# GeoScope

- **Event:** [The Agent Arena Hackathon](https://cerebralvalley.ai/e/vultr-the-agent-arena)
- **When:** Sep 26 at 9:00 AM – Sep 27 at 5:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Siddharth Bhat](https://cerebralvalley.ai/u/Sid42), [Anmol Sharma](https://cerebralvalley.ai/u/Anmols)
- **GitHub:** https://github.com/thesid42/Geoscope
- **Demo video:** https://www.youtube.com/watch?v=efQPpqtMsYc
- **Gallery:** https://cerebralvalley.ai/e/vultr-the-agent-arena/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/vultr-the-agent-arena/hackathon/gallery/11

GeoScope helps planners and community teams explore where a clinic, library, school or community centre could fit and whether it would improve access.
Users select a neighborhood and set building and open-space goals. An agent plans the analysis, generates Python, and tests layouts against supplied parcels, buildings and roads. Results show checked alternatives, existing nearby facilities, a 3D preview, and estimated walking access before and after the proposal.
Vultr Compute Instances host the FastAPI controller and a separate worker connected through a private VPC. All agent LLM calls use Vultr Serverless Inference. Generated code executes inside disposable gVisor containers with no outbound network, read-only inputs and resource limits. A fresh sandbox recomputes submitted designs before displaying results, with downloadable code, metrics and execution traces.
The demos cover San Francisco and East Harlem. SF candidate plots are simulated; geometric checks do not establish land ownership or construction approval.

## More from The Agent Arena Hackathon

- [Team JC](https://cerebralvalley.ai/e/vultr-the-agent-arena/hackathon/gallery/8)
- [Upgrade Chamber](https://cerebralvalley.ai/e/vultr-the-agent-arena/hackathon/gallery/9)
- [awesome](https://cerebralvalley.ai/e/vultr-the-agent-arena/hackathon/gallery/10)
- [Sim2Sale](https://cerebralvalley.ai/e/vultr-the-agent-arena/hackathon/gallery/12)
- [Fastr Team](https://cerebralvalley.ai/e/vultr-the-agent-arena/hackathon/gallery/13)
- [mini-avo](https://cerebralvalley.ai/e/vultr-the-agent-arena/hackathon/gallery/14)

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Markdown version of https://cerebralvalley.ai/e/vultr-the-agent-arena/hackathon/gallery/11. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt