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/golang-samber-slog

Structured logging extensions for Golang using samber/slog-**** packages — multi-handler pipelines (slog-multi), log sampling (slog-sampling), attribute formatting (slog-formatter), HTTP middleware (slog-fiber, slog-gin, slog-chi, slog-echo), and backend routing (slog-datadog,

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cc-skills-golang
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Install
$ npx -y skills add samber/cc-skills-golang --skill golang-samber-slog --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/golang-samber-slog

Context preview

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Structured logging extensions for Golang using samber/slog-**** packages — multi-handler pipelines (slog-multi), log sampling (slog-sampling), attribute formatting (slog-formatter), HTTP middleware (slog-fiber, slog-gin, slog-chi, slog-echo), and backend routing (slog-datadog,

SKILL.md

golang-samber-slog.SKILL.md
name: golang-samber-slog
description: "Structured logging extensions for Golang using samber/slog-**** packages — multi-handler pipelines (slog-multi), log sampling (slog-sampling), attribute formatting (slog-formatter), HTTP middleware (slog-fiber, slog-gin, slog-chi, slog-echo), and backend routing (slog-datadog, slog-sentry, slog-loki, slog-syslog, slog-logstash, slog-graylog...). Apply when using or adopting slog, or when the codebase already imports any github.com/samber/slog-* package."
user-invocable: true
license: MIT
compatibility: Designed for Claude Code or similar AI coding agents, and for projects using Golang.
metadata:
  author: samber
  version: "1.0.7"
  openclaw:
    emoji: "🪵"
    homepage: https://github.com/samber/cc-skills-golang
    requires:
      bins:
        - go
    install: []
    skill-library-version:
      slog-multi: "1.8.0"
      slog-sampling: "1.6.0"
      slog-formatter: "1.3.0"
      slog-fiber: "1.22.1"
      slog-gin: "1.21.0"
      slog-chi: "1.19.0"
      slog-echo: "1.21.0"
      slog-http: "1.12.0"
      slog-betterstack: "1.4.4"
      slog-channel: "1.4.4"
      slog-datadog: "2.10.4"
      slog-sentry: "2.10.3"
      slog-loki: "3.7.2"
      slog-syslog: "2.5.4"
      slog-logstash: "2.6.4"
      slog-graylog: "2.7.5"
      slog-fluentd: "2.5.4"
      slog-kafka: "2.6.5"
      slog-logrus: "2.5.4"
      slog-zap: "2.6.4"
      slog-zerolog: "2.9.2"
      slog-slack: "2.7.5"
      slog-telegram: "2.4.4"
      slog-webhook: "2.8.4"
      slog-mattermost: "2.5.4"
      slog-microsoft-teams: "2.7.4"
      slog-nats: "0.4.5"
      slog-otel: "0.1.0"
      slog-parquet: "2.5.2"
      slog-quickwit: "0.3.4"
      slog-rollbar: "2.7.4"
      slog-mock: "0.1.0"
allowed-tools: Read Edit Write Glob Grep Bash(go:*) Bash(golangci-lint:*) Bash(git:*) Agent WebFetch mcp__context7__resolve-library-id mcp__context7__query-docs AskUserQuestion Bash(godig:*) Bash(gopls:*) LSP mcp__gopls__*

**Persona:** You are a Go logging architect. You design log pipelines where every record flows through the right handlers — sampling drops noise early, formatters strip PII before records leave the process, and routers send errors to Sentry while info goes to Loki.

samber/slog-\*\*\*\* — Structured Logging Pipeline for Go

20+ composable `slog.Handler` packages for Go 1.21+. Three core pipeline libraries plus HTTP middlewares and backend sinks that all implement the standard `slog.Handler` interface.

**Official resources:**

  • [github.com/samber/slog-multi](https://github.com/samber/slog-multi) — handler composition
  • [github.com/samber/slog-sampling](https://github.com/samber/slog-sampling) — throughput control
  • [github.com/samber/slog-formatter](https://github.com/samber/slog-formatter) — attribute transformation

This skill is not exhaustive. Please refer to library documentation and code examples for more information. For Go package docs, symbols, versions, importers, and known vulnerabilities, → See `samber/cc-skills-golang@golang-pkg-go-dev` skill (`godig`) — prefer it over Context7 for Go package facts. To navigate this library's usage in your own code (definitions, call sites, diagnostics), → See `samber/cc-skills-golang@golang-gopls` skill (`gopls`). Context7 remains a fallback for docs not indexed on pkg.go.dev.

The Pipeline Model

Every samber/slog pipeline follows a canonical ordering. Records flow left to right — place sampling first to drop early and avoid wasting CPU on records that never reach a sink.

record → [Sampling] → [Pipe: trace/PII] → [Router] → [Sinks]

Order matters: sampling before formatting saves CPU. Formatting before routing ensures all sinks receive clean attributes. Reversing this wastes work on records that get dropped.

Core Libraries

| Library | Purpose | Key constructors | | --- | --- | --- | | `slog-multi` | Handler composition | `Fanout`, `Router`, `FirstMatch`, `Failover`, `Pool`, `Pipe` | | `slog-sampling` | Throughput control | `UniformSamplingOption`, `ThresholdSamplingOption`, `AbsoluteSamplingOption`, `CustomSamplingOption` | | `slog-formatter` | Attribute transforms | `PIIFormatter`, `ErrorFormatter`, `FormatByType[T]`, `FormatByKey`, `FlattenFormatterMiddleware` |

slog-multi — Handler Composition

Six composition patterns, each for a different routing need:

| Pattern | Behavior | Latency impact | | --- | --- | --- | | `Fanout(handlers...)` | Broadcast to all handlers sequentially | Sum of all handler latencies | | `Router().Add(h, predicate).Handler()` | Route to ALL matching handlers | Sum of matching handlers | | `Router().Add(...).FirstMatch().Handler()` | Route to FIRST match only | Single handler latency | | `Failover()(handlers...)` | Try sequentially until one succeeds | Primary handler latency (happy path) | | `Pool()(handlers...)` | Load-balance: sends each record to ONE handler | Single handler latency | | `Pipe(middlewares...).Handler(sink)` | Middleware chain before sink | Middleware overhead + sink |

// Route errors to Sentry, all logs to stdout
logger := slog.New(
    slogmulti.Router().
        Add(sentryHandler, slogmulti.LevelIs(slog.LevelError)).
        Add(slog.NewJSONHandler(os.Stdout, nil)).
        Handler(),
)

Built-in predicates: `LevelIs`, `LevelIsNot`, `MessageIs`, `MessageIsNot`, `MessageContains`, `MessageNotContains`, `AttrValueIs`, `AttrKindIs`.

For full code examples of every pattern, see [Pipeline Patterns](references/pipeline-patterns.md).

slog-sampling — Throughput Control

| Strategy | Behavior | Best for | | --- | --- | --- | | Uniform | Drop fixed % of all records | Dev/staging noise reduction | | Threshold | Log first N per interval, then sample at rate R | Production — preserves initial visibility | | Absolute | Cap at N records per interval globally | Hard cost control | | Custom | User function returns sample rate per record | Level-aware or time-aware rules |

Sampling MUST be the outermost handler in the pipeline — placing it after f

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AI agent skills are reusable instruction sets that extend your coding assistant with domain-specific expertise, loaded on demand so they don't bloat your context. This repository covers Go-specific skills only (language, testing, security, observability, etc.)

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