ManoWhisper is an end-to-end research pipeline for collecting, transcribing, and analyzing hateful and misogynistic podcast content, built to support peer-reviewed and policy-facing research on gender-based extremism. This paper argues the tool reframes harmful media as a site of feminist methodological inquiry, with implications for understanding how such content spreads across platforms and into AI training data