scholar-sidekick-python

Pass

Audited by Gen Agent Trust Hub on Oct 12, 2026

Risk Level: SAFEEXTERNAL_DOWNLOADSINDIRECT_PROMPT_INJECTION
Full Analysis
  • [EXTERNAL_DOWNLOADS]: The skill requires the installation of the scholar-sidekick Python package from PyPI. This is the official client library for the service described in the skill documentation.\n- [INDIRECT_PROMPT_INJECTION]: The skill processes untrusted citation data, creating a potential surface for indirect prompt injection attacks.\n
  • Ingestion points: Untrusted citation metadata (titles, authors) and raw reference strings are ingested via the verify(), audit(), audit_bibliography(), and format() methods in SKILL.md.\n
  • Boundary markers: The documentation does not show the use of explicit delimiters or specific instructions to the agent to ignore instructions embedded within citation data.\n
  • Capability inventory: The skill is capable of performing network operations by making requests to the scholar-sidekick.com REST API.\n
  • Sanitization: There is no evidence in the provided scripts or documentation of input validation or sanitization for the citation data handled by the client.
Audit Metadata
Risk Level
SAFE
Analyzed
Oct 12, 2026, 01:16 AM