# Mongo Match

- **Event:** [The Persistent Context Sprint Hackathon | Live at MongoDB .Local Build Fest](https://cerebralvalley.ai/e/persistent-context-sprint-hackathon)
- **When:** Thu, Aug 13 at 12:30 – 8:00 PM (PDT)
- **Where:** Pier 48, San Francisco, CA
- **Team:** [Simon Chen](https://cerebralvalley.ai/u/simonchen)
- **GitHub:** https://github.com/Shangmin-Chen/mongomatch
- **Demo video:** https://youtu.be/CPDdUu_gEU4
- **Gallery:** https://cerebralvalley.ai/e/persistent-context-sprint-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/persistent-context-sprint-hackathon/hackathon/gallery/44

MongoMatch is a live conference matchmaking graph powered entirely by MongoDB Atlas that eliminates the AI "cold start" problem. By combining Atlas Vector Search, $graphLookup multi-hop traversal, and compound persistent memory in a single document model, it connects builders with the exact peers in the room who can unblock them in real time.

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Markdown version of https://cerebralvalley.ai/e/persistent-context-sprint-hackathon/hackathon/gallery/44. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt