A proactive commute-planning agent for Lucknow. It simulates future departure windows, fuses traffic, weather, festival, and event risk into a deterministic score, and uses MongoDB MCP as agent memory over commute history. Built for the Google Cloud Rapid Agent Hackathon, MongoDB Partner Track.
- Google ADK
- Gemini
- MongoDB Atlas
- MongoDB MCP
- FastAPI
- TomTom API
- 121 tests passing
- Deterministic 0-100 risk score
- MCP tools: find, aggregate, list-collections