The host agent writes each maintenance job once it ends, and each stretch a
host was away (a reboot, a crash, lost contact, the agent restarting), kept up
to date until it is back. Docker judges each snapshot: a unit on a new image,
or a container recreated, is a deploy; deaths past the Thresholds crash-loop
count are one crash-loop entry that later deaths extend; single restarts are
recorded but hidden. An anomaly has one entry whose type follows its review:
only those judged real are shown by default.
A source whose record changes keeps one entry for it (record_or_update).
Plugins register the records their entries point to, so an aged-out job or
downtime reads "Details no longer kept". The first fill runs once per source
(timeline.filled), the host agent's jobs and downtime included.
get_anomaly's "what else was going on" reads the timeline for the host or
resource instead of querying alerts, runs, maintenance, downtime and container
deaths itself; Docker's own source keeps only starts, stops and health
changes. A new kind, Observed, is for what Steward saw happen with no rule or
person behind it.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A redeploy's new process ticks at once, so its once-a-minute samples never
broke for 90 s and get_anomaly showed none of the day's restarts. The first
self-monitor tick in a process now records restart_gap_secs (time since the
last process's last sample), and steward_gaps shows each one as a restart.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Each source in an anomaly's `around` was cut to its oldest 40 with
nothing in the reply to say so; on a busy host the events nearest the
occurrence were the ones dropped. Each source now keeps the 40 nearest
the occurrence's start, and `around_left_out` counts the rest. Sources
return everything their bounded query read (Docker and the host agent
no longer cut at 40 and 20 themselves), so the count is honest.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
All 16 Traefik 4xx anomalies on 2026-10-15 came back with nothing
around them, though 15 were Steward's own restarts. A router has no
host, and every events source was read by host.
- Core: each break of more than 90 s in Steward's once-a-minute health
sample is a "steward" event beside every anomaly, placed or not.
- Plugins: an optional mcp_resource_events(db, source, resource, since,
until) for a resource with no host. Traefik's gives the container
events of the swarm service behind a router, on any host.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
get_anomaly gives each occurrence against what is usual at that hour, the
metric around the newest one with its normal, what else happened on the
resource's host around each occurrence (alert transitions, Ansible runs,
other anomalies there and a count elsewhere, plus plugins' own events
through a new mcp_events hook: the host agent's maintenance jobs and
downtime, Docker's container starts, deaths and OOM kills), and how earlier
anomalies on the same metric were judged.
get_metric_normal reads the learned slots and the level that would be
flagged. review_anomaly takes one id or several, all or nothing, with a
note. get_anomaly_settings and (admin) set_anomaly_settings read and change
the review window and each normal's floor, as Settings → Thresholds does.
metric_series.points takes an optional `until`; core.alerts gains
host_of_resource; floor_setting names its floor.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>