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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.
Impeccable provides a suite of 18 AI commands that teach design best practices and steer code generation with shared vocabularies. It includes a detection engine, CLI tool, and Chrome extension to spot and fix design anti-patterns like low contrast, nested cards, and gradient text across live sites or codebases.