Causal Extractor uses Large Language Models grounded in a rigorous causal epistemology to extract testable cause-and-effect hypotheses from text, PDFs, and YouTube videos, and to recursively map the causal structure behind any phenomenon. A research tool for causal inference, root-cause analysis, and scientific discovery.