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observability

observability is a skill for Claude Code, Codex from JohannWilfridCalixte/agentic. It costs 15 tokens per session (589 once invoked), scanned A, original, no licence file.

An instrumentation aid for adding logging, tracing, or other measurements to a service. These records help show what the service is doing while it runs.

In plain words
What is it for?
Use it when adding logs, request traces, or other operational measurements to a service.
Why use it?
It makes service behaviour easier to inspect and problems easier to investigate.

Skill for Claude CodeCodex

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

not rated 4repo 5mo ago A scan 15 tokens no licence

Good fit Use it when adding logs, request traces, or other operational measurements to a service.

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

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 observability

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/johannwilfridcalixte/agentic/observability"><img src="https://agentmods.dev/badge/skills/johannwilfridcalixte/agentic/observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 15 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 589 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 $0.00015 $0.00589
Opus 5.5 $0.00006 $0.00236
Sonnet 5.5 $0.00003 $0.00118
Haiku 4.5 $0.00002 $0.00059

Measured 2mo ago against content hash c31ad962acea, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

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.

src/agentic/skills/observability/SKILL.md · 85 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

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 · 85 lines · 15 tokens per session scan A c31ad962acea

Subscribe to this mod's changes

observability is a skill published in the GitHub repository JohannWilfridCalixte/agentic (4 stars, last pushed 5mo ago), with no licence file. It adds 15 tokens to every session and 589 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.

Analytics and metrics
Related

observability compared with skills from other repositories

observability next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
observabilityJohannWilfridCalixte/agenticSkill45mo agononeA15Claude Code, Codex
imagegenopenai/codexSkill134ktodayApache-2.0A113Codex
local-ai-agentsmicrosoft/ai-agents-for-beginnersSkill79ktodayMITA200Claude Code, Codex
playwright-climicrosoft/playwrightSkill99ktodayApache-2.0A19Claude Code
systematic-debuggingobra/superpowersSkill314k3d agoMITA21Claude Code
next-cache-components-adoptionvercel/next.jsSkill143ktodayMITA95Claude Code
chat-pet-sprite-creationmicrosoft/vscodeSkill195ktodayMITA53Claude Code, Codex