backing-claims
Pass
Audited by Gen Agent Trust Hub on Jul 12, 2026
Risk Level: SAFE
Full Analysis
- [SAFE]: The skill implements a robust workflow for academic integrity. It includes a Python validator (
scripts/check_provenance.py) that strictly checks for documentation requirements in BibTeX files rather than performing dangerous operations. - [COMMAND_EXECUTION]: The skill utilizes a CLI tool called
scholar(and its aliasscholarcli). Analysis of the commands shows they are scoped to literature searching, metadata retrieval, and local file management (BibTeX and PDF caching). The use ofscholar search,scholar rq, andscholar verifyare standard for the intended purpose of the skill. - [EXTERNAL_DOWNLOADS]: The skill describes downloading academic papers and metadata from reputable sources such as Semantic Scholar, OpenAlex, arXiv, and Crossref. These are well-known academic services. The
scholar pdf opencommand downloads files to a local cache, which is a standard feature for research agents. - [DATA_EXFILTRATION]: No patterns of data exfiltration were detected. The network operations are limited to academic database queries and paper downloads. The skill explicitly warns against citing from memory and requires recording the search path (
FOUND-VIA), which improves transparency.
Audit Metadata