The goal of this project is to develop a street navigation agent capable of understanding user queries about nearby services and retrieving relevant results based on constraints such as distance, category, and preferences. The system will combine location data with available contextual information like reviews, availability, and references to improve response quality. The aim is to enable accurate, efficient, and context-aware access to local service information. (e.g.  “Are there any vegetarian restaurants within 1km from XXX ?”)