frontend-design
Fail
Audited by Gen Agent Trust Hub on Feb 16, 2026
Risk Level: HIGHCOMMAND_EXECUTIONEXTERNAL_DOWNLOADSPROMPT_INJECTION
Full Analysis
- [INDIRECT_PROMPT_INJECTION] (HIGH): The core workflow in
SKILL.mdandreferences/design-extraction-overview.mdrequires processing user-provided screenshots and videos using multimodal models to extract design guidelines. This untrusted data directly influences the generation of implementation code. A malicious image containing hidden instructions (e.g., in metadata or visual patterns) could cause the agent to generate insecure code or deviate from safety protocols. - Ingestion points:
SKILL.md(screenshot/image inputs),references/design-extraction-overview.md(screenshots, videos, competitor designs). - Boundary markers: Absent. The instructions do not specify delimiters or warnings to ignore embedded content within the analyzed media.
- Capability inventory: Writing implementation code (HTML/CSS/JS), executing shell scripts (
scripts/gemini_batch_process.py), and writing documentation files. - Sanitization: Absent. No validation or filtering of the extracted design guidelines is mentioned before implementation.
- [COMMAND_EXECUTION] (HIGH): Multiple reference files (e.g.,
references/ai-multimodal-overview.md,references/technical-workflows.md) describe the execution of shell commands usingpython scripts/gemini_batch_process.py. These commands interpolate variables like--prompt "[design-driven prompt]"and--output docs/assets/[name]. If these variables are influenced by user input or extracted metadata without strict sanitization, it could lead to arbitrary command execution on the host environment (e.g., via$(whoami)or; rm -rf /). - [EXTERNAL_DOWNLOADS] (MEDIUM): The skill relies on unprovided external scripts (
scripts/gemini_batch_process.py,scripts/media_optimizer.py) and mentions external dependencies likeanime.js. The absence of these scripts for review makes the actual behavior of the shell executions unverifiable and potentially dangerous.
Recommendations
- AI detected serious security threats
Audit Metadata