de-production-readiness

de-production-readiness is a skill for Claude Code, Codex from ivanshamaev/de-agent-skills. It costs 113 tokens per session (8,152 once invoked), scanned B, original, no licence file.

A guide to making data engineering systems ready for reliable production use.

In plain words
What is it for?
It covers idempotent writes, retry strategies, SLA and freshness checks, and structured logging for pipelines.
Why use it?
It helps prevent duplicate data, weak retry handling, missed freshness problems, and unclear operational logs.

Skill for Claude CodeCodex

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

Good fit It covers idempotent writes, retry strategies, SLA and freshness checks, and structured logging for pipelines.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ivanshamaev/de-agent-skills/de_production_readiness
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 ivanshamaev/de-agent-skills --skill de_production_readiness
Clone the repo
git clone --depth 1 https://github.com/ivanshamaev/de-agent-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 de-production-readiness

README.md
[![agentmods](https://agentmods.dev/badge/skills/ivanshamaev/de-agent-skills/de_production_readiness/github.svg)](https://agentmods.dev/skills/ivanshamaev/de-agent-skills/de_production_readiness)
Your own site
<a href="https://agentmods.dev/skills/ivanshamaev/de-agent-skills/de_production_readiness"><img src="https://agentmods.dev/badge/skills/ivanshamaev/de-agent-skills/de_production_readiness/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 de-production-readiness

Your own site · 80×15
<a href="https://agentmods.dev/skills/ivanshamaev/de-agent-skills/de_production_readiness"><img src="https://agentmods.dev/badge/skills/ivanshamaev/de-agent-skills/de_production_readiness.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 113 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 8,152 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 2 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 $0.00113 $0.08152
Opus 5 $0.00056 $0.04076
Sonnet 5 $0.00023 $0.01630
Haiku 4.5 $0.00011 $0.00815

Measured 9d ago against content hash d3659c732b28, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade B, and why

de-production-readiness scanned grade B with 2 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 9d 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.

Sends data to an external URLmediumData exfiltration

A POST to an outside endpoint may be telemetry or may be exfiltration; either way the mod talks to somewhere, and you should know where.

resp = requests.post( "https://events.pagerduty.com/v2/enqueue",

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

resp = requests.get(url, timeout=10)
skills/de_production_readiness/SKILL.md · 1,025 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. 9d ago First seen · 1,025 lines · 113 tokens per session scan B d3659c732b28

Subscribe to this mod's changes

de-production-readiness is a skill published in the GitHub repository ivanshamaev/de-agent-skills (18 stars, last pushed 3mo ago), with no licence file. It adds 113 tokens to every session and 8,152 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it B with 2 findings (sends data to an external url, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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