agent-production-operations SKILL.md skillA

agent-production-operations from magnus919/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add magnus919/agent-skills/agent-production-operations@git:20261020.03a72d6

Pins git:20261020.03a72d6 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
magnus919/agent-skills
Path
agent-production-operations/SKILL.md
Versions recorded
5
Latest version
git:20261020.03a72d6, committed Oct 20, 2026
First version recorded
Aug 14, 2026
Size
16,842 bytes
Repository stars
140
License
MIT

Operate an evaluated agent with tools and authority in production through a runtime control plane covering versioning, staged rollout, fallback, cost and latency budgets, tool health, human escalation, disablement, and trace-to-eval feedback. Do not use for building agents, designing evals, or general release, SRE, security, or platform engineering — those methods stay with their specialist skills.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# agent-production-operations

A runtime control plane for taking an evaluated agent with tools and authority
into controlled production operation. This bundle bridges the gap between
passing evaluations and safe production use: it defines how an agent is
versioned, rolled out, monitored, constrained, escalated, and disabled — and
how production evidence feeds back into evaluation and release decisions.

The bundle does **not** build agents, design evaluations, run release pipelines,
or own infrastructure. It composes those concerns from existing specialist
skills and owns only the runtime control decisions between them.

## When to load this

Load this bundle when you are operating an agent that:
- Has passed evaluation and is cleared for production consideration.
- Has tools with side effects and delegated authority that must be gated.
- Needs a staged rollout with progressive authority expansion.
- Must be monitored for cost, latency, tool health, and authority usage in
  production.
- Requires a defined fallback, escalation, and disablement path.
- Should feed production traces and incidents back into evaluation cases and
  release-gate updates.

## When not to use
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add magnus919/agent-skills/agent-production-operations@sha256:0369f3e62163a4e3

The line at the top of this page pins the label git:20261020.03a72d6, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_26pcyir2asb2smmx.svg)](https://markdownregistry.com/a/art_26pcyir2asb2smmx)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Aug 14, 2026 and Oct 20, 2026, about one every 17 days.

versioncommittedcommitsizeaudit
git:20261020.03a72d6 latest2026-10-20 03a72d6 16,842 BA view · diff
git:20261003.5f390322026-10-03 5f39032 16,708 BA view · diff
git:20260914.8b4f1b72026-09-14 8b4f1b7 16,363 BA view · diff
git:20260814.a315b772026-08-14 a315b77 15,639 BA view · diff
git:20260814.c0c76902026-08-14 c0c7690 15,690 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (16842 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

magnus919/agent-skills · 140 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_26pcyir2asb2smmx
GET https://markdownregistry.com/api/v1/resolve?ref=magnus919/agent-skills/agent-production-operations
GET https://markdownregistry.com/api/v1/blob/0369f3e62163a4e31f3c1aba20080e7d49282e0522e6e10262a686ff7e58c400

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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