novelty-matrix

Warn

Audited by Gen Agent Trust Hub on Sep 14, 2026

Risk Level: MEDIUMDYNAMIC_EXECUTIONINDIRECT_PROMPT_INJECTION
Full Analysis
  • [DYNAMIC_EXECUTION]: The script dynamically resolves the repository root at runtime to facilitate the import of shared library modules.\n
  • Evidence: In scripts/run.py, the code traverses parent directories to locate an AGENTS.md file and adds the resulting path to the system path using sys.path.insert(0, str(repo_root)). This enables the dynamic loading of modules from a computed file path.\n- [INDIRECT_PROMPT_INJECTION]: The skill processes untrusted input data from external files, creating a surface where malicious instructions could be embedded and subsequently processed by an agent.\n
  • Ingestion points: The script reads from output/CLAIMS.md and output/PAPER.md within the provided workspace directory.\n
  • Boundary markers: While the script uses parsing functions like parse_item_blocks and extract_related_works to structure the data, it does not implement explicit delimiters or warnings to prevent an LLM from following instructions potentially hidden in the paper text.\n
  • Capability inventory: The skill is capable of performing file read and write operations on the local filesystem.\n
  • Sanitization: The script extracts and transforms text into structured artifacts (TSV/Markdown) but does not apply sanitization or escaping intended to neutralize prompt injection for downstream agent tasks.
Audit Metadata
Risk Level
MEDIUM
Analyzed
Sep 14, 2026, 02:55 PM