observe-production SKILL.md skillA

observe-production from tomzx/agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add tomzx/agents/observe-production@git:20261007.b35fc4b

Pins git:20261007.b35fc4b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
tomzx/agents
Path
skills/observe-production/SKILL.md
Versions recorded
2
Latest version
git:20261007.b35fc4b, committed Oct 7, 2026
First version recorded
May 29, 2026
Size
4,976 bytes
Repository stars
12
License
MIT

Check SLOs/SLIs, review error rates, latency, and throughput for deployed features.

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

# Observe Production

Checks the health of a deployed service or feature by reviewing SLOs, error rates, latency, throughput, and recent alerts.
Produces a health report suitable for maintenance reviews, post-deploy verification, or incident triage.

## Prerequisites

- Access to observability tooling (logs, metrics, tracing) via CLI, API, or dashboards
- Optional: `$1` — service name or feature slug to scope the check (defaults to the whole project)
- Read `.sdlc/context/architecture.md` to understand which services and infrastructure to check

## What This Skill Checks

| Signal | Source | What It Reveals |
|---|---|---|
| Error rate | Metrics / logs | Increase in 4xx/5xx responses, unhandled exceptions |
| Latency (p50, p95, p99) | Metrics | Performance degradation, slow queries, bottlenecks |
| Throughput | Metrics | Traffic anomalies, load spikes, capacity issues |
| SLO status | SLO dashboard / config | Whether reliability targets are being met |
| Recent alerts | Alerting system | Active or recent incidents, degraded conditions |
| Deployment recency | CI/CD history | Whether a recent deploy correlates with issues |

## Steps
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tomzx/agents/observe-production@sha256:e487d908e16e9024

The line at the top of this page pins the label git:20261007.b35fc4b, 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_kki22du67mnxumxt.svg)](https://markdownregistry.com/a/art_kki22du67mnxumxt)

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

Versions

The registry has recorded 2 versions of this file, between May 29, 2026 and Oct 7, 2026, about one every 131 days.

versioncommittedcommitsizeaudit
git:20261007.b35fc4b latest2026-10-07 b35fc4b 4,976 BA view · diff
git:20260529.40ea6582026-05-29 40ea658 4,976 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 (4976 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

tomzx/agents · 12 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kki22du67mnxumxt
GET https://markdownregistry.com/api/v1/resolve?ref=tomzx/agents/observe-production
GET https://markdownregistry.com/api/v1/blob/e487d908e16e902481f78745c08909d8692aee36a5397b6ca7ebd1e52a78625a

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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