ai-agents

# endpoint-security → cli-tool → forensic-reconstruction → ai-agents

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GitHub - perplexityai/numbat: Visibility into AI agent activity on endpoints, with on-device detection, optional pre-action blocking, and forensic reconstruction.

Numbat monitors AI agent actions on endpoints using local hooks, OTLP/HTTP logs and on-disk artifacts. It applies CEL-based detection and optional pre-action blocking, outputs versioned NDJSON records for events, findings and enforcement decisions, and offers forensic reconstruction and investigation tools.

Last saved Jul 30, 2026 · 5 min read

ai-agents endpoint-security + detection forensic-reconstruction cli-tool