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.md file 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 into bash. 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.py and scripts/generate_schematic.py utilize subprocess.run() to invoke system-level tools such as pandoc, 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 the prompt argument in scripts/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.run for PDF generation) and make network requests (via requests to 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
Risk Level
HIGH
Analyzed
Sep 25, 2026, 02:34 PM