“observability”

Implement structured error handling, logging, metrics, and observability.

Design observability strategies: SLI/SLO frameworks, alerting, and dashboards.

Design or review provider-neutral observability for governed AI and software workflows using correlated traces, metrics, logs, evaluations, cost/error…

Monitors and audits state contract transitions, orchestration observability, score analytics, and cross-service consistency enforcement.

Open ArchiPy OpenTelemetry guidance (traces, metrics, logs)

Identify missing logging, metrics, tracing, and alerting for production services.

Improve Plano tracing and debugging workflows.

Provides data-retrieval best practices, tool selection guidance, and performant SQL query syntax for BigQuery telemetry across INFORMATION_SCHEMA, Cloud…

Read-only roster and observation of an agent's parent, siblings, and direct children.

Define logging, metrics, tracing, and alerting for a feature so production health can be monitored from day one.

Logging and observability best practices — structured logging, log levels, correlation IDs, metrics, tracing, and alerting.

Beginner-friendly reverse-engineering workflow for Ebpf Runtime Observability.

Structured logging, distributed tracing, and metrics collection patterns for building observable systems.

Set up metrics, logs, and traces for a service.

Plan, implement or review system observability and operations, including logs, metrics, traces, SLIs/SLOs, alerts, dashboards, incidents, runbooks, capacity…

Sweep a codebase for critical paths that run blind — no log, metric, or trace at any layer — and surface each as a finding.

Use for anything related to EAS Observe — adding `expo-observe` to an Expo project (AppMetricsRoot/ObserveRoot HOC, markInteractive, the useObserve hook, the…

Use this skill when logging, metrics, tracing, alerting, or SLO design needs an evidence-bounded review before implementation; triggers include observability…

Add or adjust monitoring for a Hypeman feature using repository standards for logs, traces, and metrics.

Add logging, metrics, and monitoring dashboards

Effect 4 logging, tracing and metrics, and their export.

Specialist subagent: OpenTelemetry, Prometheus, Grafana, distributed tracing, SLO design, and alerting specialist.

Observability patterns for Python applications.

Audit and present host, network-uplink, and service availability from existing system evidence before adding monitoring.