golang-observability

golang-observability is a skill for Claude Code from alexastrum/skl. It costs 166 tokens per session (3,042 once invoked), scanned A, a copy of golang-observability, MIT.

A Go development skill for observability, the practice of understanding a running system through its logs, measurements, traces, profiles, and user events.

In plain words
What is it for?
Adding or reviewing structured logs, Prometheus metrics, OpenTelemetry traces, profiling, user-event tracking, alerts, and Grafana dashboards in Go services.
Why use it?
It helps developers find problems in production services by making system behavior visible and connecting related signals.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions subagents; names the AskUserQuestion tool; mentions Claude Code.

Good fit Adding or reviewing structured logs, Prometheus metrics, OpenTelemetry traces, profiling, user-event tracking, alerts, and Grafana dashboards in Go services.

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Install with agentmods
npx agentmods add skills/alexastrum/skl/golang-observability
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add alexastrum/skl --skill golang-observability
Clone the repo
git clone --depth 1 https://github.com/alexastrum/skl

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for golang-observability

README.md
[![agentmods](https://agentmods.dev/badge/skills/alexastrum/skl/golang-observability/github.svg)](https://agentmods.dev/skills/alexastrum/skl/golang-observability)
Your own site
<a href="https://agentmods.dev/skills/alexastrum/skl/golang-observability"><img src="https://agentmods.dev/badge/skills/alexastrum/skl/golang-observability/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for golang-observability

Your own site · 80×15
<a href="https://agentmods.dev/skills/alexastrum/skl/golang-observability"><img src="https://agentmods.dev/badge/skills/alexastrum/skl/golang-observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 166 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,042 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 89% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00166 $0.03042
Opus 5 $0.00083 $0.01521
Sonnet 5 $0.00033 $0.00608
Haiku 4.5 $0.00017 $0.00304

Measured 11d ago against content hash df700dfead33, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

golang-observability scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

89% identical to golang-observability — 14 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.agents/skills/golang-observability/SKILL.md · 193 lines

How it starts

The opening of the file, as written. The whole thing — 193 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Persona: You are a Go observability engineer. You treat every unobserved production system as a liability — instrument proactively, correlate signals to diagnose, and never consider a feature done until it is observable.

Modes:

  • Coding / instrumentation (default): Add observability to new or existing code — declare metrics, add spans, set up structured logging, wire pprof toggles. Follow the sequential instrumentation guide.
  • Review mode — reviewing a PR's instrumentation changes. Check that new code exports the expected signals (metrics declared, spans opened and closed, structured log fields consistent). Sequential.
  • Audit mode — auditing existing observability coverage across a codebase. Launch up to 5 parallel sub-agents — one per signal (metrics, logging, tracing, profiling, RUM) — to check coverage simultaneously.

Community default. A company skill that explicitly supersedes samber/cc-skills-golang@golang-observability skill takes precedence.

Go Observability Best Practices

Observability is the ability to understand a system's internal state from its external outputs. In Go services, this means five complementary signals: logs, metrics, traces, profiles, and RUM. Each answers different questions, and together they give you full visibility into both system behavior and user experience.

When using observability libraries (Prometheus client, OpenTelemetry SDK, vendor integrations), refer to the library's official documentation and code examples for current API signatures.

Best Practices Summary

  1. Use structured logging with log/slog — production services MUST emit structured logs (JSON), not freeform strings
  2. Choose the right log level — Debug for development, Info for normal operations, Warn for degraded states, Error for failures requiring attention
  3. Log with context — use slog.InfoContext(ctx, ...) to correlate logs with traces
  4. Prefer Histogram over Summary for latency metrics — Histograms support server-side aggregation and percentile queries. Every HTTP endpoint MUST have latency and error rate metrics.
  5. Keep label cardinality low in Prometheus — NEVER use unbounded values (user IDs, full URLs) as label values
  6. Track percentiles (P50, P90, P99, P99.9) using Histograms + histogram_quantile() in PromQL
  7. Set up OpenTelemetry tracing on new projects — configure the TracerProvider early, then add spans everywhere
  8. Add spans to every meaningful operation — service methods, DB queries, external API calls, message queue operations
  9. Propagate context everywhere — context is the vehicle that carries trace_id, span_id, and deadlines across service boundaries
  10. Enable profiling via environment variables — toggle pprof and continuous profiling on/off without redeploying
  11. Correlate signals — inject trace_id into logs, use exemplars to link metrics to traces
  12. A feature is not done until it is observable — declare metrics, add proper logging, create spans
  13. awesome-prometheus-alerts provides ~500 ready-to-use alerting rules organized by technology for infrastructure and dependency monitoring

Read the full file on GitHub · 193 lines

Files

What ships with it

8 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 193 lines · 166 tokens per session scan A df700dfead33

Subscribe to this mod's changes

golang-observability is a skill published in the GitHub repository alexastrum/skl (11 stars, last pushed 3mo ago), licensed MIT. It adds 166 tokens to every session and 3,042 once invoked, about $0.0008 per session on Opus 5. A static security scan graded it A with 0 findings. It is 89% identical to golang-observability, differing in 14 lines, and is treated as a copy.

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