observability SKILL.md skillA

observability from d-padmanabhan/agent-engineering-handbook is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add d-padmanabhan/agent-engineering-handbook/observability@git:20260830.f3ab767

Pins git:20260830.f3ab767 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
d-padmanabhan/agent-engineering-handbook
Path
skills/observability/SKILL.md
Versions recorded
1
Latest version
git:20260830.f3ab767, committed Aug 30, 2026
Size
7,784 bytes
Repository stars
20
License
MIT

Designs and reviews production observability using structured logging, NDJSON, metrics, SLIs and SLOs, distributed tracing, OpenTelemetry, dashboards, alerts, telemetry pipelines, redaction, retention, and cost controls. Use when instrumenting services, defining log schemas, correlating microservices, designing monitoring or alerting, reviewing telemetry cardinality, or diagnosing whether production signals can answer operational questions.

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

# Observability

Design observability from operational questions and user-visible outcomes. Do
not add logs, metrics, or spans merely to satisfy a three-pillars checklist.
Each signal must support a diagnostic, reliability, security, or business
decision at an acceptable cost.

## Observability Contract

- Start with critical journeys, SLIs, SLOs, failure modes, and the questions an
  operator must answer during an incident.
- Use metrics for bounded aggregate behavior, traces for request and dependency
  paths, and logs for discrete events requiring detailed context.
- Emit structured logs. For container streams, prefer one JSON object per
  physical line on `stdout` or `stderr`; let the platform collect and rotate
  logs.
- Propagate W3C trace context across process boundaries and correlate logs with
  valid trace and span identifiers when context exists.
- Keep metric labels and span names bounded. Never use user IDs, request IDs,
  email addresses, raw URLs, or other unbounded values as metric labels.
- Treat telemetry as sensitive data. Minimize, classify, redact, retain, and
  authorize it deliberately.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add d-padmanabhan/agent-engineering-handbook/observability@sha256:3798fd2224b2f902

The line at the top of this page pins the label git:20260830.f3ab767, 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_okeda3t7wb3kzw6e.svg)](https://markdownregistry.com/a/art_okeda3t7wb3kzw6e)

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

Versions

The registry has recorded 1 version of this file, committed on Aug 30, 2026.

versioncommittedcommitsizeaudit
git:20260830.f3ab767 latest2026-08-30 f3ab767 7,784 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 (7784 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

d-padmanabhan/agent-engineering-handbook · 20 stars · license MIT · pushed 2026-10-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_okeda3t7wb3kzw6e
GET https://markdownregistry.com/api/v1/resolve?ref=d-padmanabhan/agent-engineering-handbook/observability
GET https://markdownregistry.com/api/v1/blob/3798fd2224b2f902b991c21488c070852db003c58446ce31dad24130a1f5d609

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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