google-scholar-scraper
Pass
Audited by Gen Agent Trust Hub on Apr 18, 2026
Risk Level: SAFEEXTERNAL_DOWNLOADSCOMMAND_EXECUTION
Full Analysis
- [SAFE]: The skill serves as a guide for ethical data collection, providing structured Python snippets and best practices for researchers.
- [COMMAND_EXECUTION]: The provided code snippets demonstrate how to perform network requests to Google Scholar and write the resulting data to local storage in CSV and JSON formats. These operations are restricted to the primary purpose of the skill and are documented with rate-limiting precautions.
- [EXTERNAL_DOWNLOADS]: The skill recommends using the
scholarlyandpandasPython libraries. Both are well-established packages in the academic and data science communities for web scraping and data manipulation. - [PROMPT_INJECTION]: No patterns of instruction override, safety filter bypass, or role-play injection were detected. The content is consistently instructional and emphasizes compliance with terms of service.
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