High-quality defect repositories are vital in defect detection, localization, and repair. However, existing repositories collected from open-source projects are either small-scale or inadequately labeled and packed. This paper systematically summarizes the programming APIs of system resources (i.e., file, socket, and thread) in Java. It demonstrates the exceptions that may cause resource leaks in the chained and nested streaming operations. A semi-automatic toolchain is built to improve the efficiency of defect extraction, including automatic building for large legacy Java projects. Accordingly, 1,094 resource leaks were collected from 321 open-source projects on GitHub. This repository, named JLeaks, was built by reviewing approximately 3,185 commits from hundreds of projects and round-by-round filtering and cross-validation. JLeaks is currently the largest resource leak repository, and each defect in JLeaks is well-labeled and packed, including causes, locations, patches, source files, and compiled bytecode files for 254 defects. We have conducted a detailed analysis of JLeaks for defect distribution, root causes, and fix approaches. We compare JLeaks with two well-known resource leak repositories, and the results show that JLeaks is more informative and complete, with high availability, uniqueness, and consistency. Additionally, we show the usability of JLeaks in two application scenarios. Future studies can leverage our repository to encourage better design and implementation of defect-related algorithms and tools.