Production Health & Optimization

Production Health & Optimization is a skill for Claude Code, Codex from andreibesleaga/GABBE. It costs 22 tokens per session (1,010 once invoked), scanned A, original, no licence file.

Guidance for keeping agent-driven systems stable, limiting repetitive loops, controlling costs, and enforcing rest periods. Agentic loops are repeated actions where an agent keeps working without making useful progress.

In plain words
What is it for?
Use it to set operational safeguards for coding agents and other automated systems.
Why use it?
It helps prevent runaway work, unnecessary spending, and unstable long-running processes.

Skill for Claude CodeCodex

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

Good fit Use it to set operational safeguards for coding agents and other automated systems.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/andreibesleaga/gabbe/production-health
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 andreibesleaga/GABBE --skill production-health
Clone the repo
git clone --depth 1 https://github.com/andreibesleaga/GABBE

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 Health & Optimization

README.md
[![agentmods](https://agentmods.dev/badge/skills/andreibesleaga/gabbe/production-health/github.svg)](https://agentmods.dev/skills/andreibesleaga/gabbe/production-health)
Your own site
<a href="https://agentmods.dev/skills/andreibesleaga/gabbe/production-health"><img src="https://agentmods.dev/badge/skills/andreibesleaga/gabbe/production-health/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 Health & Optimization

Your own site · 80×15
<a href="https://agentmods.dev/skills/andreibesleaga/gabbe/production-health"><img src="https://agentmods.dev/badge/skills/andreibesleaga/gabbe/production-health.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 22 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,010 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 $0.00022 $0.01010
Opus 5 $0.00011 $0.00505
Sonnet 5 $0.00004 $0.00202
Haiku 4.5 $0.00002 $0.00101

Measured 7d ago against content hash 4d4b5b99d17f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

Production Health & Optimization 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 7d 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/ops/production-health.skill.md · 87 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

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. 7d ago First seen · 87 lines · 22 tokens per session scan A 4d4b5b99d17f

Subscribe to this mod's changes

Production Health & Optimization is a skill published in the GitHub repository andreibesleaga/GABBE (22 stars, last pushed 2d ago), with no licence file. It adds 22 tokens to every session and 1,010 once invoked, about $0.0001 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 2026-09-04.