go-observability

go-observability is a skill for Claude Code from eduardo-sl/go-agent-skills. It costs 97 tokens per session (1,320 once invoked), scanned A, original, MIT.

Guidance for making Go services observable: recording structured logs, collecting measurements, tracing requests across services, and exposing health checks. Observability means having enough runtime information to understand what a service is doing.

In plain words
What is it for?
Use it when adding JSON-style logs with Go's slog package, OpenTelemetry tracing or metrics, Prometheus measurements, and service health endpoints.
Why use it?
It makes production problems easier to find because logs, metrics, and traces show errors, timings, request paths, and service health.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions Claude Code.

Part of the go-agent-skills plugin — 33 skills shipped together

Good fit Use it when adding JSON-style logs with Go's slog package, OpenTelemetry tracing or metrics, Prometheus measurements, and service health endpoints.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/eduardo-sl/go-agent-skills/go-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 eduardo-sl/go-agent-skills --skill go-observability
Clone the repo
git clone --depth 1 https://github.com/eduardo-sl/go-agent-skills

Made for: Claude Code.

Or install go-agent-skills, the plugin that ships this one along with the rest of its 33 skills.

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 go-observability

README.md
[![agentmods](https://agentmods.dev/badge/skills/eduardo-sl/go-agent-skills/go-observability/github.svg)](https://agentmods.dev/skills/eduardo-sl/go-agent-skills/go-observability)
Your own site
<a href="https://agentmods.dev/skills/eduardo-sl/go-agent-skills/go-observability"><img src="https://agentmods.dev/badge/skills/eduardo-sl/go-agent-skills/go-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 go-observability

Your own site · 80×15
<a href="https://agentmods.dev/skills/eduardo-sl/go-agent-skills/go-observability"><img src="https://agentmods.dev/badge/skills/eduardo-sl/go-agent-skills/go-observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 97 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,320 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found 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 $0.00097 $0.01320
Opus 5 $0.00048 $0.00660
Sonnet 5 $0.00019 $0.00264
Haiku 4.5 $0.00010 $0.00132

Measured 11d ago against content hash 79584919bae6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

go-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.

skills/(safety)/go-observability/SKILL.md · 143 lines

How it starts

The opening of the file, as written. The whole thing — 143 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Go Observability

Observability is not optional for production services. Every service must produce structured logs, expose metrics, and propagate trace context. Use the stdlib log/slog for logging and OpenTelemetry for tracing and metrics.

Detailed reference material, loaded on demand:

  • references/slog.md — handler setup, logger injection, child loggers.
  • references/tracing.md — tracer provider, spans, propagation, shutdown.
  • references/metrics.md — metric definitions, HTTP instrumentation.

Read a reference file only when the section below is not enough.

1. Structured Logging with slog

Use log/slog (Go 1.21+) with a JSON handler in production. Every line is key-value pairs, never a formatted sentence:

// ✅ Good — structured, leveled
logger.Info("user created", slog.String("user_id", user.ID), slog.Duration("latency", elapsed))

// ❌ Bad — unparseable in production
log.Printf("user %s created in %v", user.ID, elapsed)

Inject the logger as a dependency; never reach for a package-level global. Derive child loggers with logger.With(...) so component, method and request ID are attached once instead of at every call site. See references/slog.md.

Log levels — use them consistently

Level Use for
Debug Verbose diagnostic info, disabled in production
Info Normal operations: request received, job completed
Warn Recoverable issues: retry succeeded, deprecated usage
Error Failures requiring attention: DB down, external call failed

NEVER log at Error level for expected conditions (user not found → Info or Warn).

Sensitive data — NEVER log

  • Passwords, tokens, API keys
  • Full credit card numbers, SSNs
  • Raw request bodies containing PII
// ✅ Good — redacted
logger.Info("auth attempt", slog.String("user", email), slog.Bool("success", ok))

// ❌ Bad — leaks credentials
logger.Info("auth attempt", slog.String("password", password))

2. Distributed Tracing with OpenTelemetry

Read the full file on GitHub · 143 lines

Files

What ships with it

3 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 · 143 lines · 97 tokens per session scan A 79584919bae6

Subscribe to this mod's changes

go-observability is a skill published in the GitHub repository eduardo-sl/go-agent-skills (71 stars, last pushed 24d ago), licensed MIT. It adds 97 tokens to every session and 1,320 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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