audit-fix-observability

audit-fix-observability is a skill for Claude Code, Codex from danygiguere/audit-skills. It costs 31 tokens per session (85 once invoked), scanned A, original, MIT.

A set of code patterns for adding observability, meaning logs, measurements, and request-tracing details that show what a service is doing.

In plain words
What is it for?
Use it to fix confirmed missing logs, metrics, or traces with the smallest change that restores the needed visibility.
Why use it?
It helps close visibility gaps found during an audit so failures and slow or unusual behavior can be diagnosed.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

Good fit Use it to fix confirmed missing logs, metrics, or traces with the smallest change that restores the needed visibility.

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Install with agentmods
npx agentmods add skills/danygiguere/audit-skills/audit-fix-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 danygiguere/audit-skills --skill audit-fix-observability
Clone the repo
git clone --depth 1 https://github.com/danygiguere/audit-skills

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 audit-fix-observability

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/danygiguere/audit-skills/audit-fix-observability"><img src="https://agentmods.dev/badge/skills/danygiguere/audit-skills/audit-fix-observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 85 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 $0.00031 $0.00085
Opus 5 $0.00015 $0.00043
Sonnet 5 $0.00006 $0.00017
Haiku 4.5 $0.00003 $0.00009

Measured 11d ago against content hash a7f6f84621f4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

audit-fix-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 11d 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.

.agents/skills/audit-fix-observability/SKILL.md · 9 lines

What it actually says

Read ../audit/references/remediation/observability-patterns.md and apply its patterns to fix the confirmed findings the user referenced. Make the smallest change that restores the invariant, and keep style consistent with the surrounding code.

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. 11d ago First seen · 9 lines · 31 tokens per session scan A a7f6f84621f4

Subscribe to this mod's changes

audit-fix-observability is a skill published in the GitHub repository danygiguere/audit-skills (5 stars, last pushed 2mo ago), licensed MIT. It adds 31 tokens to every session and 85 once invoked, about $0.0002 per session on Opus 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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