generating-novel-ideas

Pass

Audited by Gen Agent Trust Hub on Mar 4, 2026

Risk Level: SAFECOMMAND_EXECUTIONPROMPT_INJECTION
Full Analysis
  • [COMMAND_EXECUTION]: The skill includes a local utility script, scripts/diversity_audit.py, which is used to analyze idea sets for duplication. The script uses standard Python libraries (re, difflib, pathlib) and does not perform network calls or request elevated system permissions. \n- [PROMPT_INJECTION]: The skill workflow involves ingesting and processing untrusted user input to build opportunity models and audit raw idea pools, creating a surface for indirect prompt injection. \n
  • Ingestion points: User goals and audience descriptions in SKILL.md (Step 1) and raw idea sets in scripts/diversity_audit.py. \n
  • Boundary markers: There are no explicit delimiters or instructions to ignore embedded commands within the data ingestion workflow. \n
  • Capability inventory: The agent is instructed to execute a Python script to process user-provided content. \n
  • Sanitization: No input validation or sanitization is performed on external data before processing. \n- [PROMPT_INJECTION]: The skill contains deceptive metadata, claiming 'OpenAI' as the author in the SKILL.md frontmatter, while the context identifies the actual author as 'tristanmanchester'. This discrepancy could lead to a misjudgment of the skill's origin. \n- [SAFE]: No hardcoded credentials, unauthorized remote downloads, or persistence mechanisms were detected. The skill's logic is consistent with its stated purpose of idea generation.
Audit Metadata
Risk Level
SAFE
Analyzed
Mar 4, 2026, 04:54 AM