# Agents in Context Toronto: a MongoDB Hackathon: Project Gallery - **Event:** [Agents in Context Toronto: a MongoDB Hackathon](https://cerebralvalley.ai/e/mongodb-toronto-hackathon) - **When:** Sat, Nov 14 at 9:00 AM – 9:00 PM (EST) - **Where:** Toronto, Canada - **Hosts:** [MongoDB](https://cerebralvalley.ai/u/mongodb) - **Projects:** 98 (6 placed) - **Showing:** 1 to 60 of 98 - **Page:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery ## Projects ### 1. Legacy Siege We simulate real world agent to agent systems built on MongoDB, Langchain (harnesses) ready for use in production to defend all systems. A swarm of real AI… - **Awards:** 1st Place - **Team:** [Mohammad Anwar](https://cerebralvalley.ai/u/manwar), [Krish Nalam](https://cerebralvalley.ai/u/KrishNalam) - **GitHub:** https://github.com/KrishNalam/legacy-siege - **Demo video:** https://youtu.be/nyAwr1PlQpE - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/52 ### 2. suture suture is an incident-recovery agent that finishes the job even when its worker crashes mid-run. Cleaning up a leaked key takes a chain of writes across… - **Awards:** 2nd Place - **Team:** [Ali Shamsi](https://cerebralvalley.ai/u/alishamsi), [Vincent Wong](https://cerebralvalley.ai/u/vinceklw), [Julian Cruzet](https://cerebralvalley.ai/u/julianc), [Ahmed Elshikh](https://cerebralvalley.ai/u/aelshikh) - **GitHub:** https://github.com/VinceKLW/Suture - **Demo video:** https://youtu.be/G3wOP2KY10k - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/25 ### 3. Musory Venues play one playlist for everyone, and the apps that let guests shape the music keep their likes on view with no easy way to take them back. Musory: your… - **Awards:** 3rd Place - **Team:** [Kaung Zin Hein](https://cerebralvalley.ai/u/zin_kg) - **GitHub:** https://github.com/Zen-cronic/musory - **Demo video:** https://youtu.be/Q6TSA8ha3UM - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/6 ### 4. One Lesson Robots are starting to learn from people, and fleets can share what one robot learns with every other robot. Nobody can yet answer three questions: who taught… - **Awards:** Finalist - **Team:** [James Dare](https://cerebralvalley.ai/u/JamesDev256) - **GitHub:** https://github.com/DareDev256/one-lesson - **Demo video:** https://youtu.be/lPEYVlggBUc - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/3 ### 5. Phylax Tower Phylax Tower is a safety net for airport control towers. In March 2026 at LaGuardia, a jet was cleared to land, and two minutes later a fire truck was cleared… - **Awards:** Finalist - **Team:** [Sahand Samadirad](https://cerebralvalley.ai/u/SahandSSR), [Ariyan Azami](https://cerebralvalley.ai/u/AriyanAzami), [Amirali Akef](https://cerebralvalley.ai/u/Akef), [Mani Fatemi](https://cerebralvalley.ai/u/ma1306) - **GitHub:** https://github.com/Ma1305/phylax-tower - **Demo video:** https://drive.google.com/file/d/1TOgBoD7ZFnfNengSko0b9P5iWPJWYz1-/view?usp=sharing - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/39 ### 6. Day One New hires hit the ground at light speed. New devs lose their first days juggling broken setup guides, each solving the same problems alone. Day One finishes… - **Awards:** Finalist - **Team:** [Pierce Luu](https://cerebralvalley.ai/u/pierceluu10) - **GitHub:** https://github.com/pierceluu10/DayOne - **Demo video:** https://youtu.be/JGRP_O4ylDo - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/98 ### 7. PayProof PayProof helps a small Canadian construction business check a supplier's bank-account change before paying an invoice. The Canadian Anti-Fraud Centre names… - **Team:** [Naoya Yamashita](https://cerebralvalley.ai/u/conao3) - **GitHub:** https://github.com/conao3/ts-payproof - **Demo video:** https://www.youtube.com/watch?v=QneL7pynr7k - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/1 ### 8. Bodega # Bodega — Herd Immunity for AI Agents What if one AI agent could learn from being scammed and automatically protect every other agent in its… - **Team:** [Mahyar Jaberi](https://cerebralvalley.ai/u/Mahyar), [Kasra Bashizadeh](https://cerebralvalley.ai/u/Kasrabshz) - **GitHub:** https://github.com/mahyar-jbr/Bodega - **Demo video:** https://youtu.be/1yWAWO6mxAE - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/2 ### 9. Solo Spades AI agents forget — and when they do remember, nobody can prove what they stored, who could read it, or whether it was really deleted. Memory You Can Govern… - **Team:** [Larry Moi](https://cerebralvalley.ai/u/Labuilds) - **GitHub:** https://github.com/vibestbt/cv-hackathon - **Demo video:** https://youtu.be/GMFXBd5SpCM - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/4 ### 10. Sharleen Chebet AI can build almost anything. What stays human is taste, the ability to choose problems worth solving, and most people express it through social media saves… - **Team:** [Sharleen Chebet](https://cerebralvalley.ai/u/sharleen) - **GitHub:** https://github.com/mittfreude/magpie - **Demo video:** https://www.loom.com/share/2d9fd3cd701a483c8f667a9bdaefac82 - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/5 ### 11. Phoenix Phoenix is an agent that finishes the job. It knows what actually happened across external systems, and completes the work after crashes, timeouts, lost state… - **Team:** [Janvi Patel](https://cerebralvalley.ai/u/Janvipatel), [Ravin Kaur](https://cerebralvalley.ai/u/ravin123) - **GitHub:** https://github.com/janvipatel18902/phoenix-hackathon.git - **Demo video:** https://drive.google.com/file/d/1deoMrtooIZnV-F5iBwDMQ0oXoZlAwyx2/view?usp=sharing - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/7 ### 12. MongoDB Larpers RecallTrace is an AI memory debugging and governance platform that identifies outdated or misleading memories influencing an agent’s decisions through… - **Team:** [Aryan Verma](https://cerebralvalley.ai/u/aryanverma1), [Jerry Wu](https://cerebralvalley.ai/u/Lovelace), [Shan Truong](https://cerebralvalley.ai/u/Ghoul) - **GitHub:** https://github.com/beanscrack/Recall-Trace - **Demo video:** https://youtu.be/Khu2Xx1DTJs - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/8 ### 13. Sepi MemoryDelta checks whether a saved calculation still follows the applicable rule before an AI analyst reuses it. In our electricity emissions demo, an agent… - **Team:** [Sepehr Shirani](https://cerebralvalley.ai/u/sepovsky) - **GitHub:** https://github.com/Sepovsky/MongoDB_Hackathon - **Demo video:** https://drive.google.com/file/d/1F2qc2QxDBwR1i4j6I5CLiIzzNLzmlqjq/view?usp=sharing - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/9 ### 14. Retcon An online store's AI shopping assistant handles orders and refunds and remembers each customer's preferences, like which card refunds go to. It also remembers… - **Team:** [Kuo-Hsiu Lee](https://cerebralvalley.ai/u/klee1611) - **GitHub:** https://github.com/klee1611/retcon - **Demo video:** https://youtu.be/2dlzo3_ygZI - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/10 ### 15. ALabs Scoped Memory Agent: agent memory you can govern and prove AI agents that remember are a liability unless someone can answer for that memory. If a… - **Team:** [Dmytro Polishchuk](https://cerebralvalley.ai/u/DiPs) - **GitHub:** https://github.com/polisdi/MongoDB-Hackathon - **Demo video:** https://youtu.be/wZxd0-Kw01s - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/11 ### 16. Wilco ATC Wilco is an AI ground controller you can trust - **Team:** [Edward Gao](https://cerebralvalley.ai/u/edwarddgao), [Peter D](https://cerebralvalley.ai/u/pdanilin) - **GitHub:** https://github.com/p-danilin/mongodb-atc - **Demo video:** https://youtu.be/sAaMoGc4K5w - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/12 ### 17. ERS Traceback is a debugging agent that saves a fix as memory only after tests show it turns a failing test into a passing one. Memories live in MongoDB Atlas… - **Team:** [Yasin Dehfuli](https://cerebralvalley.ai/u/2taD), [Sepehr Ash](https://cerebralvalley.ai/u/SepAsh), [Elham Razi](https://cerebralvalley.ai/u/Elemrz) - **GitHub:** https://github.com/YaCnDehfuli/TraceBack - **Demo video:** https://drive.google.com/file/d/1u8NV2x9ZkB8JEeAVdy_rVJWphfDYbQTK/view?usp=sharing - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/13 ### 18. Readback Readback is an agent for long, multi-step jobs that cross systems and people it does not control. It never marks a step done until a second source confirms… - **Team:** [Bobber Cheng](https://cerebralvalley.ai/u/bobber) - **GitHub:** https://github.com/bobbercheng/readback - **Demo video:** https://youtu.be/jfFL7y8Fb38 - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/14 ### 19. Countersign Countersign is an MCP server that sits between AI agents and MongoDB Atlas. Agents never write to the database directly. Every change becomes a proposal… - **Team:** [Aryan K](https://cerebralvalley.ai/u/aryankk), [Fares Islam](https://cerebralvalley.ai/u/farez998) - **GitHub:** https://github.com/AryanKansagara/countersign - **Demo video:** https://youtu.be/jsmCpsSsCRE?si=RQGOG-zCqdY55tKd - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/15 ### 20. PromptForge PromptForge turns a loose spoken or typed request, like “build the signup page and keep it consistent with what we decided”, into a clear, cited brief for an… - **Team:** [Shiv Gupta](https://cerebralvalley.ai/u/Shiww), [Shaun Feldman](https://cerebralvalley.ai/u/Shaun12), [Talia Feldman](https://cerebralvalley.ai/u/Talia), [Ethan Wong](https://cerebralvalley.ai/u/ewong) - **GitHub:** https://github.com/shiv24/MongoDB_Hackathon - **Demo video:** https://www.youtube.com/watch?v=nrNWEUwe-D4 - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/16 ### 21. Solo Yolo Gatekeeper is an auditable financial operations (FinOps) AI agent that moves authorization, policy enforcement, and auditability out of fragile LLM prompts… - **Team:** [Sarthak Sarthak](https://cerebralvalley.ai/u/Sarthak99106) - **GitHub:** https://github.com/sarth99106/gatekeeper-mongodb-agent.git - **Demo video:** https://youtu.be/n6S5lf6i_Ks - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/17 ### 22. Ontara Ontara makes reporting community problems like potholes simple. Residents fill out one form, and an AI agent finds the responsible authority, handles… - **Team:** [faaris kaber](https://cerebralvalley.ai/u/fk_ctb), [Ivan Sostaric](https://cerebralvalley.ai/u/ivansost) - **GitHub:** https://github.com/Ivansost/Ontara - **Demo video:** https://drive.google.com/file/d/1FWU3HwDMdgfFo0D0nJGzSBS1KMerW0Vd/view?usp=sharing - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/18 ### 23. Refund guard Refund Guard is a voice AI agent that handles inbound refund calls and decides in real time whether to approve, escalate, or decline, using MongoDB Atlas… - **Team:** [E-Han Kannuthurai](https://cerebralvalley.ai/u/ekannuth6), [Gatik Gola](https://cerebralvalley.ai/u/ggola) - **GitHub:** https://github.com/grazinga-grazille/mongodb-hackathon.git - **Demo video:** https://www.youtube.com/watch?v=I2K1AtcsvNM - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/19 ### 24. Bedley Bedley is an autonomous AI property manager that handles tenant requests from start to finish. Using AI voice agents, Bedley can respond to maintenance… - **Team:** [Daniel Atherley](https://cerebralvalley.ai/u/daniel556), [Ahnaf Abedin](https://cerebralvalley.ai/u/nafster) - **GitHub:** https://github.com/ahnaflearns2code/bedley-final - **Demo video:** https://youtu.be/DfJT0RrpLgA - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/20 ### 25. Continuum Continuum is an AI care coordinator for the 30 days after a patient leaves the hospital, when follow-ups are most often missed. When a patient is discharged… - **Team:** [Chernet Asmamaw](https://cerebralvalley.ai/u/cher), [Mbebo Nonna](https://cerebralvalley.ai/u/nonnabyte) - **GitHub:** https://github.com/ChernetAsmamaw/Continuum-AI/ - **Demo video:** https://youtu.be/Ap8-p4yq5gM - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/21 ### 26. WhatAboutage Outage Router is a nuclear outage risk tracking system. It is designed to warn planners about risks that have come up in historical outages, either planned or… - **Team:** [Mohammad Ali](https://cerebralvalley.ai/u/dotMoh) - **GitHub:** https://github.com/dotMoh/cv-mongodb-agent - **Demo video:** https://www.youtube.com/watch?v=2zOhERx2rHM - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/22 ### 27. Load Path Load Path lets several AI agents plan and fund bridge repairs under a fixed budget, and makes every action auditable. Each tool call, by an agent or a person… - **Team:** [Sagar Patel](https://cerebralvalley.ai/u/sagar_patel), [Arad Moharrer](https://cerebralvalley.ai/u/Arad) - **GitHub:** https://github.com/isagar2757/load-path - **Demo video:** https://youtu.be/biyXonvHfHE - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/23 ### 28. CONTEXT RETAIL : The Governed Memory Platform for AI-Powered Retail Operations CONTEXT RETAIL is a governed operational memory platform designed for AI agents working in multi-location retail environments. Retail organizations generate… - **Team:** [Lucy Low](https://cerebralvalley.ai/u/lowcy) - **GitHub:** https://github.com/lucylow/mongo-db-hackathon-5pm/tree/main - **Demo video:** https://youtu.be/1H9lc2pHqUk - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/24 ### 29. Yes_chef Yes Chef is a shop sign you change by speaking. An agent turns each sentence into actions on the sign, the online menu and the register, but only after rules… - **Team:** [Yves Dusenge](https://cerebralvalley.ai/u/yvesdu) - **GitHub:** https://github.com/yvesdu/mongodb_hackathon - **Demo video:** https://youtu.be/hTXFJ1SU_64 - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/26 ### 30. FixLoop FixLoop prevents apartment maintenance teams from repeating failed repairs by turning technician field notes into verified, human-governed AI memory. How It… - **Team:** [Kwabena kesse](https://cerebralvalley.ai/u/skypto) - **GitHub:** https://github.com/skypto/fixloop - **Demo video:** https://youtu.be/cNoFj-vUJYQ - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/27 ### 31. Precedent Precedent — Every experiment should make the next one smarter. What if the next breakthrough in research didn't have to start from scratch? AI agents can… - **Team:** [Gabriel Peralta](https://cerebralvalley.ai/u/ggabe), [Salma Aly](https://cerebralvalley.ai/u/Salmaa), [Ethan T](https://cerebralvalley.ai/u/EthanT) - **GitHub:** https://github.com/SalmaRoshdy-YG/Hackathon-project - **Demo video:** https://drive.google.com/file/d/1A6lbDgFuSEM2v0SNRvDCYeMSJzdiVfb9/view?usp=sharing - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/28 ### 32. AWP Our project lets an AI agent act on your money today. About nine million Canadians already share their banking credentials with third parties. Banks are now… - **Team:** [Ram Chawla](https://cerebralvalley.ai/u/ramchawla), [Jackson Lippert](https://cerebralvalley.ai/u/JacksonLippert) - **GitHub:** https://github.com/ramchawla/Agent-Warrant-Protocol - **Demo video:** https://youtu.be/ysXst8UBN6I - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/29 ### 33. Lore Lore is a retail analyst agent whose shared memory is governed by people: corrections become versioned proposals a reviewer approves, and a replay proves the… - **Team:** [Jimmy Zeng](https://cerebralvalley.ai/u/Data-Engineer), [Paul Li](https://cerebralvalley.ai/u/Paullimale), [Yue Zhang](https://cerebralvalley.ai/u/zhangyuenet), [Chloe Wei](https://cerebralvalley.ai/u/chloewei) - **GitHub:** https://github.com/paulyonghaoli/mongodb-lore - **Demo video:** https://www.youtube.com/watch?v=RkNDjRZReQQ - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/30 ### 34. ClusterX Governed Memory Layer — agent memory with a permission system, an expiry date, an undo button, and a receipt Governed Memory Layer answers the Memory You Can… - **Team:** [Shivam Kaushik](https://cerebralvalley.ai/u/Shivamkaushik), [Ishika Bhutani](https://cerebralvalley.ai/u/Ishikabhutani) - **GitHub:** https://github.com/shivam-kaushik/Governed-Memory-Layer - **Demo video:** https://youtu.be/PjO_9Qn1BYc - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/31 ### 35. keepsake Early dementia usually takes the newest memories first, like who's coming over today or what you told someone ten minutes ago. An agent that remembers… - **Team:** [Emily Lin](https://cerebralvalley.ai/u/earworm), [Minh Hoang Cao](https://cerebralvalley.ai/u/sipaidoman2003), [Benjamin Seow](https://cerebralvalley.ai/u/benjaminseowww), [Christopher Lam](https://cerebralvalley.ai/u/Christopher4113) - **GitHub:** https://github.com/benjaminseoww/keepsake - **Demo video:** https://drive.google.com/file/d/1clT6M8m1G707d0lNybTAbbP-V8isOpQ-/view?usp=sharing - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/32 ### 36. JQ Receipts is an on-call agent that handles engineering alerts and remembers past incidents — with the governance a company needs before it could deploy one. An… - **Team:** [Junwei Quan](https://cerebralvalley.ai/u/JQ1013) - **GitHub:** https://github.com/Wei-cyber/memory-with-receipts - **Demo video:** https://www.youtube.com/watch?v=l4fQEVgTScM - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/33 ### 37. Yanli Yanli is an AI marketing agent that manages ad budgets for small and medium business owners, marketers and agencies across Facebook, Instagram, Google, TikTok… - **Team:** [Mariia Yanbergs](https://cerebralvalley.ai/u/maryyanbergs), [Ellie Litvin](https://cerebralvalley.ai/u/EllieMarketing) - **GitHub:** https://github.com/litvinellie-cmyk/MongoDBLitvin-Yanbergs - **Demo video:** https://youtu.be/ZcaJ-MFsQAE - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/34 ### 38. Strata Strata is a shared engineering memory platform for AI-powered development teams. Today, valuable decisions, technical discoveries, and project context get… - **Team:** [Erik Koning](https://cerebralvalley.ai/u/erikkoning), [Harmanpreet Singh](https://cerebralvalley.ai/u/Harman), [Hamad Sultan](https://cerebralvalley.ai/u/Hamad115) - **GitHub:** https://github.com/Erik-Koning/Strata - **Demo video:** https://youtu.be/GLFB0dX21xI - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/35 ### 39. AuditGate AuditGate is a customer support and refund agent built around a simple idea: an AI shouldn't be trusted to police itself with money. Instead of relying on… - **Team:** [Peter Yousefi](https://cerebralvalley.ai/u/peteryou) - **GitHub:** https://github.com/PeterYousefi/AuditGate - **Demo video:** https://youtu.be/9Eub8QxFS7E - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/36 ### 40. mongogov MongoGov is governed long-term memory for a customer-support agent, built on MongoDB Atlas. Support runs on repeat questions, and the fix usually already… - **Team:** [frank zhang](https://cerebralvalley.ai/u/wanderszzs) - **GitHub:** https://github.com/zzhang82/mongogov/tree/main - **Demo video:** https://www.youtube.com/watch?v=n0-Jay3TdHg - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/37 ### 41. ArchMind ArchMind is an AI-powered codebase exploration and engineering knowledge platform that helps developers understand both how a system works and why it was… - **Team:** [Mohammed Sufiyaan Moinuddin Shaikh](https://cerebralvalley.ai/u/sufi_techion_001), [Kshitij Karia](https://cerebralvalley.ai/u/kshitijkaria), [Parth Tyagi](https://cerebralvalley.ai/u/parth_45) - **GitHub:** https://github.com/parthtyagi9/archmind - **Demo video:** https://youtu.be/jOV3BEwP04k - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/38 ### 42. Rocket Academy - First Contact Rocket Academy: FIRST CONTACT How do we prepare robots for places they cannot easily reach? FIRST CONTACT is a planetary robotics prototype that turns… - **Team:** [Think Out Loud Labs](https://cerebralvalley.ai/u/k2jac9) - **GitHub:** https://github.com/k2jac9/rocket-academy-first-contact - **Demo video:** https://youtu.be/errpKF8x1NE?si=ceyiX3SVkvnZi9Cl - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/40 ### 43. ScopeEnvelope ScopeEnvelope is an AI agent gateway and orchestration framework designed to govern agent execution, enforce strict file-write boundaries, track token… - **Team:** [MHD Fadi Habboubati](https://cerebralvalley.ai/u/FadiHabboubati), [Rami Radaideh](https://cerebralvalley.ai/u/rradaideh), [brendan aucoin](https://cerebralvalley.ai/u/baucoin) - **GitHub:** https://github.com/baucoin3/ScopeEnvelope/ - **Demo video:** https://drive.google.com/drive/folders/1DrAodHXRA4IX4mFT3DaEQAR0V5suH_uC?usp=sharing - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/41 ### 44. JISM Mirror is a privacy-first AI interview coach built for the MongoDB Hackathon (Problem Statement Two: Memory You Can Govern). Traditional AI speech coaches… - **Team:** [Jaime Achircano](https://cerebralvalley.ai/u/JaimeA) - **GitHub:** https://github.com/jaimehernan95/mirror-interview-coach - **Demo video:** https://youtu.be/NrqFfauU8NM - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/42 ### 45. RacedayInsurance Raceday Cover Agent makes sure every racehorse is insured before it leaves the stable. Buying raceday cover is a manual chore today, so owners miss it, and if… - **Team:** [Jeshan Chhabra](https://cerebralvalley.ai/u/ShowStopper), [Yigit Unallar](https://cerebralvalley.ai/u/yunallar), [Krish Shah](https://cerebralvalley.ai/u/krishpbshah) - **GitHub:** https://github.com/yigitunallar/raceday-cover-agent - **Demo video:** https://drive.google.com/file/d/1OUfOnqmnVKnO5qbpTlHtY_pGqzhYS9Vh/view?usp=drivesdk - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/43 ### 46. Sundown Sundown is an offboarding agent that only marks access revoked when an independent probe proves the employee’s token is dead. It survives silent failures… - **Team:** [Nitya Patel](https://cerebralvalley.ai/u/NityaP), [Shagufta Shaikh](https://cerebralvalley.ai/u/Shagufta) - **GitHub:** https://github.com/Mildnmoderate/Sundown - **Demo video:** https://drive.google.com/file/d/1SUqWkV9HtRWYDi837WpJyQOPrgQ92jFg/view - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/44 ### 47. Greenlight Greenlight is a governed AI agent for marketing compliance, built to solve the challenge of making AI agents auditable, controllable, and safe for enterprise… - **Team:** [Amelyn Wang](https://cerebralvalley.ai/u/amss330) - **GitHub:** https://github.com/tusharraju7/mongodb-hackathon - **Demo video:** https://youtu.be/lTUDdkW5b6Y - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/45 ### 48. Stash Stash: agent memory across sessions, laptops, models and teammates. When an agent’s session ends, everything it learned is lost: what it tried, what worked… - **Team:** [Haris Sujethan](https://cerebralvalley.ai/u/Haris0X) - **GitHub:** https://github.com/haris-sujethan/stash - **Demo video:** https://www.youtube.com/watch?v=wfu-4GwIIRA - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/46 ### 49. SafeSpace SafeSpace is shared spatial memory for blind and low-vision people, built on MongoDB Atlas. Wearing Mentra Live glasses, a person asks "Robin, where is the… - **Team:** [Aaditya Vaze](https://cerebralvalley.ai/u/thisisvaze), [Dhrumil Shukla](https://cerebralvalley.ai/u/dhrumilshukla258), [Urmi Joshi](https://cerebralvalley.ai/u/urmijoshi20) - **GitHub:** https://github.com/thisisvaze/mongodb-hack-project - **Demo video:** https://youtu.be/fa9XlmpznM4 - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/47 ### 50. Exactly Once Exactly Once: nothing counts without a receipt. AI agents that take real actions crash. LangGraph with MongoDB's checkpointer resumes after a crash by… - **Team:** [abhay kang](https://cerebralvalley.ai/u/abhaykang) - **GitHub:** https://github.com/Abhaykang29/exactly-one - **Demo video:** https://youtu.be/gyc_JFrwG70 - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/48 ### 51. GOTIA reversal Agent Reversal agent resolves disputed trip fees on MongoDB Atlas. It reads the complaint, walks the trip graph, recalls only the memories that actor is allowed to… - **Team:** [Abdullahi Osman](https://cerebralvalley.ai/u/abdalla92) - **GitHub:** https://github.com/abdalla92/reversal-agent - **Demo video:** https://youtu.be/zxELX_OrZM8 - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/49 ### 52. All Green When a service fails, the impact spreads quickly across the tools people use every day. OpsRelay is an internal AI incident response tool that helps teams act… - **Team:** [Faiz M](https://cerebralvalley.ai/u/faizm10), [Hamza Memon](https://cerebralvalley.ai/u/hmemon), [Mohamed Salih](https://cerebralvalley.ai/u/msalih04), [Taha Mohyuddin](https://cerebralvalley.ai/u/TMW) - **GitHub:** https://github.com/faizm10/agentic-mongodb - **Demo video:** https://github.com/faizm10/agentic-mongodb/tree/main/vid - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/50 ### 53. All Clear Phone call demo: https://youtube.com/shorts/lbGS0rggzK8?si=p0gZP5freCBqkANK All Clear is a recall agent with phone call feature that will not say "all clear"… - **Team:** [Subodh Thallada](https://cerebralvalley.ai/u/Subodh), [Caesar Zhou](https://cerebralvalley.ai/u/CzAA), [Ryan Qin](https://cerebralvalley.ai/u/Ryan-LC) - **GitHub:** https://github.com/subodh-thallada/all-clear - **Demo video:** https://youtu.be/cbkEuFtwZPs?si=hamY5ooRT12LFx1V - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/51 ### 54. Silicon-Valley Market Council — Intelligence With Boundaries Category: Agents You Can Audit Tech Stack: MongoDB Atlas, Node.js, React, Finnhub API, Docker Project… - **Team:** [Rahil Shah](https://cerebralvalley.ai/u/gilfoyle), [Megh Gandhi](https://cerebralvalley.ai/u/Meghss) - **GitHub:** https://github.com/ShahRahil/Market-Council - **Demo video:** https://www.youtube.com/watch?v=h2SDT5fwYTc - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/53 ### 55. Never Twice AI agents are great at starting work. They're bad at knowing whether it actually happened. Picture an agent paying out airline compensation. It sends a $700… - **Team:** [Mir Asim Ali](https://cerebralvalley.ai/u/mirasimali) - **GitHub:** https://github.com/mirasimali5005/Never-Twice - **Demo video:** https://www.youtube.com/watch?v=lTTCO3pDY4k - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/54 ### 56. Warrant AI Warrant is a checkpoint between an AI agent and the money. Built solo, and everything was written today. THE PROBLEM. AI agents follow the rules. The damage… - **Team:** [Abhi Sharma](https://cerebralvalley.ai/u/AbhiSharma) - **GitHub:** https://github.com/Abh1Sharma/hackathon_mdb - **Demo video:** https://www.loom.com/share/fa08435b39044fe4a37a942ecb43c4d2?t=22 - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/55 ### 57. Team Finishline FinishLine (Track 3: Finish the Job) is an autonomous release-closing agent built with MongoDB Atlas, Pydantic AI, LangSmith, FastAPI/SSE, and ElevenLabs… - **Team:** [Ali Daudjee](https://cerebralvalley.ai/u/AliDaudjee), [Hussain Abbas](https://cerebralvalley.ai/u/hussainweb) - **GitHub:** https://github.com/hussainweb/mongodb-hackathon - **Demo video:** https://youtu.be/8pYhv5L_qb4?si=b5FpYPfk3rRoy2_M - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/56 ### 58. RoadWatch Roadwatch is a web app for investigating public spending on road construction, built on the principle of evidence before conclusions. For any street in… - **Team:** [Mirshod Gaybullaev](https://cerebralvalley.ai/u/Misha01), [Deniz Makaraci](https://cerebralvalley.ai/u/DenizMakaraci) - **GitHub:** https://github.com/DenizMakaraci/DobraDoroga - **Demo video:** https://youtu.be/HJChNSuJ8Rc - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/57 ### 59. senior-bank-guard Scammers clone a grandson's voice or pretend to be the bank, and seniors send the money. In 2024, Canadians aged 60+ lost $137.9 million to fraud, and only… - **Team:** [Qun Li](https://cerebralvalley.ai/u/Mr_Bug) - **GitHub:** https://github.com/Eriq7/senior-bank-guard - **Demo video:** https://youtu.be/kvW_nNoj7Fg - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/58 ### 60. memorydock memorydock is one governed memory for all your AI agents. Claude Code, the Claude app or any MCP client signs in via WorkOS OAuth to our FastAPI/FastMCP… - **Team:** [Janahan Siva](https://cerebralvalley.ai/u/jsiva04), [Davies Umoh](https://cerebralvalley.ai/u/daviesumoh) - **GitHub:** https://github.com/daviesumoh/memorydock - **Demo video:** https://drive.google.com/file/d/12Jtsw3Yeyxtxji-icOrHlyVjvvQR4x-2/view?usp=sharing - **Project:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/59 [Next projects](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery.md?offset=60) --- Markdown version of https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt