code-llm-papers-guide

Pass

Audited by Gen Agent Trust Hub on Apr 2, 2026

Risk Level: SAFE
Full Analysis
  • [SAFE]: The skill is purely informational and educational. It focuses on mapping the research landscape of Code LLMs.
  • [EXTERNAL_DOWNLOADS]: The skill includes a Python script that utilizes the arxiv library to fetch paper metadata from the official ArXiv repository. This is a well-known academic service and its use here is consistent with the skill's primary purpose of academic research.
  • [PROMPT_INJECTION]: No instructional overrides, jailbreak attempts, or commands aimed at bypassing safety filters were detected in the prompt text or metadata.
  • [DATA_EXFILTRATION]: No patterns associated with credential harvesting, sensitive file access, or unauthorized data transmission were found.
  • [COMMAND_EXECUTION]: The skill does not contain shell commands, subprocess calls, or mechanisms for arbitrary code execution.
  • [INDIRECT_PROMPT_INJECTION]: While the skill processes external data (arXiv search results), it lacks any high-privilege capabilities (such as file system write access or system command execution) that could be exploited by malicious content within paper titles or abstracts.
Audit Metadata
Risk Level
SAFE
Analyzed
Apr 2, 2026, 03:02 PM