D

data-collection

IntentGraph is an open-source AI-powered privacy intelligence system that detects cookies, trackers, and hidden data-sharing behavior across the web, then maps their origin, intent, and relationships in real time. Instead of simply blocking tracking, it translates complex network activity into clear, explainable insights so users can understand what data is being collected, why it is happening, and how it flows between services. https://roxanneardary.com/intentgraph/

LicenseTrace is a semantic software provenance and compilation system that evaluates whether software already exists before any code is written. It enforces origin-first development by tracing external repositories, resolving attribution, detecting duplication at both ecosystem and module level, and compiling only the minimal necessary implementation when reuse is not possible. https://roxanneardary.com/licensetrace/

SignalTruth is an open-source, AGPL 3.0+ commercial real estate intelligence system that transforms fragmented public records into a structured, confidence-scored property graph. It integrates ownership history, market data, legal frameworks, and data completeness analysis into a unified, event-driven intelligence layer. Built for transparency and auditability, SignalTruth provides traceable, source-backed insights into real estate assets, their ownership structures, and regulatory context. https://roxanneardary.com/signaltruth

AI-powered data collection toolkit that finds, structures, stores, and exports information from item lists.

[2023-2024] Community-powered PM2.5 pollution monitoring network. Hacks €12 IKEA sensors into GPS detectors with real-time mapping. Mobile data collection across neighborhoods, offline sync capability, and community workshops making environmental monitoring accessible.