Great question! There are a lot of tools available for this and it's very dependent your needs and technology/language used. Here are a couple questions I think are helpful to ask before looking for tools.
1.) Do you need something to give feedback on the dev's local PC (inside their IDE) or based on the CI build process?
2.) Do you need to see historical results and trend reports?