scholar-evaluation

Pass

Audited by Gen Agent Trust Hub on Jun 14, 2026

Risk Level: SAFEPROMPT_INJECTIONCOMMAND_EXECUTIONEXTERNAL_DOWNLOADS
Full Analysis
  • [PROMPT_INJECTION]: The skill is susceptible to indirect prompt injection because it evaluates untrusted academic content which can influence subsequent agent actions, such as scoring and diagram generation. A malicious paper could include instructions to bias the evaluation or exploit the image generation loop.
  • Ingestion points: Research papers and proposals processed in SKILL.md.
  • Boundary markers: No delimiters or 'ignore' instructions are used when processing external documents.
  • Capability inventory: Execution of Python scripts via subprocess.run and API requests to OpenRouter for image generation.
  • Sanitization: No input filtering or validation is implemented for the analyzed content.
  • [COMMAND_EXECUTION]: The skill executes local Python scripts using subprocess.run to automate the evaluation workflow. Although implemented safely without a shell, this provides an execution surface for data-driven arguments.
  • [EXTERNAL_DOWNLOADS]: The skill communicates with openrouter.ai to perform AI-assisted schematic generation and review. This is documented as a well-known service and used for its primary purpose.
Audit Metadata
Risk Level
SAFE
Analyzed
Jun 14, 2026, 09:23 AM
Security Audit — agent-trust-hub — scholar-evaluation