CodeTF is a one-stop library for working with Code Language Models built on transformer architectures. It provides a model zoo of pre-trained code LLMs, an inference pipeline for running code generation and understanding tasks, fine-tuning capabilities to adapt models to specific code domains, and evaluation support on standard benchmarks like HumanEval. The library also includes utilities for source code manipulation including multi-language AST parsers and code attribute extraction.