 ChillsDB is a new database containing videos that have been identified as being capable of eliciting the emotions of goosebumps or psychogenic shivers in a large sample of people from the United States. The database was created by searching through YouTube and Reddit posts for mentions of the emotion and then testing the most popular videos on a larger group of people. The results were validated using a gold standard of 10 videos with a success rate of 0.9. The database contains videos of different types, including music, films, and speeches, and all tools and data are available on Github for researchers to use and build upon. This article was authored by Felix Schuller, Appinand and Jain, Adam Harhorowitz, and others.