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production-observability

production-observability is a skill for Claude Code, Codex from arbisoft/ai-skillforge. It costs 32 tokens per session (7,225 once invoked), scanned A, original, no licence file.

A guide for adding logs, measurements, traces, and alerts to production software. These signals help teams understand system behavior and investigate failures.

In plain words
What is it for?
Use it to instrument applications, add production monitoring, investigate unreliable failures, and set up alerts for important conditions.
Why use it?
It helps diagnose intermittent problems and detect issues through monitoring instead of waiting for users to report them.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 4repo 2mo ago A scan 32 tokens no licence

Good fit Use it to instrument applications, add production monitoring, investigate unreliable failures, and set up alerts for important conditions.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/arbisoft/ai-skillforge/production-observability
View source ↗ arbisoft/ai-skillforge
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 arbisoft/ai-skillforge --skill production-observability
Clone the repo
git clone --depth 1 https://github.com/arbisoft/ai-skillforge

Made for: Claude Code, Codex.

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 production-observability

README.md
[![agentmods](https://agentmods.dev/badge/skills/arbisoft/ai-skillforge/production-observability/github.svg)](https://agentmods.dev/skills/arbisoft/ai-skillforge/production-observability)
Your own site
<a href="https://agentmods.dev/skills/arbisoft/ai-skillforge/production-observability"><img src="https://agentmods.dev/badge/skills/arbisoft/ai-skillforge/production-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 production-observability

Your own site · 80×15
<a href="https://agentmods.dev/skills/arbisoft/ai-skillforge/production-observability"><img src="https://agentmods.dev/badge/skills/arbisoft/ai-skillforge/production-observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 32 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 7,225 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 unknown 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 $0.00032 $0.07225
Opus 5.5 $0.00013 $0.02890
Sonnet 5.5 $0.00006 $0.01445
Haiku 4.5 $0.00003 $0.00722

Measured 2mo ago against content hash defa8c3688b9, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

production-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 2mo 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.

Claude/skills/production-observability/SKILL.md · 1,069 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 2mo ago First seen · 1,069 lines · 32 tokens per session scan A defa8c3688b9

Subscribe to this mod's changes

production-observability is a skill published in the GitHub repository arbisoft/ai-skillforge (4 stars, last pushed 2mo ago), with no licence file. It adds 32 tokens to every session and 7,225 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 2026-09-03.

Analytics and metricsDebugging
Related

production-observability compared with skills from other repositories

production-observability next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
production-observabilityarbisoft/ai-skillforgeSkill42mo agononeA32Claude Code, Codex
systematic-debuggingopen-metadata/OpenMetadataSkill16ktodayApache-2.0A37Claude Code
log-error-digestzebbern/claude-code-guideSkill4.7kyesterdayMITA71Claude Code, Codex
cwv-optimizeradobe/skillsSkill320todayApache-2.0A112Claude Code
ci-fixersipyourdrink-ltd/bernsteinSkill1.2kyesterdayApache-2.0A15Claude Code, Codex
incident-response-incident-responsermyndharis/antigravity-skillsSkill2.0k24d agoMITA36Claude Code
diagnosing-missing-recordingsPostHog/posthogSkill41ktodaynoneA76Claude Code, Codex