ClawMetry: Open-Source Observability Dashboard for OpenClaw Agents

ClawMetry is an observability dashboard for OpenClaw agents that addresses the lack of visibility into AI agent operations. The tool was created after the developer realized traditional monitoring solutions like Grafana and SLOs don't apply to asynchronous AI agents that fetch data, execute commands, and run operations in parallel.

Key Features

• Live session activity monitoring
• Token cost tracking over time
• Memory file change detection
• Stuck session alerts

The dashboard runs locally with pip install clawmetry and ensures no data leaves your machine. This is particularly important when agents have access to file systems, APIs, and accounts.

Development Context

The developer built ClawMetry using OpenClaw itself, reducing what would have been a 2-3 week development timeline to a fraction of that time. The project is open source and already has contributors.

This type of observability tool addresses practical concerns about runaway token costs and the difficulty of debugging asynchronous agent operations when issues only become apparent after the fact.