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A useful code review comment names the line, the input that breaks it, what happens, and the fix. The comments below are real: IonWarp's Code Review posted them on open-source pull requests in our benchmark.
On 50 pull requests it found 75 of the 158 known issues, and 88 of its comments matched none.[1] A comment that matches no known issue is not proof it is wrong, but it is the kind a reader learns to skip.
Sentry #93824, flusher.py line 254. Matched a known issue. It names the process type that makes the new isinstance check always false, what follows (a hung process keeps running beside its replacement), and the fix. Qodo, Greptile, Bugbot and CodeRabbit did not post it.[2]
Cal.com #14943, scheduleSMSReminders.ts line 184. Matched a known issue. It says when it breaks (two cron runs overlap), what happens (an increment is lost and the same SMS is scheduled twice) and the fix: increment in the database. Bugbot, Greptile and Qodo did not post it.[3]
Sentry #93824. Matched no known issue. It applies only when two settings are changed from their defaults, as the comment itself notes, and it changes no decision, only the number of queries.[2]
The file, the line, and the input or event that breaks it: two cron runs that overlap, a process started with the spawn context.
What a user or an operator sees: a lost count, a duplicate SMS, a hung process that is never killed.
One change the author can make: increment the counter in the database, check the process's real base type.
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It names the line, the input that breaks it, what happens, and a concrete fix. A reviewer can check it in a minute, and the author can act on it without asking a question.
One the author has to read in full to learn that nothing breaks, such as a cost that only appears with non-default settings.
Start it with "Nit:", and submit the review as Comment rather than Request changes. IonWarp labels each finding P0, P1 or P2; a P2 is real but can wait, and the review comment lists it as a nitpick.
No. DeepSeek V4.1 Flash posted each one on a benchmark pull request, and Claude Opus 4.5 graded it against that pull request's known issues.