
SYLESH PAVENDAN, MARIA MEGHA L CSE, SANJAY S CSE +1
AI-powered code guardian for GitLab — automatically rejects bad MRs and triggers rollbacks when production fails, with human-in-the-loop approval.
Property Care Agent turns tenant complaints into approved vendor coordination, scheduling, and audit-ready maintenance actions.
Danial Qureishi, Haseeb Sarfraz, Siddharth Iyer
An autonomous AI agent for real-time fraud detection and investigation
Hemanth Balakrishna Nuthalapati, Rakesh Mudunuri
Gemini multi-agent control plane for Fivetran: audits your fleet, gates new connectors, reviews schema changes and cuts wasted spend, every action human-approved and executed via the real API.
The agentic life-triage system that bridges wearable recovery data and your real-world calendar.
YiRu Pei (Peggy Pei)
autonomous multi-agent system that turns natural-language PDE descriptions into transparent numerical solvers with automated planning, debugging, and residual-based verification.
Jianda Du, WhymustIhaveaname Sun
Xante market autonomous AI agents that create, resolve, and self-audit real prediction markets, powered by Gemini 3 and observed end-to-end with Arize.
Elvolution Ebuzoaju
Messy computer? This smart AI agent automatically sorts your folders, deletes duplicates, and finds any file or image by understanding what is actually inside them. Safe and local!
Amina Ghulam Mustafa
Stop losing shoppers to confusion. Start routing them to revenue.
Samarth Mahapatra, t g, jyotikuma741-dot +1
Real-time AI agent that monitors live signals across FIFA 2026 venues, clusters incidents, and routes them to human commanders for approval — built with Gemini, Elastic MCP, MongoDB, and Arize Phoenix
Sravya vemula
An autonomous MCP-powered AI agent using MongoDB Atlas and Gemini to orchestrate real-world mall logistics and beyond-chat automation.
Lidya Marín
ArbitrAI makes mediation instant, affordable, and structured. Fair Resolution, Powered by AI
Sri Chandu, Rakesh Agrwal
It's a per-deployment risk simulation agent working with Dynatrace's MCP. It addresses the issue of production crashes and incidents by simulating the error percentage and the blast radius.
Mohamed Khedrawy
A secure, memory-augmented AI agent that extracts operational CareOps tasks from clinical notes using Gemini and MongoDB Atlas, featuring strict Human-in-the-Loop safety workflows.
Nicolás da Fonseca
Your flight just emitted 2 tons of CO₂; did your travel app tell you that? GreenRoute plans your flights and drives, using Arize on Google Cloud to budget, track, and break down every mile's CO₂.
Tanvi Sathish Arvind, Strider Zimmerman, Sahasra Kalakonda
Job Hunter 🎯 automates job hunting for AI/ML engineers by scraping opportunities, matching them to your CV with Elasticsearch, and scoring relevance using Google Gemini AI.
Zaynab MERIMI, Kenza Mouharrar
CityPilot is an autonomous urban operations center that predicts disruptions, coordinates city resources, and generates action plans before problems become crises.
A supervised, multi-step AI agent for the grad-school hunt: Gemini reasoning + Elastic hybrid search, grounded in real sources, with a human approval gate on every action.
Olamide Balogun, gravity8 Adisa, Firdous a.b
Autonomous payment-failure triage: PaySentinel turns a plain-English report into log evidence, root-cause diagnosis, and a Jira ticket in about 90 seconds.
Ananya Jha, Karthik Panicker, Edmund Gunn, Jr.
OutreachOS turns cold outreach into an autonomous workflow: discover leads, find contacts, personalize emails, follow up, route replies, and keep you updated. Built for students and organizations.
Justin Rui, Daniel Ganjali
Self-healing supply-chain orchestration: Fivetran CDC sensing, multi-agent AI negotiation, Green ALNS reroute on A100, one-click counterfactual approval — from disruption to fix in seconds.
Victor Orion
Describe your business in one line — an AI agent crew designs, writes, ships and operates your website live, in minutes.
Michal Opsagents
WorldCup Guardian AI is a Gemini-powered sports travel companion that turns live match data into actionable travel plans, expense tracking, alerts, and personalized fan experiences.
Teja Akula, SAI SREE SURYA AMRUTH DAMARAJU, kumarraj
Gemini-powered AI observatory that monitors, benchmarks, and auto-diagnoses your AI agents using Dynatrace observability in real time.
Puranjay Gambhir
Multilingual host-city search and AI assistant for the 2026 FIFA World Cup — ask in any language, get live events, venues, transit, and matchday guidance grounded in Elasticsearch.
senthil vaikundam
Your AI-powered study partner - study, learn, and understand without skipping details
Angel Isaac Cortes Hernandez
Track Pokémon cards with our AI app! Powered by Gemini & MongoDB, log your collection and chat with a smart assistant to verify sets, rarities, and current market values instantly.
Mohini Deshpande, jayant Kashyap
Every AI job tool helps you apply to more jobs. RetrofitAI tells you why you're failing — analyzing rejection patterns in MongoDB and rebuilding your strategy in real time.
Roshaan Ahsan
11 AI agents audit Peru's public contracts for S/.1 each, reading tenders, validating official data, and detecting corruption risks with evidence-backed alerts.
EDWIN ISAAC SOTO COSSIO
AI-powered incident response that detects, diagnoses, and resolves operational issues before they become outages.
Amey Padvekar
Seamlessly connect, deploy, and manage multi-agent AI workflows in record time.
Diya Dinen
An intelligent AI assistant for livestock operations that gets smarter with every decision, continuously learning from your farm logs and feedback.
Jamal Ibrahim Umar
AI Engineering Manager that monitors your GitLab project and turns risks into actionable tasks.
Peter Lau
A 24/7 autonomous first-responder IT support agent that lives directly in your email inbox. Built with Google ADK & Gemini, and featuring a self-evaluation and optimization loop driven by Arize
Kunal Kukreja
CUFIA directly tackles the biggest administrative headache small food businesses face: manual data entry. Food costing and inventory tracking by simple and natural chat-based interaction.
Erick Rivera
AI-powered ticket scam detection using Vertex AI Gemini and Elasticsearch.
Thanmayi k Prasad
Autonomous Mars rover on a hand-built Mars terrain scene: type a natural language goal, Gemini Vision AI navigates to it. Live telemetry via MongoDB Atlas, Elasticsearch, and Arize Phoenix.
Rumaiza Norova
An event-driven AI agent that receives an IT alert, queries MongoDB’s MCP server for telemetry, runs a Gemini model to generate a Root‑Cause Analysis (RCA).
Dipanshu Rawat
Find the right dataset faster with AI-driven search, ranking, and analysis.
Siya Bhalala
An AI agent that finds the ~$600/year you're wasting on subscriptions — and cancels it on your say-so.
Owais Khan
Multi-agent SRE (Google ADK + Gemini + Dynatrace Davis) that detects, diagnoses & auto-remediates incidents autonomously.
Lamogo Junior Soro
buddy trip planner with a plan that works!
Aswin Pradeep
Turn publication archives into Gemini-powered TripCode, River, MongoDB, and MCP agent memory.
Constantine Vassilev
Autonomous AI-driven orchestration to prevent cargo loss and automate supply chain compliance in real-time.
Ajay Mourya
CHAINWATCH reasons across multiple data sources,scores risk,identifies alternative suppliers,calculates cost deltas and writes a complete mitigation plan.
mahaff Farooqi
Autonomous AI agents managing real-time vaccine and food cold-chain delivery with IoT telemetry, AI-powered monitoring agents, and Elasticsearch as the core data layer.
Arpit Khatri
AI agent that turns humanitarian data requests into governed Fivetran pipelines—search HDX, plan connectors, get human approval, sync to BigQuery, deliver field briefings.
Krishna Kant
The same pattern that caused our last outage was hiding in 7 other services. Nobody knew. Ripple catches the PR, sweeps your whole codebase, and opens the fixes before anything ships.
Kabir Ghai
AI-powered alert review agent that investigates financial alerts, analyzes transaction networks, drafts evidence-backed memos with Gemini, and updates cases through MongoDB MCP.
Daniel Mai
Suite is an AI-powered Business OS that automates, reviews, syncs and analyzes financial data, detects risks, generates insights, and creates actionable tasks turning business data into decisions.
Taoheed Adeniji
MoveOS: The AI agent that finds your next home, checks your commute, and drafts your outreach end to end.
Tejdeep Pathipati, prabhath palakurthi, Ashish Kurumeti +1
The FIFA 2026 Match Day AI Planner is an intelligent, AI driven assistant designed to help football fans plan their ultimate World Cup ensuring fans never miss a second of the action.
Arun Kumar
A Gemini agent using MongoDB MCP tools to analyze terrain and generate grounded deployment plans for outdoor robot fleets, transforming yard data into autonomous rollout plans.
Nakia Russell, Forenly AI, Mohnaa Ghosh
A satellite hotspot triggers FireGuard automatically. Gemini queries Elasticsearch MCP for evacuation zones, shelter status, and safe routes, delivering a complete commander brief in under 60 seconds.
Younes Laaroussi
Devs spend 58% of their time understanding old code. DevGenie turns your GitLab history into living memory: ask why code exists, and every new MR is auto-checked against your past reverts
Harshit Singh Bhandari, Vedant Moghe
Frente al caos de datos y stakeholders, usamos IA para potenciar la calidad y decisiones estratégicas en compras EPC, integrándonos en tus plataformas de uso diario.
Marcelo Dominguez Moris, Marcelo Dominguez, Julio Veliz +1
Catch bad hours before they become bad invoices: ConstructIQ turns 30-minute construction timesheet reviews into a 30-second AI audit.
Nalin Joshi, Aditya Saini, Anirvinna Jain
Governed multi-agent tender review: five specialist agents analyze contracts, humans approve high-risk steps, and every call is traced in Phoenix with Elastic precedent search.
Osama Mosaad
AI recruiting copilot for lean teams — source, screen, pipeline, and outreach without adding headcount. Local-first, chat-driven, built for startup hiring.
Osita Miles
From SOP to certified employee: CrewOS automates onboarding, training, and workforce management with AI agents.
Gulnoza Usmonova
SafeTap is an AI-powered financial agent that helps users securely request funds, manage payment access, and make smarter financial decisions through guided workflows and intelligent recommendations.
Kanotechsavvy armstrong
AI health copilot: OCR-extracts profiles, maps destinations, prevents drug-food risks, provides live market prices via Fivetran, & generates multilingual medical alert cards.
Pranav Shirbhate
PantryMind is a multi-agent life manager powered by Google ADK & MongoDB MCP. It handles groceries, meal planning & finances via voice, protected by a Human-in-the-Loop safety system.
Harshavarthan Rajkumar
From failed agent runs to approved fixes . It is an agent that can answer this question: “Why did I fail, what evidence proves it, what should change, and can a human approve the fix?”
AMRIT LAHARI
An AI photography mentor with persistent portfolio memory. It adapts to who you are — a hobbyist building skill or a working pro selling prints — and remembers every frame you shoot.
PRASAD TILLOO
AI-powered emergency response platform that coordinates volunteers, resources, and mission planning using Google Cloud Gemini, Vertex AI, and MongoDB.
IQRA REHMAN
RealityOS is an AI Decision Intelligence Platform that learns from every decision, simulation, outcome, and user interaction.
Nisar Khan
A mobile AI CTO assistant powered by Gemini & GitLab MCP. Supervise cloud IDE agents, trigger CI/CD pipelines, and delegate tasks to developers directly from your Telegram chat.
Trình Lập
Netflix-style emergency drill simulations, powered by Gemini, Google Cloud Agent Builder, and Elastic MCP.
Arnav Salkade
Poke.AI The AI that pokes you first. Because friendship should never start with loneliness.
Chris Reda, Rani Youssef
Centinela: real-time hazard alerts for your neighborhood, in your language, on any device.
Marylin Alarcon, Brian Palma
HireIntOS transforms interview preparation into interview experience through personalized AI interviewers, adaptive coding challenges, and real-time feedback.
Sreeram S, Charu Sneha L R
Paste a Git URL and get a running app. Lowkally clones the repo, figures out how to install and start it, fixes common errors, and shows you the result. Built with Google ADK, Gemini, and GitLab MCP.
Divyansh Khurana
An AI-powered tournament intelligence platform that automatically adapts travel plans as teams advance, matches move, and tournament conditions change.
Shrey Vijay, Harshita Harshita
An UX panel at your fingertips: 20 AI persona agents pretest your landing page in minutes — scored, bias-audited, and observable end-to-end in Arize Phoenix.
Marco Caruso
A resilient, high-performance compliance and logistics agent utilizing Next.js fail-safe architectures to automate Nigerian finished leatherware exports.
KevVD Ahuama
GradrAI uses a multi-agent AI pipeline to automate exam grading for African educators — and turns every result into a personalised student practice session. Built on Google Cloud + MongoDB.
John Fiewor
DevPulse is an AI-powered on-call engineer that analyzes Dynatrace alerts, correlates them with GitHub deployments, identifies root causes, and sends actionable recommendations to Slack in minutes.
Elorm Dzikunu, Daniel Gbegbeawu, Ashleyn Clain +1
An AI that supervises another AI: it catches fraud-model drift early, diagnoses the cause with Gemini, and keeps a human in control.
Harshitha Sivalingala
Turn your browsing history into a research assistant. Ask what you learned, how you spent your time, or get further reading and YouTube suggestions (that open in new tabs with one click).
Amitesh Mahapatra
An AI productivity coach that helps students and workers classify tasks, plan study sessions, use Pomodoro focus mode, and track progress by date.
ZX-Woo Woo
Makes autonomous agent spend safe using Gemini 3 and MongoDB MCP to enforces a PLAN-PREVIEW-EXECUTE protocol, turning risky AI actions into a secure, auditable audit trail.
thisyear nofear
GridCarbon Guardian is a Gemini-powered agent that helps schedule AI and data-centre workloads in a greener and safer way.
Lorem Ipsum Dolor Sit Amet
Javin Sharma, Jeet Munshi, Vinayak Rastogi +1
AI home inventory agent — photograph items or receipts to auto-catalog your home, then ask questions in plain English. Powered by Gemini, MongoDB MCP, and multi-step agent reasoning.
Xiaohan Zhao, Nan He
Snap a photo of any sanitation fault — AI files the complaint, pressures the right authority, and follows up until it's fixed.
umair imran, Bilal Ahmad, Saad Faran +1
Have you ever gone somewhere new and wanted to know the local food spots? Due to the influx of tourists for the World Cup we created a program centered around Levis Stadium for just that purpose.
Nicolae Vesca
Build. Analyze. Simulate.
Ram Chopade, Sagar SH, Rishi Rao +1
"Every merge request, battle-tested against real production traffic — before a single user sees it."
ARIJIT ROY, Vaibhav Goyal
AI agent that hunts forgotten subscriptions, drafts cancellation emails, and sends them — powered by Gemini + MongoDB Change Streams. Stop paying for things you forgot you had.
St4bl is an AI-native protocol delivering the cheapest Europe-to-East Africa remittances. We use AI to route fiat/stablecoins instantly into East Africa with near-zero fees, lowest costs
Complyr is an agent that scans MongoDB databases for sensitive data, classifies violations against specific regulations , encrypts critical fields with and generates auditor-ready PDF reports.
richard maranga
The World Cup sold 5 million seats to a mystery — for 32 knockout matches, nobody knows who'll play. Rootin4 tells you who shows up in front of YOUR seat, and whether to book the flight.
Edouard Foussier
Powered by Gemini 3, this system learns from Phoenix Cloud traces. A dedicated agent evaluates failures via MCP tools to update MongoDB User Preferences, enabling autonomous self-improvement.
Rahul Gautham Putcha, Sree Harshitha Jonnalagadda
Timing a flash promo is hard mid-shift. This agent reads a restaurant's own data (orders, inventory, billing, customers) so the owner knows when to run one, on what, and what it'll do to margin.
Krishna Tej Bhat, Karthik Uppuluri, Saipranav Avula
A Gemini-powered system that investigates unemployment insurance benefits fraud across jurisdictions by coordinating legacy and modern data sources, with built-in audit ability.
TaheraAhmed Ahmed
Don't just plan a launch — simulate whether the booster can come back.
Agentic AI solution based on Google Cloud + Arize Phoenix Tracing/Observability to inform about World Cup 26 Football Soccer and facilitate the Search/Management of Travel between City Stadium Matches
AI-powered football scouting agent for the 2026 FIFA World Cup built on Gemini, Fivetran, and BigQuery.
Omar Elkady
AI Auditor for your Fivetran data pipeline
Minh Thanh Dang
We built HireFlow to give every small business access to enterprise-grade hiring intelligence — for free.
Ritesh Garg
Goal-driven research agent that returns verified, hallucination-free answers. Gemini 2.5 Flash plans the searches, a dual-engine filter removes fabricated sources, all through the MongoDB MCP server.
Yigit Dalkilic
Trust infrastructure for AI execution. Brewing coordinates specialized AI agents, verifies outcomes, and provides observable, accountable workflows for real-world software engineering tasks.
Lideeyah Solomon
An agent that finds proteins to edit for climate-resilient crops — checking AlphaFold structures and grading the real literature, honest about how much you can actually trust each candidate.
Locke082 Bracken
Autonomous security agent that scans any repository and delivers a full incident report with MITRE ATT&CK kill chain in under 20 seconds — powered by Gemini, Elastic, GitLab, and Dynatrace.
Bernardo Carvalho
Learn a new language in record time with your own personal AI tutoring team.
Abdul Osman
A self-improving multi-agent market-research system where every agent is traced, scored, versioned, and rolled back like code, governed end-to-end by Arize Phoenix.
Garvit Gupta, Jasmeet Kaur
Production-grade agent observability in action: every prediction traced, every reasoning step audited, every failure turned into a self-correction. Powered by Google ADK + Arize Phoenix.
Sandel Concepcion
AI-powered clinical triage agent for real-world hospital units
AI multi-agent corporate-finance audit that hunts payment fraud — with a human approving every decision.
Rustamjon Akhmedov
When your database breaks at 3am, SENTINEL diagnoses, patches, and explains every decision — all before your on-call engineer wakes up
Mahindra Guptha Kotha
Every org loses its history when people graduate. This agent makes a year of knowledge instantly queryable and actionable.
John Sang
TraceFix - Phoenix MCP inspects traces, finds root cause, suggests prompt/routing fixes, replays the case, then (if you approve) patches the agent, re-checks, and saves tests for regressions
yash malik, Akshaj Seerpu, Ankit Saran +1
AI That Works & Learns Even When the Internet Doesn't
Aditya Sharma, Kartik Sharma
Tell it what broke. Root finds out why.
Tavishi Bhardwaj, Chirag Khairnar
When designing new features, Darwin Enterprise Evolve allows UX teams to augment their costly and infrequent in-person customer clinics with physics-grounded customer intelligence on-demand.
Vlad Edouard, Brandon Chen
The safety layer for the AI nobody's watching — Sentinel catches a chatbot's confidently-wrong answers before they reach a vulnerable person, every claim checked, every decision auditable.
Ankit Hemant Lade, Sai Krishna Jasti, Indar Kumar
The IR agent that cannot lie about what it found.
Scout Agent is your unfair advantage in the transfer window — an AI Director of Football that discovers talent, debates tradeoffs, and builds winning squads with Gemini and MongoDB Atlas.
Savya Raj, Abhinav Singh
We built an agent that already verifies financial news in real time: semantic triage in Elastic, scraping with Bright Data, and verdict with Gemini 2.5. Every analysis = 6 real actions.
Mariana Ruge Vargas, Cristian David Hernández Cubides, Diego Guevara
An autonomous AI data scientist
Khushbakht Shoymardonov
AI agent that scans your GitLab repo with Gemini, scores every file by how well you truly understand it, and creates study plans before an interviewer exposes the gaps.
Ojas Tulshian
AI matchday concierge for 2026 World Cup fans that turns one trip request into a budget-aware plan with flights, hotels, food, safety, documents, and group ledger.
Durga pravallika Kuchipudi
Unlock the secrets hidden in your error logs.
Akshat Pandey
An AI agent that learns your business in minutes and instantly surfaces every relevant local, state, federal, and NGO grant — no more missed funding opportunities.
Hudson R&D
DevLens is an AI agent that turns engineering activity data into actionable insights, helping teams spot blockers, improve focus, and ship faster.
Parth Gala, Mrunal Kotkar, Renuka Prasad Patwari
Agent Operations Commander: A Google ADK incident-response agent that uses Dynatrace MCP and Gemini to investigate incidents, identify root causes, and recommend actions.
saroj bono
The autonomous health dashboard you talk to.
Bandi Paarthu
Autonomous cybersecurity circuit breaker leveraging Gemini & Dynatrace telemetry to network-airgap and isolate cloud nodes undergoing ransomware attacks before lateral encryption occurs.
Sujay Seeram, Lochan B, Krishna Nandan Yenuga +1
MlangCast is here to fill the gap when human-led commentary does not provide match commentary in a native language. Using languages available in Google TTS API, it created its own commentary.
Zavier Rahmansyah
An AI agent that ingests your bank statements, stores them in MongoDB, prioritises your bills by urgency, forecasts your salary runway, and tells you exactly how to survive the month.
oladayo akinola
Orquestra is a headless, API-first admissions ERP that treats workflows as programmable infrastructure which provides an AI-native solution, compliance compatibility, versioned workflows, etc.
Samuel Ashwin Wilson
AI agent that drafts citation-backed AML Suspicious Activity Reports in 60 seconds - hallucinations structurally impossible via dual-agent verification.
Nobel Chowdary Mandepudi, Rani Chowdary Mandepudi Mandepudi
A GPU monitoring service that crosscheck Cost usage,incident,GPU memory kv cash management,GPU utilization.
Debabrata Pattnayak
CodebaseOS — An AI Engineering Knowledge Agent that transforms repositories into organizational knowledge and turns software understanding into actionable GitLab workflows.
MUHAMMAD HARIS
Your AI sales team works WhatsApp while you sleep.
Francis Prevail
AI-powered decision-making engine
Praveen Sharma
AEGIS: Paced multi-agent intelligence for real-time, evidence-backed disaster response
Umika Sood, Kartikay Singhal, shashwatshrye-ctrl Shrye
12VOX democratizes football engagement, giving fans a real voice. Through real-time debates and live voting, it transforms passive viewers into active community decision-makers.
Jorge Rojas Mendoza
"A real-time AI brain that coordinates individual developer terminals and resolves merge conflicts before they crash your build."
Arnav Majithia, JK2512 Kathuria
A multi-step AI agent (Gemini + Google ADK + MongoDB) that turns your CV into matched remote jobs, a skill-gap roadmap, and a managed job search.
Osamudiamen Ojo
Serasi — Most salons still rely on messy calls & WhatsApp. Our Agentic AI automates consultations, bookings, and stylist matching so stylists can focus on producing great hairstyles, not admin work.
Abdul Azis, Melissa Lau, Arief Yusuf Winata +1
A self-improving, guardrailed fraud-investigation agent that learns from its own Phoenix traces and ships policy improvements only after human approval.
Abhijit Gupta, roopal bansal
IndexFrame helps creators win the first three seconds of attention.
Aliaksei Kaliutau
AI agent that detects CI pipeline failures, finds the root cause, and opens a patch MR automatically.
Shayan Shahid, Shakeeb Iqbal Shamsi 009
AI plagiarism detector using Sentence-BERT, TF-IDF & Logistic Regression. Detects paraphrasing & semantic similarity. Built with spaCy, SHAP, LIME, React & FastAPI.
Karthik Dhanala, Victor Benjamin
An autonomous red-teaming framework that deploys multi-agent AI attacker swarms to continuously stress-test, evaluate, and secure conversational agents against vulnerabilities.
Atharv Sinha, Devashish Sharma, Aman Kumar Singh +1
Morpheus is an autonomous SRE agent that detects production incidents, traces root cause via Dynatrace DQL, and closes the loop all in under 3 minutes.
Satej More, Shanmukh Sharma
WhenGo - Stop guessing when to leave. WhenGo reasons over traffic, weather, and daylight to find your perfect departure.
Niriko Ltd
An autonomous multi-step agent optimizing mega-mall operations using MongoDB MCP tools and policy data grounding.
Richa Sinha
A resilient, high-performance compliance and logistics agent utilizing Next.js fail-safe architectures to automate Nigerian finished leatherware exports.
KevVD Ahuama
AI agents complete tasks, customers judge experiences. GapAudit hunts the failures that pass every test and still lose customers, the ones flagged "resolved" while they walk away.
sehyun Nam
A World Cup fan-concierge agent that proves its own answers — self-evaluating and blocking regressions in real time via the Arize Phoenix MCP server.
senthil vaikundam
Corpus Mind transforms scattered organizational documents into an intelligent knowledge engine, enabling semantic search, AI-powered reasoning, and conflict detection across institutional data.
Kanishk Kapoor, Joydeep Nalawade
Autonomous fraud detection that protects your users and your budget. Cost-aware, self-healing AI for financial security.
Inderpal Suthar, Sumit .
Un espacio seguro para expresarte, conectar y ser tú mismo.
Victor Sebastian Sepúlveda Perez
Epiphany is an autonomous AI data scientist: upload any dataset and it explores it, proves a hypothesis with real statistics, trains a model, and ships it on its own. Powered by Gemini + Google ADK.
Om Singhal
Respond fast when problems pile up. Stadium Sentinel is a voice helper that gives staff quick answers, live updates on screen, and help with reports, without digging through radios and group chats.
Chimdumebi Nebolisa
Live your trip before you spend a cent—a Gemini-powered journal that unfolds one day at a time, every choice yours, grounded in real geography and budget by MongoDB Atlas.
SeeChen Lee, Ku Yee Siang, Angus Tan +1
Know-Way is an adaptive AI learning roadmap that uncovers what you don't know, visualizes personalized skill graphs, and guides learning with Gemini, ADK, and MongoDB MCP.
Nathan Liaw, Justin Jerome Aw
Stop searching job boards. Opportunity Scout automatically researches employers, finds openings on company career pages, and surfaces opportunities most people never see.
Bolu Akande
RescueLens turns live disaster alerts and drone evidence into safer, human-approved rescue actions, with Arize catching computer vision failure risks before dispatch.
mongonsh Tumurbaatar
TrustOps Agent helps local human-centered businesses turn scattered brand information into clear, trust-building action.
Dana_G Neilson
From alert noise to incident memory, powered by Elastic.
Mahindra Guptha Kotha
Eight agents run a real IT ops flow: voice in, MongoDB quote out, WhatsApp alert. Google AI Studio design. Local CrewAI + Gemini + MongoDB MCP.
Rafael Lopez
A team of AI agents that attacks any AI chatbot, proves what breaks with Arize evidence, and verifies the fix — autonomous red-teaming with a closed loop.
Rohith Chandran
Most job seekers don't get hired because they don't know their own value. HireIQ discovers your unique career identity in 60 seconds using AI.
AI-powered World Cup 2026 fantasy platform with multi-step agent capabilities
Emmanuel Muema
Every year >73M claims are denied. Most patients give up — not because they lost the appeal, but because no one helped them fight. Heuristics drafts the appeal and gets smarter with every case.
Audits your production LLM traces against the EU AI Act with Gemini — and, with human approval, writes the verdict back to Arize Phoenix. A daily 8-minute audit, not a quarterly 3-day review.
Manoj Mallick
An autonomous AI agent that predicts project delays before they happen, auto-assigns priorities, and proactively alerts teams, built with Google Gemini and Google Cloud.
Mehwish Khan
RegChain is an AI-assisted compliance platform that transforms regulations, policies, risks, and controls into a living knowledge graph and uses Human Inputs and graph RAG for a hybrid Human-AI system
Ashutosh Mishra
GitLab merge requests, checked for DORA Art.9 compliance before production — Gemini 3 reasons, a human approves, and CodeGuard auto-fixes the violation. ~45s, not ~23 min.
Manoj Mallick
AI Content Studio is a multi-agent platform powered by Google Gemini that automates research, content creation, workflow execution, and task orchestration through intelligent AI agents.
Samer Shaikh
A Multi-Agent Brain for Modern Healthcare.
Zeenat Islam
Powered by Google Cloud Agent Builder, GiLAB and Arize, Watchman is an autonomous SRE agent that safeguards the FIFA 2026 ticketing infrastructure using strict authority zones.
MOURAD YOUSSOUFI
Using public traffic cameras of New York State throughways, object detection, and measuring the relativity of moving objects can predict bottlenecks during traffic slowdowns that are not collisions.
c blazejeski
Wheatee: AI agronomist in your pocket. Diagnose crop disease, get Urdu farming advice, and manage your farm — powered by Gemini AI.
Yahya-Sadat Sadat, Younas Sadat, Xunairahbalouch +1
Adversarial AI agents that learn from every lie they miss.
Fahad Nafees
Beyond passive review bots — an always-on GitLab senior that reviews every merge request, watches merged code 24/7, and evolves to your team's standards.
Hyeongseob Kim, 진모 김, 상우 손 +1
ThreatDefender is an AI-powered cybersecurity agent that analyzes files and URLs, detects threats using Gemini AI, and leverages MongoDB and MCP integration for intelligent threat management.
badhuio Yousef
Rapid Handoff is a multi-agent ER operations system that turns patient check-in into real-time triage, bed coordination, staff assignment, and live dashboard alerts for emergency departments.
Laasya Aki, Hana Benko
An AI-powered adaptive learning platform that monitors at-risk students and delivers personalized recovery plans using Gemini on Cloud Run, MongoDB, Elastic, and GitLab CI/CD.
Sharon Tanya Daniel
Classifies and files EU DORA Article 18/19 major-incident reports from Dynatrace in ~90 seconds — Gemini 3 + Google Cloud Agent Builder (ADK) + Dynatrace MCP, with a human approval gate.
Manoj Mallick
Tollio is an AI-powered toll optimization platform that helps drivers reduce toll costs
Anand Meenakshi Sundaram
An autonomous agent that triages ICT incidents under EU DORA — searching Elastic precedents, classifying against Art.18, and drafting the regulator submission with Gemini acting after human approval
Manoj Mallick
Two MCP servers, one ADK agent, zero waiting. Composes MongoDB MCP + Fetch MCP under Gemini and greets you with a personalised shopping briefing before you type a word.
bori7 Ola
Autonomous EU-compliance agent: Gemini scores new regulations, the real Fivetran MCP watches the data pipeline, and it retroactively re-flags which past incidents now count as major — human-approved.
Manoj Mallick
Clinical AI Safety Console A comprehensive guide explaining the inspiration, architecture, features, and future roadmap of the Clinical AI Safety Console.
Jaydeep Rawat
Your pipeline broke. The fix is already waiting on your phone.
Adam Rowe