Data, indicators, maps, and methods
Open urban research infrastructure with documented provenance, validation, geographic coverage, and reuse pathways.
Explore UrbanProbe →Open resource registry
Artifacts people can inspect and reuse.
Find and share urban datasets, maps, indicators, software, models, benchmarks, and reproducible research workflows.
Connected infrastructure
Different homes, shared standards.
The Collective supports discovery and discussion. UrbanProbe and XUrbanAI provide focused technical homes for open urban infrastructure and experimental urban intelligence.
Models, agents, benchmarks, and demos
Experimental urban intelligence paired with evaluation, limitations, usage constraints, and reproducible artifacts.
Explore XUrbanAI →Share responsibly
Every resource needs context.
DatasetGeography, time, resolution, variables, license, provenance, processing, and known quality limitations.
Tool or methodUrban problem, intended users, inputs, outputs, installation, example, validation, and maintenance status.
Model or agentIntended task, training data, evaluation, failure modes, geographic limits, usage constraints, and citation.
BenchmarkResearch question, data splits, metrics, baselines, submission rules, and geographic generalization.