academic-paper-reviewer
Pass
Audited by Gen Agent Trust Hub on May 13, 2026
Risk Level: SAFE
Full Analysis
- [SAFE]: A thorough audit of the 24 skill files reveals no malicious behavior, obfuscation, or unauthorized access attempts. The skill is entirely focused on its primary purpose of academic review simulation.
- [COMMAND_EXECUTION]: The skill provides no mechanisms for arbitrary command execution. It contains an explicit 'Iron Rule' (Read-Only Constraint) which prevents agent actors from modifying any user-supplied manuscript files, ensuring integrity of the input data.
- [PROMPT_INJECTION]: The skill architecture is inherently resilient against indirect prompt injection. By utilizing five independent reviewers and an editorial synthesizer, the system ensures that instructions embedded within an academic paper cannot easily subvert the entire review team. The synthesizer is strictly instructed to only use evidence-based findings from Phase 1 reports.
- [DATA_EXFILTRATION]: No unauthorized network activity or credential harvesting was found. While the skill documentation mentions cross-model verification (ARS_CROSS_MODEL), these features are explicitly described as part of an ensembling and calibration methodology intended to improve review accuracy, which is legitimate for this type of advanced AI agent.
Audit Metadata