We propose a low-level benchmark suite called QASMBench based on the OpenQASM quantum assembly language. It collects commonly seen quantum algorithms and routines from a variety of domains, including chemistry, simulation, linear algebra, searching, optimization, quantum arithmetic, machine learning, fault tolerance, cryptography, etc. from public sources.