principle-observability SKILL.md skillA

principle-observability from lugassawan/swe-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add lugassawan/swe-workbench/principle-observability@git:20260828.71a6399

Pins git:20260828.71a6399 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
lugassawan/swe-workbench
Path
skills/principle-observability/SKILL.md
Versions recorded
4
Latest version
git:20260828.71a6399, committed Aug 28, 2026
First version recorded
Apr 29, 2026
Size
4,589 bytes
Repository stars
3
License
MIT

Observability principles — logs vs metrics vs traces, structured logging, distributed tracing, span/trace context, cardinality control, SLI/SLO/SLA, RED method, USE method, alerting on symptoms vs causes. Auto-load when adding logging, choosing a metric, instrumenting distributed tracing, defining SLIs/SLOs, designing alerts, or discussing observability budgets.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

<!-- preload-canary: SWB-PRELOAD-PRINCIPLE-OBSERVABILITY -->

# Observability

Three signals, each with a distinct job. Use the right one for the right question.

## The Three Pillars

**Logs** — discrete events with context. Right for: debugging specific incidents, audit trails, free-text search.
- Emit at decision points and error boundaries, not in loops.
- Use structured key-value format; never interpolate variables into free-form strings.
- Include a correlation ID on every line — trace parent ID if a trace exists.

**Metrics** — numeric aggregations over time. Right for: dashboards, SLOs, alerting thresholds.
- Pre-aggregate; do not stream raw events into a metrics backend.
- Label only stable, low-cardinality dimensions (region, status_code, service) — never user ID, request ID, or email.

**Traces** — causal chain of operations across services. Right for: latency attribution, dependency mapping.
- A span represents one unit of work; parent/child links form the trace.
- Propagate context headers at every service boundary — OpenTelemetry W3C trace context.
- Put high-cardinality attributes (user ID, document ID) in span attributes, not metric labels.

## Structured Logging
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lugassawan/swe-workbench/principle-observability@sha256:d075f8bd6f0e6a64

The line at the top of this page pins the label git:20260828.71a6399, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_d4k4ga5g7nxfznom.svg)](https://markdownregistry.com/a/art_d4k4ga5g7nxfznom)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Apr 29, 2026 and Aug 28, 2026, about one every 40 days.

versioncommittedcommitsizeaudit
git:20260828.71a6399 latest2026-08-28 71a6399 4,589 BA view · diff
git:20260725.074b4962026-07-25 074b496 4,626 BA view · diff
git:20260506.2fc13b42026-05-06 2fc13b4 4,565 BA view · diff
git:20260429.cfd17ac2026-04-29 cfd17ac 4,531 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4589 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

lugassawan/swe-workbench · 3 stars · license MIT · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_d4k4ga5g7nxfznom
GET https://markdownregistry.com/api/v1/resolve?ref=lugassawan/swe-workbench/principle-observability
GET https://markdownregistry.com/api/v1/blob/d075f8bd6f0e6a64c13196ebf9dda47f2f2b447f7be0b9b7e00aef7254a1e47d

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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