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Anti-CRISPRs are widespread among phages, but it's been hard to screen for them. Jiawei Wang and colleagues at Monash University have developed an ensemble learning based predictor, PaCRISPR, to accurately identify anti-CRISPRs from protein datasets derived from genome and metagenome sequencing projects.