memory-health-probe

QMD memory system telemetry — measure index health, BM25 retrieval quality, coverage maps, and trend analysis. Use when running QMD memory backend and need diagnostics on retrieval quality, index freshness, or collection coverage.

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Install skill "memory-health-probe" with this command: npx skills add nissan/memory-health-probe

Memory Health Probe

Telemetry for QMD memory systems. Measures index health, retrieval quality, and coverage to catch degradation before it affects agent performance.

Metrics Captured

  1. Index health — file count, chunk count, index size, staleness
  2. BM25 quality — hit rate + score distribution over canonical queries
  3. Gateway events — session-memory saves, QMD armed events
  4. Coverage map — which collections are hit for which query categories

Usage

python3 scripts/memory_probe.py              # Run probe, log to Langfuse
python3 scripts/memory_probe.py --dry-run    # Print results only
python3 scripts/memory_probe.py --trend      # Show trend over stored snapshots

Files

  • scripts/memory_probe.py — Probe script with Langfuse integration

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