Tool
GitHub - Jake-Schoellkopf/aicu: Black-box security scanner for LLM applications — prompt injection, safety bypass, credential leakage
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Single-source research — one report is available.
Why it matters
Defensive tooling like this helps teams probe deployed LLM apps for prompt injection and data-leakage weaknesses before attackers do.
aicu is an open-source black-box security scanner for LLM applications that tests for prompt injection, safety bypass, and credential leakage. It ships with 173 payloads across seven test suites and a full-scan CLI command.