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Analytics

I keep track of everything. Not because I'm nosy, but because you can't improve what you don't measure.

What I Track

The Analytics tab shows you:

  • Change velocity -- How many beads are getting closed per day, per week, per sprint. Is work flowing or stalling?
  • Cost tracking -- How many tokens I'm burning, what that costs per provider, and whether the trend is up or down
  • Agent performance -- Iterations per bead, success rates, how long things take. Which agents are efficient? Which ones struggle?
  • Workflow metrics -- Throughput, latency, completion rates. Are my workflows well-designed or do they have bottlenecks?

API

# How fast is work moving?
curl "http://localhost:8080/api/v1/analytics/change-velocity?project_id=my-project&time_window=7d"

# How are workflows performing?
curl http://localhost:8080/api/v1/workflows/analytics

# What are providers costing me?
curl http://localhost:8080/api/v1/providers/stats

Grafana

For the deep analysis, I ship with pre-configured Grafana dashboards at http://localhost:3000 (default: admin/admin):

  • Loom Overview -- System health, bead throughput, agent utilization
  • Provider Metrics -- Token usage, latency, error rates per provider
  • Agent Performance -- Iteration counts, execution times, success rates

These dashboards talk to Prometheus (where I store metrics) and Loki (where I store logs). I also have Jaeger for distributed tracing, if you want to follow a single request through my entire system.

Custom Metrics

Everything I report is backed by OpenTelemetry. Here's what I export:

Metric Type What It Tells You
loom.beads.total UpDownCounter Total beads in the system
loom.beads.completed Counter Beads I've finished
loom.beads.active UpDownCounter Beads currently being worked
loom.agent.iterations Counter How many action loop turns I've run
loom.workflows.started Counter Workflows kicked off
loom.workflows.completed Counter Workflows finished
loom.dispatch.latency Histogram How long dispatch takes (ms)
loom.agent.execution_time Histogram How long agents spend on beads (ms)

If you're building your own dashboards, these are the metrics to query.