Jev in production › Code and security review
Rust CLI that reviews a PR diff against the ten Five Lines of Code refactoring rules: tree-sitter counts the mechanical rules and Jev answers yes/no questions per changed method for the rest. Its second eval run scored 34 of 34 labelled judgments (author).
Use Jev to review a pull-request diff against the ten refactoring rules of Christian Clausen's Five Lines of Code (Manning). One binary, no runtime to install, for Windows, macOS and Linux. Ten languages are parsed exactly; any other is reviewed through Jev.
Jev is a model that returns a probability for a structured question instead of text. That fits code review well: each judgment becomes one atomic yes/no question ("does the condition of any if in this method have a side effect?"), the answers are combined in code, and the probability decides what gets raised and what is only "worth a look".
For the project's own README, linking back here: