Smart city dashboard for analyzing and visualizing municipal complaints across departments with insights, alerts, and decision support.

Interactive dashboard to explore municipal energy usage and GHG emissions (2015–2017 dataset). Built with React, Chart.js, and TailwindCSS for clean, responsive data visualization.

Unofficial San Antonio municipal finance datasets reconstructed from City PDFs.

A Model Context Protocol (MCP) server providing seamless access to eThekwini municipality's comprehensive GIS datasets through standardized APIs, enabling spatial data integration for AI agents and applications.

Data science layer for an AI-assisted municipal planning decision-support prototype (CAN-SIMPLAN).

GIS data validation and asset preparation pipeline built on City of Guelph Open Data using ArcPy