Monitor applications with logging, metrics, tracing, and alerting.
Observability is one of 70 specialized agent skills built into the Multos AI platform. When you describe a task related to operations, this skill activates automatically — bringing domain-specific knowledge about observability, monitoring, logging, apm directly into your development workflow.
Generates observability stacks: structured logging (Pino/Winston), distributed tracing (OpenTelemetry), metrics (Prometheus/Datadog), alerting rules, and dashboard configurations. Handles correlation IDs across services, log aggregation, and SLO-based alerting.
// OpenTelemetry auto-instrumentation
const sdk = new NodeSDK({
resource: new Resource({ 'service.name': 'api-server' }),
traceExporter: new OTLPTraceExporter({ url: COLLECTOR_URL }),
instrumentations: [getNodeAutoInstrumentations()]
});
sdk.start();
// Structured logging with trace correlation
logger.info('Order created', {
orderId: order.id, userId: user.id,
traceId: trace.getActiveSpan()?.spanContext().traceId
});A team debugging production issues across 6 services set up OpenTelemetry tracing, structured JSON logging with correlation IDs, and Grafana dashboards with SLO-based alerts — reducing mean time to resolution from 45 minutes to 8 minutes.
The Observability skill is a specialized AI capability within Multos AI that monitor applications with logging, metrics, tracing, and alerting. It activates automatically when your prompt relates to operations tasks, providing expert-level guidance and production-ready code.
No. Multos AI uses intent detection to activate the Observability skill automatically when your request involves observability. There's no setup, no plugins to install, and no configuration files to manage.
All 33 models on Multos AI can leverage the Observability skill. For complex operations tasks, we recommend models with larger context windows like Claude Opus 4.6 (1M tokens) or Gemini 3.1 Pro (1M tokens). For quick iterations, faster models like GPT-5.4 Mini or Claude Haiku 4.5 work well.
Yes. You can connect your GitHub, GitLab, or Bitbucket repository to Multos AI and the Observability skill will work with your existing codebase. It understands your project structure, dependencies, and coding patterns to provide contextual assistance.
Yes, all 70 agent skills including Observability are available on every plan. Free users get access to lite-tier models, while paid plans unlock more powerful models for complex operations tasks.
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