observability SKILL.md skillA

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

Install it, pinned
mdr add iuliandita/skills/observability@git:20261105.aa96fb6

Pins git:20261105.aa96fb6 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
iuliandita/skills
Path
skills/observability/SKILL.md
Versions recorded
13
Latest version
git:20261105.aa96fb6, committed Nov 5, 2026
First version recorded
Jul 22, 2026
Size
14,473 bytes
Repository stars
11
License
MIT

Metrics, traces, logs, alerts, SLOs, dashboards: Prometheus, OpenTelemetry, Grafana. Use for instrumentation, noisy alerts, cardinality. Not live incidents.

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 and audit the signals a running system emits so failures are visible before users report
them. This skill builds the standing pipeline - instrumentation, metrics, traces, structured
logs, alert rules, SLOs, and dashboards-as-code - and audits a repo for the gaps that leave a
service blind.

**Target versions**: see `references/versions.md` (verified per the receipt date
in that file). Do not restate version numbers here.

## When to use

- Adding instrumentation to a service: metrics (Prometheus/OTLP), traces (OpenTelemetry), or
  structured logs
- Writing or reviewing alert rules, recording rules, and Alertmanager routing
- Defining SLOs and error budgets, and the multi-burn-rate alerts that back them
- Building dashboards as code (provisioned JSON, grafonnet/Grizzly)
- Designing the signal collection layer: OTel Collector pipelines, exporters, scrape config
- Auditing a repo for observability gaps: uninstrumented services, no SLOs, alert-fatigue
  patterns, cardinality risks, logs with no trace correlation

## When NOT to use

- Profiling and optimizing an identified application bottleneck - use **debug-triage**.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add iuliandita/skills/observability@sha256:5ec52122f834f638

The line at the top of this page pins the label git:20261105.aa96fb6, 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_jxpthasyjeyq34qa.svg)](https://markdownregistry.com/a/art_jxpthasyjeyq34qa)

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

Versions

The registry has recorded 13 versions of this file, between Jul 22, 2026 and Nov 5, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
git:20261105.aa96fb6 latest2026-11-05 aa96fb6 14,473 BA view · diff
git:20261105.65c9c022026-11-05 65c9c02 14,587 BA view · diff
git:20261003.496420b2026-10-03 496420b 14,441 BA view · diff
git:20261002.a7f9a1c2026-10-02 a7f9a1c 14,732 BA view · diff
git:20260920.ebf9a3d2026-09-20 ebf9a3d 14,961 BA view · diff
git:20260920.ac018532026-09-20 ac01853 14,289 BA view · diff
git:20260910.4c98b5e2026-09-10 4c98b5e 14,156 BA view · diff
git:20260910.64816162026-09-10 6481616 13,888 BA view · diff
git:20260904.ccfce412026-09-04 ccfce41 13,745 BA view · diff
git:20260729.3bd7d082026-07-29 3bd7d08 13,461 BA view · diff
git:20260727.f49c1da2026-07-27 f49c1da 13,460 BA view · diff
git:20260722.d313b9e2026-07-22 d313b9e 13,503 BA view · diff
git:20260722.99f7e842026-07-22 99f7e84 13,329 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 (14473 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

iuliandita/skills · 11 stars · license MIT · pushed 2026-11-05 · branch develop

API

GET https://markdownregistry.com/api/v1/artifacts/art_jxpthasyjeyq34qa
GET https://markdownregistry.com/api/v1/resolve?ref=iuliandita/skills/observability
GET https://markdownregistry.com/api/v1/blob/5ec52122f834f638defc7adbfa9a689440721786bdda722a474bb1a74587dd7b

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.

More from iuliandita/skills

AGENTS.md AGENTS.md file
iuliandita/skills · AGENTS.md
git:20261103.cd466ca · audit A · 11 stars
CLAUDE.md CLAUDE.md file
iuliandita/skills · CLAUDE.md
git:20261103.cd466ca · audit B · 11 stars
ansible SKILL.md skill
iuliandita/skills · skills/ansible/SKILL.md · Write, review, and debug Ansible playbooks, roles, inventories, Ansible Vault, Molecule tests, and AWX/AAP.
git:20261028.5d3d48b · audit A · 11 stars
anti-ai-prose SKILL.md skill
iuliandita/skills · skills/anti-ai-prose/SKILL.md · Strip AI-sounding filler, hedging, and canned phrasing from docs, READMEs, emails, and PR bodies. Use when text sounds…
git:20261105.aa96fb6 · audit A · 11 stars
arch-linux SKILL.md skill
iuliandita/skills · skills/arch-linux/SKILL.md · Administer Arch Linux, CachyOS, EndeavourOS, and Manjaro: pacman, AUR, upgrades, boot, GPU, and desktop issues.
git:20261028.a4222b4 · audit A · 11 stars
backend-api SKILL.md skill
iuliandita/skills · skills/backend-api/SKILL.md · Design and review REST/HTTP APIs, with bounded GraphQL and gRPC contract guidance: OpenAPI, auth, pagination…
git:20261028.b1e0514 · audit A · 11 stars
ci-cd SKILL.md skill
iuliandita/skills · skills/ci-cd/SKILL.md · Build, review, and debug CI/CD pipelines and runners: GitHub Actions, GitLab CI, Forgejo/Gitea, and Woodpecker.
git:20261028.050926d · audit A · 11 stars
code-review SKILL.md skill
iuliandita/skills · skills/code-review/SKILL.md · Review code and diffs for bugs, regressions, edge cases, races, and leaks. Use for "review this diff" or a pre-merge…
git:20261105.aa96fb6 · audit A · 11 stars
code-simplification SKILL.md skill
iuliandita/skills · skills/code-simplification/SKILL.md · Review code for dead code, duplication, overengineering, invented APIs, and weak tests. Report safe reductions; no…
git:20261028.baa0989 · audit A · 11 stars
databases SKILL.md skill
iuliandita/skills · skills/databases/SKILL.md · PostgreSQL, MySQL/MariaDB, MongoDB, MSSQL, Redis, Valkey: schemas, slow queries, EXPLAIN, indexes, migrations…
git:20261105.aa96fb6 · audit A · 11 stars
debian-ubuntu SKILL.md skill
iuliandita/skills · skills/debian-ubuntu/SKILL.md · Debian, Ubuntu, Mint, Pop!_OS, Kali admin: apt/dpkg errors, held packages, release upgrades, PPAs, kernels, drivers…
git:20261105.aa96fb6 · audit A · 11 stars
debug-triage SKILL.md skill
iuliandita/skills · skills/debug-triage/SKILL.md · Find the failing layer in an outage or post-deploy break, debug to root cause, profile slow code. Use for "it's down"…
git:20261105.aa96fb6 · audit A · 11 stars

Every file in iuliandita/skills

Other files named observability

observability SKILL.md skill
ericrisco/rsc-harness · skills/observability/SKILL.md · Use when instrumenting a service from the inside so an incident can be explained from telemetry alone — wiring…
git:20260806.2c14dfb · audit A · 505 stars
observability SKILL.md skill
nitinjain999/platform-skills · plugins/platform-skills/skills/observability/SKILL.md · Instrument services with structured logging, Prometheus metrics, and OpenTelemetry tracing. Build Grafana dashboards…
git:20261018.90b97a9 · audit A · 71 stars
observability SKILL.md skill
nitinjain999/platform-skills · skills/observability/SKILL.md · Instrument services with structured logging, Prometheus metrics, and OpenTelemetry tracing. Build Grafana dashboards…
git:20261017.0361a9b · audit A · 71 stars
observability SKILL.md skill
nahid-sparktales/agent-dispatcher · skills/devops/observability/SKILL.md · Instrument a service so the questions asked during an incident are answerable from data already being collected — rate…
git:20260919.a0d4f55 · audit A · 58 stars
observability SKILL.md skill
rjmurillo/ai-agents · .claude/skills/observability/SKILL.md · Use when you say `query agent logs`, `find slow tool calls`, `show agent errors`, or `what to log`. Query and analyze…
v1.0.0 · audit A · 49 stars
observability SKILL.md skill
rjmurillo/ai-agents · src/claude/skills/observability/SKILL.md · Use when you say `query agent logs`, `find slow tool calls`, `show agent errors`, or `what to log`. Query and analyze…
v1.0.0 · audit A · 49 stars
observability SKILL.md skill
outlinedriven/odin-claude-plugin · plugins/odin-infra/skills/observability/SKILL.md · Use when adding telemetry, composing an observability surface, reviewing alerts, shipping a production feature, or…
git:20260904.2014e73 · audit A · 40 stars
observability SKILL.md skill
akaszubski/autonomous-dev · plugins/autonomous-dev/skills/observability/SKILL.md · Structured logging, debugging (pdb/ipdb), profiling (cProfile/line_profiler), and performance monitoring. Use when…
git:20260408.541ecb4 · audit A · 34 stars

Browse by kind, by grade A, or by owner.