“observability”

Add structured JSON logging, observability commands, and idempotent setup scripts to a project.

Implement comprehensive observability for LLM applications including tracing (Langfuse/Helicone), cost tracking, token optimization, RAG evaluation metrics…

Site reliability specialist for Prometheus metrics, distributed tracing, alerting strategies, and SLO designUse when "observability, monitoring, prometheus…

Configure, implement, review, and test structured Serilog observability for ASP.NET Core and .NET services.

LLM observability platform for tracing, evaluation, and monitoring.

Use this when fulfilling claude-mem observer jobs on Grok Bot: reply only skip_summary or one full observation XML, never prose.

Observability via loctl (promtool, grafanactl, logs).

New Relic MCP server for observing AI coding assistants (Claude Code, Cursor, Copilot, etc.)

Use this skill when choosing or configuring NeMo Relay 0.6 or 0.7 observability through the built-in plugin, subscribers, or exporters, including raw ATOF…

Sets up CloudWatch observability for the first time - Omni (CloudWatch Application Observability) and classic CloudWatch.

Observability with OpenTelemetry, metrics, and logging.

Takes a Node.js or TypeScript service to production-grade observability with autotel, in an existing codebase or a new one, and keeps it there.

Observability for ALVS Fargate Django+Astro: CloudWatch Logs groups, awslogs driver, ALB health, minimal metrics/alarms.

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

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

Observability for incident agents — query Loki (LogQL), Prometheus (PromQL), Elasticsearch.

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

Use for debugging DSPy programs, inspect_history, tracing LLM calls, custom callbacks, observability, monitoring, and cost tracking.

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.

Triage a degraded or suspect service end to end: read SLO status and burn rate, check active alerting rules and ML anomalies, measure throughput, latency, and…

Improve Plano tracing and debugging workflows.

Deploy, review or scaffold a production-grade HA observability stack on any Kubernetes cluster (Prometheus with Thanos, Loki, Tempo, OpenTelemetry collectors…