A catalog of validated AI evaluation benchmark descriptions, generated as an LLM-assisted, human-reviewed summary of the capabilities, attributes, and risks of the AI benchmarks. Each card provides structured metadata about benchmark purpose, methodology, data sources, risks, and limitations.