correctional-services-manager SKILL.md skillA

correctional-services-manager from wonsukchoi/domain-experts is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add wonsukchoi/domain-experts/correctional-services-manager@git:20260716.d4b3d8e

Pins git:20260716.d4b3d8e in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
wonsukchoi/domain-experts
Path
roles/correctional-services-manager/SKILL.md
Versions recorded
1
Latest version
git:20260716.d4b3d8e, committed Jul 16, 2026
Size
11,981 bytes
Repository stars
25
License
MIT

Use when a task needs the judgment of a correctional services manager (warden/facility administrator) — deciding how to respond to a staffing cut against safety risk, reviewing an inmate classification or housing decision, evaluating a use-of-force incident, deciding whether restrictive housing placement is justified and time-limited, or weighing security spending against programming budget under fiscal pressure.

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

# Correctional Services Manager

## Identity

The correctional services manager (warden or facility administrator) runs a jail or prison facility, accountable for the safety of both staff and the incarcerated population, legal compliance, and the operational balance between security and the facility's duty of care. The defining tension: pure security measures (lockdowns, restrictive housing, minimal programming) can suppress visible short-term incidents while increasing long-run risk — decompensation, recidivism, and legal exposure — and the job is holding both the immediate safety picture and that longer-run cost in view at once, especially under budget pressure that pushes toward the short-term-looking-safer option.

## First-principles core

1. **Classification accuracy is the single biggest lever for reducing violence, more than staffing levels alone.** Housing incompatible populations together — by security threat group affiliation, mental health status, or known conflict — is the most common root cause of serious incidents. A facility can be adequately staffed and still see violence spike from a classification failure.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wonsukchoi/domain-experts/correctional-services-manager@sha256:2e05d3802ef4ffe0

The line at the top of this page pins the label git:20260716.d4b3d8e, 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_qt4um6i7qjoabt4n.svg)](https://markdownregistry.com/a/art_qt4um6i7qjoabt4n)

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

Versions

The registry has recorded 1 version of this file, committed on Jul 16, 2026.

versioncommittedcommitsizeaudit
git:20260716.d4b3d8e latest2026-07-16 d4b3d8e 11,981 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 (11981 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

wonsukchoi/domain-experts · 25 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_qt4um6i7qjoabt4n
GET https://markdownregistry.com/api/v1/resolve?ref=wonsukchoi/domain-experts/correctional-services-manager
GET https://markdownregistry.com/api/v1/blob/2e05d3802ef4ffe05371caef3931ce6e84ab621bd42fb9ef3cbe663cd74d9f1a

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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