Code Quality
Source code needs to be judged, but people can be highly opinionated and stubborn. That is why it’s better to lean on code quality tools like Sonar, PMD, CPD, dupl, etc.
Code Duplication
Scans should check for blocks of code that appear to be highly similar to each other, like they were copied and pasted. These blocks can usually be combined into a function or module with arguments. Reducing duplication means the code is simpler, and less likely to hold bugs. Also if code is duplicated, a bug may be fixed in one place but not the other. In java, the CPD tool is available to check for this. In golang there is dupl.
cyclomatic complexity
This is a metric that evaluates if your code is too complicated or not. If it gets too high, you should consider splitting up or re-factoring your code to be simpler.
test coverage
Probably the most important metric to review is code test coverage. It measures what percent of code lines are reached by a unit test. A suggested minimum is 80%.
Syntax, formatting
Code should be “linted” or “vetted” during the CICD pipeline, before it is compiled or built.
Code smells
Sonar can detect “code smells” which is a generic term for something in the code that is not necessarily a problem, but is usually not a good idea.