Argus - Every security scanner + an AI reviewer, one report

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Argus connects your Git repos and runs unified security scans with gitleaks, semgrep, trivy, and syft. AI reviewer verifies every finding, kills false positives, and adds the logic/authorization/business-flow bugs that pattern tools miss. You get one ranked, de-duplicated, source-tagged report instead of four noisy tool outputs. Self-hostable, multi-server agents, per-repo customization.

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Hey Product Hunt 👋 We launched Argus. Argus started from a boring frustration: to actually check a repo, you end up running gitleaks, semgrep, trivy, and syft - four tools, four config files, four output formats. Point them at a real project, and you don't get an answer; you get four walls of noise. But the noise wasn't even the real problem. The first time I ran all four on a deliberately vulnerable benchmark repo (nodejs-goof), I got 200+ dependency CVEs and 600+ SBOM entries - and the bug that would actually get you owned, a prototype-pollution-to-RCE and a server-side template injection, was sitting in there with the same visual weight as a low-severity transitive dep nobody will ever reach. Detection was never the issue. Triage was. And the worst class of bug - a missing authorization check, an IDOR, a broken business rule - no regex emits at all. So Argus adds a reviewer. It runs every scanner and an AI-powered analyst that verifies each finding, throws out the false positives, and adds the auth/logic bugs the pattern tools can't see. Four walls of output in, one ranked, de-duplicated, source-tagged report out - worst-first, with the reasoning attached. Still fully self-hostable. Your Git tokens stay encrypted end-to-end, and every scan runs over a disposable, read-only copy of your repo - nothing writes back, nothing phones home. Built for teams whose code legally can't leave their own infrastructure. The part I find funny: the highest-CVSS finding is rarely the one that gets you breached. It's usually a five-line diff with no CVE, no score, and no scanner rule - "you forgot to check who owns this record." That's the gap the AI is actually for. Would love to hear how you run security today - one tool, five tools, a SaaS that emails you a 300-page PDF nobody opens, or given up entirely? (No judgment on the last one.) Happy to dig into the architecture, how the AI triage + ranking works, or how we keep your code from ever leaving your box. Fire away!