observability-and-instrumentation SKILL.md skillA

observability-and-instrumentation from gastonchevarria/god-mode is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add gastonchevarria/god-mode/observability-and-instrumentation@git:20261014.522e28a

Pins git:20261014.522e28a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
gastonchevarria/god-mode
Path
plugins/god-mode-dev/skills/observability-and-instrumentation/SKILL.md
Versions recorded
3
Latest version
git:20261014.522e28a, committed Oct 14, 2026
First version recorded
Sep 26, 2026
Size
10,913 bytes
Repository stars
3
License
MIT

Adds structured logs, metrics, traces and alerts, starting from what on-call will ask. Use for 'add logging', 'instrument this endpoint', 'set up alerts' or 'add tracing'.

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 and Instrumentation

## Overview

Code you can't observe is code you can't operate. Observability is the ability to answer "what is the system doing and why?" from the outside, using the telemetry the code emits. Instrumentation is not a post-launch add-on — it's written alongside the feature, the same way tests are. If a feature ships without telemetry, the first user-reported bug becomes archaeology instead of a query.

## When to Use

- Building any feature that will run in production
- Adding a new service, endpoint, background job, or external integration
- A production incident took too long to diagnose ("we couldn't tell what happened")
- Setting up or reviewing alerting rules
- Reviewing a PR that adds I/O, retries, queues, or cross-service calls

**NOT for:**
- Diagnosing a failure happening right now — use the `debugging-and-error-recovery` skill (observability is what makes that skill fast next time)
- Profiling and optimizing measured slowness — use the `performance-optimization` skill
- Launch-day monitoring checklists and rollback triggers — see the `shipping-and-launch` skill; this skill covers the instrumentation that feeds them

## Process
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add gastonchevarria/god-mode/observability-and-instrumentation@sha256:cd0b8dfd70dd66ef

The line at the top of this page pins the label git:20261014.522e28a, 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_a7bcvpgpgc5k4de6.svg)](https://markdownregistry.com/a/art_a7bcvpgpgc5k4de6)

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

Versions

The registry has recorded 3 versions of this file, between Sep 26, 2026 and Oct 14, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
git:20261014.522e28a latest2026-10-14 522e28a 10,913 BA view · diff
git:20260926.2e7e5db2026-09-26 2e7e5db 11,025 BA view · diff
git:20260926.941aa312026-09-26 941aa31 11,047 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 (10913 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

gastonchevarria/god-mode · 3 stars · license MIT · pushed 2026-10-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_a7bcvpgpgc5k4de6
GET https://markdownregistry.com/api/v1/resolve?ref=gastonchevarria/god-mode/observability-and-instrumentation
GET https://markdownregistry.com/api/v1/blob/cd0b8dfd70dd66efc4063e3a82d70c9912c24f67d7ea877b2f4a133a6f806a58

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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