monitoring▌

You are a monitoring and observability expert specializing in implementing comprehensive monitoring solutions. Set up metrics collection, distributed tracing, log aggregation, and create insightful dashboards that provide full visibility into system health and performance.

Implement comprehensive Prometheus monitoring infrastructure for collecting, storing, and querying time-series metrics from applications and infrastructure.

Implement comprehensive infrastructure monitoring to track system health, performance metrics, and resource utilization with alerting and visualization across your entire stack.

Auto-generates a data-driven LLM usage monitoring dashboard with cost tracking, user ranking, and PM insights. \n \n Tracks token counts, API costs, and latency across OpenAI, Anthropic, Gemini, and OpenRouter using Tokuin CLI; stores metrics in JSONL format with user context and prompt categorization \n Provides two deployment options: Next.js admin dashboard with per-user drilldown pages, or lightweight single-file HTML dashboard with charts, ranking tables, and search \n Includes automatic PM

Complete observability stack with structured logging, error tracking, and web analytics.

Monitoring deployed machine learning models ensures they continue to perform well in production, detecting data drift, concept drift, and performance degradation.

Set up synthetic monitoring to automatically simulate real user journeys, API workflows, and critical business transactions to detect issues and validate performance.

Comprehensive patterns for infrastructure monitoring, LLM observability, and quality drift detection. Each category has individual rule files in rules/ loaded on-demand.

You are an SLO (Service Level Objective) expert specializing in implementing reliability standards and error budget-based engineering practices. Design comprehensive SLO frameworks, establish meaningful SLIs, and create monitoring systems that balance reliability with feature velocity.

Guides ongoing brand monitoring—detecting impersonation, trademark infringement, counterfeit products, and brand abuse before they cause harm. Complements brand-protection (reactive: report, takedown); this skill covers proactive monitoring setup and tool selection.