From commit to
hardened code

Webhooks from Git providers, CI runners, and container registries fire on every meaningful event — push, PR open, merge, image push.

Parallel SAST, SCA, and secret scanning run in isolated sandboxes. Incremental analysis limits scope to changed files and their dependency cone.

LLM agents evaluate exploitability, blast radius, and business context. Findings are deduplicated, ranked, and mapped to CWE/OWASP categories.

Autonomous agents generate patch diffs, run your test suite, and open PRs with full rationale. One-click approve or send back for refinement.