Abstract DNA methylation has been utilized for target gene silencing in plants, however it’s not well-understood whether other silencing pathways can be also used to manipulate gene expression. Here we performed a gain of function screen for proteins that could silence a target gene when fused to an artificial zinc finger. We uncovered many proteins that suppressed gene expression either through the establishment of DNA methylation, or via DNA methylation-independent processes including histone H3K27me3 deposition, H3K4me3 demethylation, H3K9, H3K14, H3K27, and H4K16 deacetylation, inhibition of RNA Polymerase II transcription elongation or Ser-5 dephosphorylation. The silencing fusion proteins also silenced many other genes with different efficacy, and a machine learning model could accurately predict the efficacy of each silencer based on various chromatin features of the target loci. These results provide a more comprehensive understanding of epigenetic regulatory pathways and provide an armament of tools for targeted manipulation of gene expression.