ln-627-observability-auditor

Observability auditing checks structured logging, health endpoints, metrics instrumentation, and trace propagation to identify gaps. This Skill scans your codebase within CI/CD pipelines, flagging missing log levels, unstructured logs, absent health checks, and incomplete tracing setup, then scores compliance and recommends fixes.

Validate structured logging format, appropriate log levels, health check endpoints, basic metrics instrumentation, and request tracing propagation. These patterns ensure your system is monitorable; this Skill automates checking all five, reporting severity and effort for each gap found.

Yes. This Skill integrates into CI/CD pipelines using your tech stack and framework context to run observability checks automatically. It generates findings with severity levels, locations in code, remediation effort, and recommendations without manual inspection.

Structured logging validation checks that logs follow consistent, parseable formats and use appropriate severity levels (debug, info, warn, error). This Skill identifies unstructured or misleveled logs automatically, flagging them with recommendations to standardize.

Health checks signal service readiness through dedicated endpoints; metrics measure system behavior over time (requests, latency, errors). Both are essential—health checks enable fast failure detection, metrics enable trend analysis. This Skill ensures both are present and instrumented correctly.

Yes. This Skill includes pattern checks for OpenTelemetry trace propagation and Zap structured logging. It validates your implementation against these frameworks within your codebase context and reports compliance gaps with actionable recommendations.