memory-audit

Auditing neural memory quality involves analyzing the NeuralMemory brain state to identify gaps and actionable improvements across six health dimensions. The Memory Audit skill processes nmem_stats and nmem_health to surface issues in projects relying on accurate recall.

Neural memory health is the structural quality of an agent's accumulated knowledge, which degrades as agents gather data. A structured evaluation assesses memory across purity, freshness, coverage, clarity, relevance, and structure to identify obsolete or conflicting information.

Finding conflicting or obsolete memories requires leveraging nmem_conflicts and nmem_context to analyze the NeuralMemory brain state. This systematic health assessment surfaces prioritized findings with concrete memories and actionable recommendations for remediation.

Yes, you can run a memory audit without any external dependencies. The Memory Audit skill operates independently on the active brain, generating baseline metrics and a prioritized findings report to evaluate ongoing brain-health assessments.

The best way to assess agent brain health is through a systematic evaluation of memory quality dimensions. By leveraging nmem_stats and nmem_health, the process produces a formal report with prioritized findings and concrete recommendations to improve reasoning accuracy.

Limitations of memory audits involve relying solely on nmem_stats, nmem_health, nmem_context, and nmem_conflicts to identify issues. While it provides prioritized findings, remediation of obsolete or conflicting information requires separate downstream actions to fully restore brain health.