literature-review
Fail
Audited by Gen Agent Trust Hub on Sep 25, 2026
Risk Level: HIGHREMOTE_CODE_EXECUTIONEXTERNAL_DOWNLOADSCOMMAND_EXECUTIONINDIRECT_PROMPT_INJECTION
Full Analysis
- [REMOTE_CODE_EXECUTION]: The
SKILL.mdfile contains a command to download and execute a shell script from an external, non-whitelisted domain (https://parallel.ai/install.sh) by piping it directly intobash. This pattern is a significant security risk as it executes remote code with the current user's privileges without verification or integrity checks. - [EXTERNAL_DOWNLOADS]: The skill depends on external tools and scripts from
parallel.ai, which is not a recognized trusted organization or well-known service according to the security framework. This introduces a supply chain risk. - [COMMAND_EXECUTION]: The Python scripts
scripts/generate_pdf.pyandscripts/generate_schematic.pyutilizesubprocess.run()to invoke system-level tools such aspandoc,xelatex, and other Python scripts. While functional, these calls execute shell commands that could be exploited if malicious inputs were to reach them. - [INDIRECT_PROMPT_INJECTION]: The skill is susceptible to indirect prompt injection because it ingests and processes untrusted data from external literature databases and user-supplied diagram descriptions.
- Ingestion points: Data enters the system via
combined_results.json(aggregated search results) and thepromptargument inscripts/generate_schematic_ai.py. - Boundary markers: Absent; the instructions passed to the LLM for schematic generation do not include delimiters or specific instructions to disregard potentially malicious commands embedded in the research abstracts or user descriptions.
- Capability inventory: The skill has the capability to execute shell commands (via
subprocess.runfor PDF generation) and make network requests (viarequeststo OpenRouter). - Sanitization: There is no evidence of filtering, escaping, or validation of external content before it is interpolated into LLM prompts in
scripts/generate_schematic_ai.py.
Recommendations
- HIGH: Downloads and executes remote code from: https://parallel.ai/install.sh - DO NOT USE without thorough review
- AI detected serious security threats
Audit Metadata