Identifies security defects, unsafe patterns, dependency vulnerabilities and secret exposure.
Analyses code and dependencies for security issues, combining pattern detection with reasoning about how a defect might be exploited in context.
Continuous scanning in the pipeline, dependency monitoring, and triage of static analysis output that is otherwise too noisy to act on.
As a substitute for security review of a design. It finds defects in implementations, not flaws in architecture.
Findings must be tracked to remediation with severity assessed in context. Untriaged findings accumulate until the whole output is ignored.
False positive volume training developers to dismiss the tool, so the genuine finding arrives in a stream nobody reads.
Flagging a query built by string concatenation in a code path taking user-supplied filter input, with the exploitability explained rather than a bare pattern match.
Two different absences share this shape. Foundational solutions get built whatever the domain, so no domain links them; the rest are solutions this domain genuinely does not reach for. v_ai_solutions_unlinked separates the two.