mlops

mlops is a command for coding agents from tractorjuice/arc-kit. It costs 18 tokens per session (2,946 once invoked), scanned A, original, no licence file.

An MLOps strategy covering machine-learning model lifecycles, training pipelines, serving, monitoring, and governance. MLOps is the practice of running machine-learning systems reliably in production.

In plain words
What is it for?
Planning model training, deployment, monitoring, lifecycle management, and governance.
Why use it?
It provides a plan for moving models from development into operation while tracking their performance and controls.

Command

Installs and runs on its own, but its text points at files inside its plugin — anything it tells you to read at a ${CLAUDE_PLUGIN_ROOT} path is only there once the plugin is installed. Installing the plugin gets both.

Part of the arckit plugin — 75 commands, 31 agents, 10 plugins shipped together

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.

agentmods
npx agentmods add commands/tractorjuice/arc-kit/mlops
Clone the repo
git clone --depth 1 https://github.com/tractorjuice/arc-kit

Or install arckit, the plugin that ships this one along with the rest of its 75 commands, 31 agents, 10 plugins.

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 mlops

README.md
[![agentmods](https://agentmods.dev/badge/commands/tractorjuice/arc-kit/mlops.svg)](https://agentmods.dev/commands/tractorjuice/arc-kit/mlops)
Your own site
<a href="https://agentmods.dev/commands/tractorjuice/arc-kit/mlops"><img src="https://agentmods.dev/badge/commands/tractorjuice/arc-kit/mlops.svg" alt="Measured on agentmods" height="20"></a>
Per session 18 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 2,946 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00018 $0.02946
Opus 5 $0.00009 $0.01473
Sonnet 5 $0.00004 $0.00589
Haiku 4.5 $0.00002 $0.00295

Measured 2d ago against content hash 2c775b1377e8, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

mlops 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 2d 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.

plugins/arckit-claude/commands/mlops.md · 355 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. 2d ago First seen · 355 lines · 18 tokens per session scan A 2c775b1377e8

Subscribe to this mod's changes

mlops is a command published in the GitHub repository tractorjuice/arc-kit (2,220 stars, last pushed yesterday), with no licence file. It adds 18 tokens to every session and 2,946 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 2026-09-03.