academic-pipeline

Pass

Audited by Gen Agent Trust Hub on Jun 13, 2026

Risk Level: SAFE
Full Analysis
  • [SAFE]: The skill provides a structured 10-stage workflow for research and manuscript preparation, prioritizing user confirmation at every stage.
  • [SAFE]: Includes a dedicated integrity_verification_agent that performs 100% verification of references and data claims using automated searches to prevent the inclusion of fabricated content or AI hallucinations.
  • [SAFE]: Implements mandatory checkpoints for integrity and review boundaries, ensuring that papers cannot proceed to publication without passing rigorous verification gates.
  • [SAFE]: Uses industry-standard tools like pandoc and tectonic for document conversion and PDF compilation. These commands are executed on agent-managed content within the intended scope of academic formatting.
  • [SAFE]: The skill demonstrates best practices by enforcing structured data handoffs between stages (using defined schemas) and maintaining a comprehensive state audit trail via the state_tracker_agent.
  • [SAFE]: No evidence of prompt injection, obfuscation, or unauthorized access to sensitive file paths was found across the 13 files analyzed.
Audit Metadata
Risk Level
SAFE
Analyzed
Jun 13, 2026, 11:31 AM
Security Audit — agent-trust-hub — academic-pipeline