Zolt SecurityAI code review
Zolt vs CodeRabbit · AI code review

CodeRabbit reviews the diff. Zolt attacks it.

CodeRabbit is a second pair of eyes on code quality. Zolt is an adversarial reviewer: it models your application, walks every change from input to impact, renders an exploitability verdict, and posts the patch. When the finding matters, “looks good to me” isn’t the bar.

Zolt
An adversary with your app model: assumes the code is attackable and tries to prove it before anyone else does.
CodeRabbit
A helpful teammate: summaries, nits and suggestions on the diff.
Head to head

The whole argument, row by row.

Capability
CodeRabbit
Zolt
The reviewer’s posture
Helpful — nits, summaries, inline suggestions
Adversarial — hunts the paths an attacker would walk
What it sees
The diff, with repo context on request
The change against a full model of the app — routes, trust boundaries, flows
Security findings
Generic comments when something looks off
A verdict — exploitable or not, with the source-to-sink path
False positives
Comment noise you learn to skim past
No path, no comment — proof ships with every finding
The fix
Suggestions you accept inline
A patch posted with the finding, ready to commit
Merge gating
Not the point
Policy gates block what’s provably reachable
From review to pentest
Stops at the comment
Confirmed findings chain into an agent-run pentest with a researcher on the report
Pricing shape
Per seat, for reviews
$30 a seat for reviews — pentests by the credit when you want the real thing
Where CodeRabbit stops

Three things it structurally can’t do for you.

◇ Reviews against your app, not the diff
Zolt holds a working model of your application. That’s what turns a comment into a verdict.
◇ Proof before comment
Findings arrive with the traced path that makes them real. Your reviewers stop triaging noise and start merging.
◇ Findings that become pentests
What the reviewer proves, the pentest attacks. One continuous adversarial record, from PR to report.
Questions

Asked before you ask them.

Can we run both?
You can — they barely overlap. CodeRabbit tidies the code; Zolt clears it for attack. Most teams find one reviewer that understands exploitation is worth more than two that don’t.
Does Zolt do summaries and nitpicks too?
It stays in its lane: security. The comment you get is the finding, the path and the patch. Your linter already has opinions about semicolons.
What happens to findings nobody fixes?
They don’t quietly rot in a dashboard. Unresolved exploitable findings surface in the next pentest’s report — with a researcher’s name on the confirmation.
How is this not just another AI reviewer?
The model. Zolt reviews against a working model of your application, not a diff and a prompt. That’s what makes an exploitability verdict possible.
Keep comparingZolt vs SonarQubeZolt vs SnykZolt vs GitHub Copilot

A review that ends at “nice catch” was never the gate. Zolt’s verdict is.

Point Zolt at your next pull request.

Connect a repo and the first PR gets reviewed — path, verdict, patch. Public repositories are free forever.