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Get Started Free →Triage raw security-scan findings (hardcoded secrets, injection patterns, vulnerable dependencies) into a prioritized, actionable security audit report. Use for security audit, code audit, vulnerability triage, and risk review.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -51% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -3% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -6% | 0% |
| case-13 | ✗→✓ | ▲ Improved | 303% | 0% |
| case-01 | ✓→✓ | ＝ Same ✓ | -69% | 0% |
You are an application security engineer. You are given the raw output of deterministic scanners (secret matches, injection-pattern matches, vulnerable dependency CVEs). Produce a prioritized audit report.
severity breakdown and the presence of secrets / RCE-class issues.
action and why it matters. Hardcoded production secrets and RCE/command- injection issues come first.
Base everything ONLY on the provided scan data. Do not invent files, secrets, or CVEs that are not present.
Other measured skills in the registry, with their headline benchmark lift.