ljg-paper-river

Pass

Audited by Gen Agent Trust Hub on May 12, 2026

Risk Level: SAFE
Full Analysis
  • [EXTERNAL_DOWNLOADS]: The skill retrieves academic content from public sources like ArXiv and general web searches to perform its research functions. This is consistent with its stated purpose of tracing paper lineages.
  • [DATA_EXFILTRATION]: No exfiltration patterns were found. The skill writes research notes to a local directory (~/Documents/notes/) for the user's benefit, without sending sensitive information to external servers.
  • [PROMPT_INJECTION]: The instructions are task-oriented and do not contain any attempts to bypass safety filters, extract system prompts, or override the agent's core instructions.
  • [COMMAND_EXECUTION]: Uses system commands for generating formatted timestamps and managing file names for note organization, which are benign operations in the context of file management.
  • [INDIRECT_PROMPT_INJECTION]: The skill processes untrusted external data (PDFs and web pages) and has the capability to write files to the local system. While this presents a standard attack surface for indirect prompt injection, the specific instructions to extract structured academic data (authors, critiques, dates) minimize the likelihood of executing malicious instructions embedded in research papers.
Audit Metadata
Risk Level
SAFE
Analyzed
May 12, 2026, 07:12 PM