D

data-collection

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.