Monitoring

Metrics

Built-in metrics collection:

• Memory operations count
• Search latency
• Hook execution time
• Backup status

Dashboard

Real-time dashboard available at /dashboard (when HTTP transport enabled).

Logging

Structured logging with Python logging module:

import logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger("mcp-ariel-memory")