idea-generation

Pass

Audited by Gen Agent Trust Hub on Feb 22, 2026

Risk Level: SAFE
Full Analysis
  • [Data Exposure & Exfiltration] (SAFE): The script scripts/novelty_check.py performs network requests to api.semanticscholar.org. Although this domain is not on the standard whitelist, it is a reputable academic service required for the skill's primary function. No sensitive local files or credentials are accessed or transmitted.\n- [Prompt Injection] (SAFE): The skill processes untrusted research descriptions and code as part of its ideation workflow.\n
  • Ingestion points: Research context is interpolated into prompts in references/ideation-prompts.md and passed to scripts/novelty_check.py via command-line arguments.\n
  • Boundary markers: The prompts use XML-style tags (e.g., <experiment.py>) and triple-quote delimiters to isolate untrusted content.\n
  • Capability inventory: The skill is limited to performing academic literature searches and does not have access to sensitive system commands or broader network capabilities.\n
  • Sanitization: No explicit sanitization is performed on input text, but the limited capability surface makes this a low-risk configuration.\n- [Command Execution] (SAFE): SKILL.md defines a command to execute an internal Python script using a static path. The script itself uses only the Python standard library and does not perform dynamic code execution (e.g., eval or exec).
Audit Metadata
Risk Level
SAFE
Analyzed
Feb 22, 2026, 05:00 AM