Common Observability Standards

SkillMonitoring & ops

Enforce structured JSON logging, OpenTelemetry distributed tracing, and RED metrics across backend services. Use when adding request correlation, setting up tracing spans, defining SLO burn-rate alerts, or instrumenting middleware.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Common Observability Standards skill

What this skill tells your AI

The instructions your AI receives, as published by hoangnguyen0403/agent-skills-standard in skills/common/common-observability/SKILL.md and read by ahel’s review.

Priority: P1 (HIGH)

Logging & Tracing

  • JSON Logs: Always emit JSON structured logs. Never plain-text in prod.
  • Correlation: Extract X-Request-Id or traceparent. Attach to async context.
  • Tracing: Use OpenTelemetry. Propagate W3C traceparent.
  • Spans: Name spans like <HTTP_METHOD> <route> (GET /users/:id).

See implementation examples for structured logger setup with Pino.

Metrics

  • Required: Request rate, Error rate, Latency histogram (p50/p95/p99), Saturation.
  • SLOs: Alert on SLO burn rates, not raw threshold spikes.

Instrumentation Workflow

  1. Define the operation and route-normalized span name before adding code.
  2. Propagate request/trace context across every async or service boundary.
  3. Log one structured event with correlation fields; redact secrets and request bodies.
  4. Add RED metrics with route-safe labels, then define an SLO and burn-rate alert.
  5. Exercise a success and failure path; confirm spans close and IDs join logs to traces.

Anti-Patterns

  • Console.log: not use in prod; use structured logger (pino, zap).
  • PII in Logs: Never log tokens, passwords, or full request bodies.
  • Dynamic Span Names: GET /users/123 causes cardinality explosion. Use GET /users/:id.
  • Missing Cleanup: Always end tracing spans.

References

Signals

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Last commit
Sep 2026
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skill
Gateway key
common-observability
Source
github.com/hoangnguyen0403/agent-skills-standard