nsfc-proposal

Pass

Audited by Gen Agent Trust Hub on Sep 15, 2026

Risk Level: SAFEREMOTE_CODE_EXECUTIONEXTERNAL_DOWNLOADSINDIRECT_PROMPT_INJECTION
Full Analysis
  • [REMOTE_CODE_EXECUTION]: The installation instructions in SKILL.md advise users to download a shell script from the author's GitHub repository and pipe it directly into a bash shell (curl -fsSL ... | bash). This is a common but high-risk delivery method for executable content.
  • [EXTERNAL_DOWNLOADS]: The skill requires the installation of a dependency, the qinyan-paper-search skill, to perform its literature search functions. It fetches resources from the author's GitHub repository (LeonChaoX/qinyan-academic-skills) and interacts with external academic databases.
  • [INDIRECT_PROMPT_INJECTION]: The skill is designed to ingest and process untrusted user-provided data, including research topics, scientific problems, and literature content.
  • Ingestion points: User-supplied values for keywords, research problems, and existing research foundations in SKILL.md (Phase 1).
  • Boundary markers: The instructions lack explicit delimiters or instructions for the agent to ignore potential malicious prompts embedded in the processed research data.
  • Capability inventory: The agent can perform literature searches and generate markdown content based on the input.
  • Sanitization: There is no evidence of sanitization or validation of the input data before it is interpolated into writing tasks.
Audit Metadata
Risk Level
SAFE
Analyzed
Sep 15, 2026, 02:42 PM