ml-paper-writing
Pass
Audited by Gen Agent Trust Hub on Sep 15, 2026
Risk Level: SAFEINDIRECT_PROMPT_INJECTIONEXTERNAL_DOWNLOADSCOMMAND_EXECUTION
Full Analysis
- [INDIRECT_PROMPT_INJECTION]: The skill is instructed to explore research repositories and read files such as READMEs and existing documentation (Ingestion points:
SKILL.mdidentifiesREADME.mdand codebase exploration). These files are untrusted external data that may contain malicious instructions. The skill lacks explicit boundary markers or instructions to ignore embedded commands when processing these files. Given that the skill has capabilities for network requests (via Pythonrequests) and filesystem operations, this creates a potential surface for indirect injection. - [EXTERNAL_DOWNLOADS]: The skill includes a build configuration in
templates/neurips2025/Makefilethat downloads LaTeX style files from the official NeurIPS conference domain (media.neurips.cc). This is an expected and legitimate operation involving a well-known research service. - [COMMAND_EXECUTION]: To support its workflow, the skill employs standard shell commands including
find,grep, andpdflatexfor repository exploration and document compilation. These actions are triggered by user-facing instructions and are appropriate for the skill's stated purpose.
Audit Metadata