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Mastra Guardrails Expose Decision Audit Logs

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Mastra Guardrails Expose Decision Audit Logs
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// 40m agoPRODUCT UPDATE

Mastra Guardrails Expose Decision Audit Logs

Mastra’s ClassifierProcessor exposes an onDecision callback that lets developers write every guardrail outcome—including allowed, filtered, aborted, and failed classifications—to their own audit log. Each event can include answers or errors, duration, and relevant run identifiers.

// ANALYSIS

This is a practical observability upgrade that turns guardrails from opaque enforcement middleware into auditable policy checkpoints.

  • –Capturing allowed decisions matters as much as logging blocks when teams need complete compliance evidence.
  • –App-owned logging gives developers control over retention, schemas, alerting, and integration with existing security tooling.
  • –The callback complements, rather than replaces, Mastra’s violation callbacks, which focus mainly on aborted runs. [Guardrails docs](https://mastra.ai/docs/agents/guardrails)
  • –Audit trails still cannot correct classifier drift or false positives; teams should pair them with policy versioning, access controls, and tamper-resistant storage.
// TAGS
mastraguardrailsagentsafetyobservabilityframework

DISCOVERED

40m ago

2026-11-13

PUBLISHED

52m ago

2026-11-13

RELEVANCE

8/ 10

AUTHOR

mastra