This is a curated directory of open-source tools for annotating and labeling datasets across multiple modalities including text, images, audio, video, and time series. It is maintained by the ZenML team as part of their effort to promote data-centric AI practices. The list includes tools for Named Entity Recognition, autonomous labeling agents, multi-domain annotation platforms, and various other data preparation utilities used throughout the ML lifecycle.