Several outlets have published lists of top software composition analysis services and application security testing tools for 2026. The lists vary in length and focus, with some highlighting specific types of tools, such as open-source code security tools or mobile application security testing tools. The exact ranking and composition of the top services and tools are unclear, as different outlets have published different lists.