MetaCLBench is an end-to-end Meta-CL benchmark framework for edge devices.It evaluates six representative Meta-CL approaches using both image and audio datasets.The study reveals computational and memory costs associated with Meta-CL methods on edge devices.Practical guidelines are provided for implementing Meta-CL on resource-constrained environments.