create-observability

create-observability is a skill for Claude Code from tomzx/agents. It costs 28 tokens per session (1,814 once invoked), scanned A, original, MIT.

A monitoring plan for a software feature covering logs, metrics, distributed traces, and alerts. It defines how production health should be observed before implementation begins.

In plain words
What is it for?
Use it to plan feature monitoring, health checks, alerts, state-transition tracking, and links to business metrics.
Why use it?
It helps teams detect failures, understand their causes, and give on-call engineers clear response information.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter. Also seen: mentions subagents; positional $N argument.

Good fit Use it to plan feature monitoring, health checks, alerts, state-transition tracking, and links to business metrics.

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Install with agentmods
npx agentmods add skills/tomzx/agents/create-observability
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add tomzx/agents --skill create-observability
Clone the repo
git clone --depth 1 https://github.com/tomzx/agents

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for create-observability

README.md
[![agentmods](https://agentmods.dev/badge/skills/tomzx/agents/create-observability/github.svg)](https://agentmods.dev/skills/tomzx/agents/create-observability)
Your own site
<a href="https://agentmods.dev/skills/tomzx/agents/create-observability"><img src="https://agentmods.dev/badge/skills/tomzx/agents/create-observability/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for create-observability

Your own site · 80×15
<a href="https://agentmods.dev/skills/tomzx/agents/create-observability"><img src="https://agentmods.dev/badge/skills/tomzx/agents/create-observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 28 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,814 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00028 $0.01814
Opus 5.5 $0.00011 $0.00726
Sonnet 5.5 $0.00006 $0.00363
Haiku 4.5 $0.00003 $0.00181

Measured 20d ago against content hash d64a17d7080f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

create-observability scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 20d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/create-observability/SKILL.md · 134 lines

How it starts

The opening of the file, as written. The whole thing — 134 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Create Observability

Defines how a feature's production health will be monitored by identifying log statements, service metrics, distributed traces, and alerts before implementation begins.

Without this step, features go to production with no monitoring: outages go undetected, root causes take hours to find, and on-call engineers lack runbooks.

Is Observability Warranted?

Not every change deserves an observability plan. First decide whether the change introduces production runtime behavior worth monitoring at all: a new endpoint, a background loop, an external dependency, or a failure mode an operator would act on. If it does not (a refactor that only moves code, a schema change with no new runtime path, a documentation change), write nothing and say so.

When it is warranted, define the smallest set that answers "if this number moved, what would I do", and treat alerts.yaml and a full plan as opt-in rather than default. A single counter or log line is a short section in the specification, not a plan.

Prerequisites

  • Apply the shared SDLC conventions in skills/sdlc/references/shared.md.
  • If no argument is provided, locate the feature directory under .sdlc/features/ whose frontmatter issue field references $ISSUE_NUMBER.
  • .sdlc/features/N-<slug>/specification.md (must have passed review with findings verdict approved), or a specification document provided in context or as a file path ($1)
  • .sdlc/features/N-<slug>/lifecycle.md (optional, if a lifecycle document was produced): monitor state transitions, invariant violations, and retention cleanup as part of observability
  • .sdlc/features/N-<slug>/telemetry.md (optional, if a telemetry plan was produced): align observability with business metrics already defined
  • .sdlc/features/N-<slug>/requirements.md (optional, for cross-referencing NFRs like latency and availability targets)

Steps

  1. Read the specification, lifecycle document (if present), telemetry plan (if present), and requirements.
  2. Identify the critical paths and failure modes from the specification.
  3. For each critical path, determine what log entries are needed for debugging.
  4. Define service-level metrics (counters, histograms, gauges) that reflect system health.
  5. Identify where distributed traces should be emitted for cross-service flows.
  6. Define health checks and readiness probes for new services or endpoints.
  7. Specify alerts with clear conditions, severity, and runbook links, but only for signals an operator would act on. When the monitoring stack is Prometheus-compatible and an actionable alert exists, write the normative alert definitions to .sdlc/features/N-<slug>/alerts.yaml (Prometheus rule format, template at skills/sdlc/templates/features/alerts.yaml) and keep the per-alert tables in the document as the human-readable summary. When no signal warrants an alert, skip alerts.yaml and say so. Validate best-effort with promtool check rules alerts.yaml when available; a missing tool is skipped, a validation failure is a defect to fix before handoff.
  8. Determine observability infrastructure requirements (existing vs. new instrumentation).
  9. Write the output to .sdlc/features/N-<slug>/observability.md (plus alerts.yaml when alerts are defined and the stack is Prometheus-compatible).

Read the full file on GitHub · 134 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 20d ago Changed · +10 lines d64a17d7080f
  2. 22d ago Changed · +4 lines 6e1fb2319a70
  3. 24d ago Changed 4d92f67fad09
  4. 2mo ago First seen · 120 lines · 28 tokens per session scan A d80f03f6a62c

Subscribe to this mod's changes

create-observability is a skill published in the GitHub repository tomzx/agents (13 stars, last pushed yesterday), licensed MIT. It adds 28 tokens to every session and 1,814 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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