academic-humanizer
Pass
Audited by Gen Agent Trust Hub on Sep 5, 2026
Risk Level: SAFECOMMAND_EXECUTIONINDIRECT_PROMPT_INJECTION
Full Analysis
- [COMMAND_EXECUTION]: The skill executes a local Python utility,
scripts/check_invariants.py, to perform deterministic validation of academic content. This script uses standard Python libraries (re,json,argparse) and does not perform network operations, access sensitive system files, or install external dependencies. - [INDIRECT_PROMPT_INJECTION]: The skill processes user-provided academic prose, which constitutes an ingestion point for untrusted data.
- Ingestion points: Text passages, abstracts, and author writing samples provided by the user in the agent's context.
- Boundary markers: The skill uses a 'preservation ledger' and specific 'output contracts' to delimit and verify facts independently of stylistic changes.
- Capability inventory: The skill can execute the local
check_invariants.pyscript via a shell command and read/write thecase.jsonfile used for verification. - Sanitization: The Python script treats input as literal strings for regex-based token matching, and the instructions prioritize scholarly fidelity over style, reducing the likelihood of the agent following instructions embedded in the user's text.
Audit Metadata