novelty-assessment
Pass
Audited by Gen Agent Trust Hub on Feb 22, 2026
Risk Level: SAFECOMMAND_EXECUTIONEXTERNAL_DOWNLOADSPROMPT_INJECTION
Full Analysis
- COMMAND_EXECUTION (SAFE): The skill utilizes local Python scripts located in the
~/.claude/skills/directory to manage the novelty assessment workflow. These are internal skill components and do not represent arbitrary command execution. - EXTERNAL_DOWNLOADS (SAFE): The skill connects to Semantic Scholar and other academic APIs to retrieve research data. These are trusted external sources for scholarly information, and the downloads are limited to research metadata and abstracts.
- PROMPT_INJECTION (LOW): An indirect prompt injection surface exists because the skill processes untrusted data from external sources.
- Ingestion points: User-provided research ideas and retrieved paper abstracts from external APIs are interpolated into the prompt context.
- Boundary markers: No specific delimiters or safety instructions (e.g., 'treat the following as data only') are used in the prompt templates found in
references/assessment-prompts.md. - Capability inventory: The agent can execute specific Python scripts to perform searches and write report files.
- Sanitization: No input sanitization or output validation is present in the provided skill files.
Audit Metadata