There are various tools and libraries available for tokenization in NLP. Some popular choices include NLTK (Natural Language Toolkit), SpaCy, Stanford CoreNLP, Transformers, and Gensim. Each library provides different tokenization methods and functionalities, allowing developers to choose the most suitable option based on the specific requirements and project constraints.