observability-monitoring SKILL.md skillA

observability-monitoring from peterbamuhigire/chwezi-dev-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add peterbamuhigire/chwezi-dev-engine/observability-monitoring@git:20260907.1b775c1

Pins git:20260907.1b775c1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
peterbamuhigire/chwezi-dev-engine
Path
skills/devops-cloud/observability-monitoring/SKILL.md
Versions recorded
3
Latest version
git:20260907.1b775c1, committed Sep 7, 2026
First version recorded
May 19, 2026
Size
9,389 bytes
Repository stars
28
License
MIT

Use when designing or reviewing logs, metrics, traces, alerts, SLOs, dashboards, audit events, or production telemetry for web apps, APIs, SaaS platforms, mobile backends, and AI systems. Covers instrumentation strategy, diagnosis-first telemetry, alert quality, and operational visibility.

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 Monitoring
Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178.

<!-- dual-compat-start -->
## Use When

- Use when designing or reviewing logs, metrics, traces, alerts, SLOs, dashboards, audit events, or production telemetry for web apps, APIs, SaaS platforms, mobile backends, and AI systems. Covers instrumentation strategy, diagnosis-first telemetry, alert quality, and operational visibility.

## Do Not Use When

- The request is business analytics without a production diagnosis, service-level, audit, or operator-response requirement.
- The task only asks to install a monitoring product; first define the operational questions and service outcomes this skill requires.

## Required Inputs

| Input | Required | Why it matters |
|---|---|---|
| Critical user and system flows | yes | Determines what must be observable |
| Service ownership and escalation paths | yes | Connects signals to accountable action |
| Architecture, dependencies, and async boundaries | yes | Defines correlation and trace coverage |
| Data sensitivity, retention, and cost limits | conditional | Constrains event fields, sampling, and storage |

## Workflow
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add peterbamuhigire/chwezi-dev-engine/observability-monitoring@sha256:89f9198cf056e123

The line at the top of this page pins the label git:20260907.1b775c1, 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_xkesemgclw6mvrba.svg)](https://markdownregistry.com/a/art_xkesemgclw6mvrba)

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

Versions

The registry has recorded 3 versions of this file, between May 19, 2026 and Sep 7, 2026, about one every 56 days.

versioncommittedcommitsizeaudit
git:20260907.1b775c1 latest2026-09-07 1b775c1 9,389 BA view · diff
git:20260718.4d4f6c12026-07-18 4d4f6c1 9,383 BA view · diff
git:20260519.0f7f7562026-05-19 0f7f756 8,720 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 (9389 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

peterbamuhigire/chwezi-dev-engine · 28 stars · license MIT · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xkesemgclw6mvrba
GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/observability-monitoring
GET https://markdownregistry.com/api/v1/blob/89f9198cf056e1231f0dc9adb085f6586e0d6ade2b6678d1033b4562b342d616

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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