literature-review

Fail

Audited by Gen Agent Trust Hub on Sep 15, 2026

Risk Level: HIGHREMOTE_CODE_EXECUTIONCOMMAND_EXECUTIONINDIRECT_PROMPT_INJECTION
Full Analysis
  • [REMOTE_CODE_EXECUTION]: The skill's documentation instructs users to install the parallel-cli tool using a highly insecure method: piping a remote script directly to the bash shell.
  • Evidence: SKILL.md contains the command curl -fsSL https://parallel.ai/install.sh | bash in the Required CLI Tools section. This executes unverified remote code with the privileges of the current user.
  • [COMMAND_EXECUTION]: Several scripts within the skill utilize the subprocess module to execute system-level commands, which increases the potential impact of other vulnerabilities.
  • Evidence: scripts/generate_pdf.py uses subprocess.run to invoke the pandoc and xelatex binaries.
  • Evidence: scripts/generate_schematic.py uses subprocess.run to execute a child Python process (generate_schematic_ai.py).
  • [INDIRECT_PROMPT_INJECTION]: The skill possesses a significant attack surface for indirect prompt injection because it processes untrusted external content (literature abstracts and full texts) while having shell execution capabilities.
  • Ingestion points: Untrusted data enters the agent context through parallel-cli search outputs, parallel-cli extract full-text results, and citation metadata retrieved from the CrossRef API in scripts/verify_citations.py.
  • Boundary markers: None identified. The instructions do not define clear delimiters or provide instructions to the agent to disregard embedded directives within the literature being reviewed.
  • Capability inventory: The skill is granted the Bash tool and contains scripts that execute shell commands using subprocess.run (e.g., scripts/generate_pdf.py).
  • Sanitization: None identified. Data aggregated by scripts/search_databases.py is not sanitized for malicious prompt patterns before being processed for thematic synthesis.
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 15, 2026, 10:54 AM
Security Audit — agent-trust-hub — literature-review