trending-ad-hook-spotter

Warn

Audited by Gen Agent Trust Hub on Oct 2, 2026

Risk Level: MEDIUMCOMMAND_EXECUTIONPERSISTENCEINDIRECT_PROMPT_INJECTION
Full Analysis
  • [COMMAND_EXECUTION]: The skill instructions directly interpolate user-provided inputs such as industry keywords, competitor names, and URLs into shell commands executed via python3. This creates a vulnerability where malicious inputs could result in arbitrary command execution on the host system.
  • [PERSISTENCE]: The documentation provides a crontab template for scheduling recurring execution. While serving a functional purpose for trend monitoring, this establishes a persistence mechanism that could be abused if the skill's scripts are compromised.
  • [INDIRECT_PROMPT_INJECTION]: The skill ingests large volumes of untrusted data from platforms like Twitter, Reddit, and LinkedIn, creating an attack surface for indirect prompt injection.
  • Ingestion points: Data is fetched from external social platforms using various scraper scripts (e.g., scrape_twitter.py, scrape_reddit.py, scrape_linkedin_posts.py, scrape_hn.py).
  • Boundary markers: The instructions do not include delimiters or specific guidance to ignore instructions that might be embedded in the scraped content.
  • Capability inventory: The skill possesses the ability to write files to the local system (Phase 4 output) and execute subprocesses via the command line (Phase 1).
  • Sanitization: There are no documented procedures for sanitizing or filtering external data before it is processed by the AI for trend analysis and hook generation.
Audit Metadata
Risk Level
MEDIUM
Analyzed
Oct 2, 2026, 07:12 PM