exploring-llm-clusters

Pass

Audited by Gen Agent Trust Hub on Oct 23, 2026

Risk Level: SAFEINDIRECT_PROMPT_INJECTION
Full Analysis
  • [INDIRECT_PROMPT_INJECTION]: The skill processes AI-generated cluster titles and descriptions that are stored within the PostHog events database. These strings are ingested via the $ai_clusters property in SKILL.md and are used for analysis and display. While this represents a potential attack surface for indirect prompt injection from processed LLM traffic, the skill is designed for human-in-the-loop investigation and primarily uses the data for summarization and visualization.
  • Ingestion points: Analyzes AI-generated metadata from $ai_trace_clusters, $ai_generation_clusters, and $ai_evaluation_clusters events.
  • Boundary markers: Not explicitly defined for property values, though SQL query results are handled through structured tools.
  • Capability inventory: SQL execution (posthog:execute-sql), trace inspection (posthog:query-llm-trace), and local result processing via scripts/print_clusters.py.
  • Sanitization: The print_clusters.py script performs standard JSON parsing and string truncation for display purposes.
  • [SAFE]: All identified tools, domains (posthog.com), and resources originate from the verified vendor. The included Python script scripts/print_clusters.py is a utility for parsing local result files and contains no network or dangerous system calls.
Audit Metadata
Risk Level
SAFE
Analyzed
Oct 23, 2026, 11:17 AM