loop-engineering SKILL.md skillA

loop-engineering from jzkk720/cubecloud-skills-bundle-kit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jzkk720/cubecloud-skills-bundle-kit/loop-engineering@git:20260922.839adde

Pins git:20260922.839adde in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jzkk720/cubecloud-skills-bundle-kit
Path
upstream/loop-engineering/SKILL.md
Versions recorded
1
Latest version
git:20260922.839adde, committed Sep 22, 2026
Size
2,775 bytes
Repository stars
4
License
a license file GitHub does not identify

Design, scaffold, score, schedule, and govern autonomous agent loops. Use when building loop infrastructure — the mechanism layer that runs, monitors, and recovers agent loops. Complements loopy (loop content/design) with loop execution infrastructure. Covers loop scaffolding, health scoring, cron scheduling, governance policies, and failure recovery patterns.

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

# Loop Engineering

Build and operate the infrastructure that runs autonomous agent loops — the
mechanism layer that schedules, monitors, scores, and recovers loops. This is
the engineering counterpart to loopy (which designs loop content and
boundaries).

## When to use

- Building a new autonomous agent loop from scratch
- Adding scheduling, monitoring, or recovery to an existing loop
- Auditing loop infrastructure for reliability gaps
- Setting up loop governance (rate limits, budgets, approval gates)
- Debugging a loop that stalls, spins, or silently fails

## Core concepts

### Loop anatomy

Every loop has:
- **Trigger**: What starts it (cron, webhook, event, manual)
- **Body**: The work it does (triage → act → verify)
- **Gate**: What stops it (budget, time, approval, success signal)
- **Recovery**: What happens on failure (retry, escalate, pause, alert)

### Loop health scoring

Score loops on:
- **Completion rate**: % of runs that reach a terminal state
- **Budget adherence**: % of runs within token/cost budget
- **Action rate**: % of runs that produce a meaningful action (not just "no-op")
- **Recovery rate**: % of failures that self-recover without human intervention
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jzkk720/cubecloud-skills-bundle-kit/loop-engineering@sha256:8971496ee7be367a

The line at the top of this page pins the label git:20260922.839adde, 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_eyoyd5lycyxqqhlj.svg)](https://markdownregistry.com/a/art_eyoyd5lycyxqqhlj)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 22, 2026.

versioncommittedcommitsizeaudit
git:20260922.839adde latest2026-09-22 839adde 2,775 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 (2775 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

jzkk720/cubecloud-skills-bundle-kit · 4 stars · license a license file GitHub does not identify · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_eyoyd5lycyxqqhlj
GET https://markdownregistry.com/api/v1/resolve?ref=jzkk720/cubecloud-skills-bundle-kit/loop-engineering
GET https://markdownregistry.com/api/v1/blob/8971496ee7be367ac6e320e0b4818ba76805d33c7b6ea4d91c8d3f25f9dcd0ba

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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Every file in jzkk720/cubecloud-skills-bundle-kit

Other files named loop-engineering

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