wire-observability

wire-observability is a skill for Claude Code, Codex from danielvm-git/bigpowers. It costs 53 tokens per session (926 once invoked), scanned A, original, MIT.

A production-readiness setup for structured JSON logs, health and observability commands, and repeatable setup scripts. Observability means being able to understand a running system from its logs and health signals.

In plain words
What is it for?
Use it to add machine-readable logging, document health checks, and prepare a project for deployment or ongoing operation.
Why use it?
It makes failures and system health easier to inspect in production and avoids setup scripts behaving differently when run more than once.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: model in frontmatter; mentions CLAUDE.md.

Good fit Use it to add machine-readable logging, document health checks, and prepare a project for deployment or ongoing operation.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/danielvm-git/bigpowers/wire-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 danielvm-git/bigpowers --skill wire-observability
Clone the repo
git clone --depth 1 https://github.com/danielvm-git/bigpowers

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 wire-observability

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/danielvm-git/bigpowers/wire-observability"><img src="https://agentmods.dev/badge/skills/danielvm-git/bigpowers/wire-observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 53 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 926 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. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Excessive Agency · line 3
    Skill selects an external model or provider that may use a different account or billing plan than the operator expects. Undisclosed model switches can cause unexpected cost or quota consumption.
    Fix: Remove the model/provider override or disclose it prominently and require explicit operator approval before invoking an external coding CLI or billed model.
How audits are shown
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 $0.00053 $0.00926
Opus 5.5 $0.00021 $0.00370
Sonnet 5.5 $0.00011 $0.00185
Haiku 4.5 $0.00005 $0.00093

Measured 1mo ago against content hash b2f74fae305e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

wire-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 1mo 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.

.cline/skills/wire-observability/SKILL.md · 98 lines

How it starts

The opening of the file, as written. The whole thing — 98 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Wire Observability

HARD GATE — HARD GATE — Observability is not optional. Before shipping, verify: structured logging is in place, key metrics are instrumented, error cases emit signals. 'We'll add metrics later' becomes 'never.'

Add structured logging, observability commands, and idempotent setup scripts. Can be invoked at any phase — recommended at the end of the first working slice, before the first deploy.

What this sets up

  1. Structured JSON logging — machine-readable logs for debugging and observability
  2. Observability commands — how to check the system's health documented in CLAUDE.md
  3. Idempotent setup scripts — scripts that can be run repeatedly without side effects

Process

1. Assess current state

Check what's already in place:

  • Is there a logging library? (pino, winston, structlog, zap, slog, etc.)
  • Is logging JSON or plain text?
  • Is there a health check endpoint or command?
  • Are there setup scripts? Are they idempotent?

2. Add structured JSON logging

For user-facing CLI output: plain text is fine. For everything else: structured JSON.

Structured log entry format:

{
  "level": "info",
  "timestamp": "2025-01-15T10:23:45.123Z",
  "message": "User created",
  "userId": "usr_abc123",
  "requestId": "req_xyz789"
}

Guidelines:

  • Include level, timestamp, message in every entry
  • Add context fields relevant to the operation (userId, requestId, traceId)
  • Log at boundaries: HTTP requests in/out, DB queries, external API calls, background job start/end
  • Log errors with stack traces: logger.error({ err, context }, "Operation failed")
  • Never log secrets, passwords, tokens, or PII

3. Document observability commands in CLAUDE.md

Add an "Observability" section to the project's CLAUDE.md:

## Observability

| What | Command |
|------|---------|
| View logs | `<log tail command>` |
| Health check | `<health check command>` |
| Check DB connection | `<db ping command>` |
| View metrics | `<metrics command>` |

Read the full file on GitHub · 98 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. 1mo ago First seen · 98 lines · 53 tokens per session scan A b2f74fae305e

Subscribe to this mod's changes

wire-observability is a skill published in the GitHub repository danielvm-git/bigpowers (273 stars, last pushed 1mo ago), licensed MIT. It adds 53 tokens to every session and 926 once invoked, about $0.0002 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.

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