Missing AI output validation
LLM outputs are non-deterministic and can contain unexpected formats, hallucinated data, or injected content. Using model output directly without schema validation or sanitization can corrupt databases, crash parsers, or inject malicious content downstream.
HOW VIBECHECK DETECTS THIS
vibecheck clones your repository and runs Gitleaks, Semgrep, njsscan, and a suite of custom checks targeting patterns common in AI-generated code. This check is part of the AI / LLM Apps category. When a matching pattern is found, Claude triages the finding and produces a plain-English explanation and a concrete fix — no security expertise required.
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