sota-observability SKILL.md skillA

sota-observability from martinholovsky/sota-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add martinholovsky/sota-skills/sota-observability@git:20261026.808c340

Pins git:20261026.808c340 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
martinholovsky/sota-skills
Path
skills/sota-observability/SKILL.md
Versions recorded
10
Latest version
git:20261026.808c340, committed Oct 26, 2026
First version recorded
Jun 17, 2026
Size
8,286 bytes
Repository stars
26
License
CC-BY-4.0

State-of-the-art observability and reliability engineering (2026). Use when instrumenting code (structured logging, metrics, distributed tracing with OpenTelemetry, SLOs, alerting, health endpoints) or auditing an existing codebase's observability posture (can on-call answer "why is this request slow?" and "what broke at 3am?"). Not for security detections, SIEM, or threat hunting — use sota-detection-engineering. Triggers: logging, metrics, tracing, monitoring, alerting, SLO, SLI, error…

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

# SOTA Observability & Reliability

## Purpose

Make every production system answerable. Two questions define success:

1. **"Why is this request slow/failing?"** — answerable for any single request
   from a trace ID, without adding new instrumentation.
2. **"What broke at 3am?"** — answerable from symptom-based alerts that page
   only when users are hurt, each linked to a runbook and a dashboard that
   narrows cause in minutes.

This skill covers structured logging, metrics, distributed tracing, SLOs and
alerting, and operational readiness — both how to **build** them correctly and
how to **audit** them adversarially. Telemetry is a product with users
(on-call engineers) and costs (storage, cardinality, attention). Treat both.

## BUILD mode

When writing or modifying code, apply the rules files as design constraints,
not afterthoughts. Workflow:

1. **Identify the signal need before coding.** For each new endpoint, job, or
   consumer: which SLI does it affect, what one wide event describes a unit of
   work, what spans bound its external calls.
2. **Instrument with OpenTelemetry API** (not vendor SDKs) in libraries;
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add martinholovsky/sota-skills/sota-observability@sha256:8399ad267c7299ce

The line at the top of this page pins the label git:20261026.808c340, 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_rbmjni3jyv5fxp7y.svg)](https://markdownregistry.com/a/art_rbmjni3jyv5fxp7y)

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

Versions

The registry has recorded 10 versions of this file, between Jun 17, 2026 and Oct 26, 2026, about one every 15 days.

versioncommittedcommitsizeaudit
git:20261026.808c340 latest2026-10-26 808c340 8,286 BA view · diff
git:20261026.ca2a1f12026-10-26 ca2a1f1 8,212 BA view · diff
git:20261024.8dd2b0a2026-10-24 8dd2b0a 8,147 BA view · diff
git:20261012.ae1b29b2026-10-12 ae1b29b 7,906 BA view · diff
git:20260925.467e2252026-09-25 467e225 7,700 BA view · diff
git:20260925.054c2cb2026-09-25 054c2cb 7,569 BA view · diff
git:20260903.02cb41e2026-09-03 02cb41e 7,495 BA view · diff
git:20260820.7720f5a2026-08-20 7720f5a 7,429 BA view · diff
git:20260716.e4afc802026-07-16 e4afc80 7,280 BA view · diff
git:20260617.c5d2c7b2026-06-17 c5d2c7b 7,189 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 (8286 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

martinholovsky/sota-skills · 26 stars · license CC-BY-4.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rbmjni3jyv5fxp7y
GET https://markdownregistry.com/api/v1/resolve?ref=martinholovsky/sota-skills/sota-observability
GET https://markdownregistry.com/api/v1/blob/8399ad267c7299ce34a3f2c2cba63a2b9d99fd96628c4e5937fec4c729304711

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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