A suite of open-source tools and guidelines to ensure ethical practices in AI-powered digital ethnography. It prioritizes data privacy, informed consent, and transparency in data collection and analysis, providing researchers with resources to mitigate potential biases and social harms. Features differential privacy and federated learning modules.