Cassandra
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
AI lab hackathons, 2025 to now
Every submission from hackathons run by Anthropic, OpenAI, Google, Meta and the other big labs, with the winners marked and the code linked.
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