novelty-assessment
Pass
Audited by Gen Agent Trust Hub on Apr 21, 2026
Risk Level: SAFE
Full Analysis
- [COMMAND_EXECUTION]: The skill invokes local Python scripts (
novelty_check.py,search_semantic_scholar.py) located in the~/.claude/skills/directory. These scripts are used for processing research ideas and querying academic APIs, which aligns with the skill's stated purpose. - [EXTERNAL_DOWNLOADS]: The skill performs network operations to retrieve data from well-known scholarly services including Semantic Scholar, arXiv, and OpenAlex. These are trusted sources for academic research data.
- [PROMPT_INJECTION]: The skill utilizes persona-based prompting (e.g., 'Harsh Critic') and structured protocols for multi-round assessment. These instructions are task-specific and do not attempt to bypass safety filters, extract system prompts, or override agent constraints.
- [CREDENTIALS_UNSAFE]: No hardcoded API keys, tokens, or credentials were found. The skill references external APIs but does not expose sensitive authentication data.
- [DATA_EXFILTRATION]: There is no evidence of data exfiltration. The search queries generated are based on the research idea and are sent only to legitimate scholarly databases.
Audit Metadata