llm-debugger

Pass

Audited by Gen Agent Trust Hub on Sep 14, 2026

Risk Level: SAFEINDIRECT_PROMPT_INJECTION
Full Analysis
  • [INDIRECT_PROMPT_INJECTION]: The skill workflow for diagnosing failures and verifying fixes involves processing untrusted LLM outputs, which can lead to indirect prompt injection vulnerabilities.
  • Ingestion points: The debug_llm_output and diagnose_failure functions in SKILL.md take prompt and output as arguments, which represent untrusted external data.
  • Boundary markers: The prompt templates generated by suggest_prompt_fix lack specific delimiters or "ignore embedded instructions" warnings to isolate potentially malicious data.
  • Capability inventory: The debug_llm_output function in SKILL.md invokes the llm() tool to test generated fixes, allowing injected data to influence subsequent agent actions.
  • Sanitization: There is no evidence of sanitization or filtering of the output or prompt data before it is interpolated into new instructions or test cases.
Audit Metadata
Risk Level
SAFE
Analyzed
Sep 14, 2026, 06:14 PM