correctional-services-manager

correctional-services-manager is a skill for Claude Code, Codex from wonsukchoi/domain-experts. It costs 77 tokens per session (2,261 once invoked), scanned A, original, MIT.

An operational guide for a prison warden or facility administrator responsible for safety, staffing, housing decisions, use-of-force incidents, and legal compliance. It focuses on balancing immediate security with the longer-term effects on incarcerated people and the facility.

In plain words
What is it for?
It is for reviewing inmate classification and housing, responding to staffing cuts, evaluating force incidents, and deciding whether restrictive housing is justified.
Why use it?
It helps leaders assess safety risks without relying only on lockdowns or restrictive housing, and makes the consequences of classification and staffing choices clearer.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit It is for reviewing inmate classification and housing, responding to staffing cuts, evaluating force incidents, and deciding whether restrictive housing is justified.

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Install with agentmods
npx agentmods add skills/wonsukchoi/domain-experts/correctional-services-manager
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 wonsukchoi/domain-experts --skill correctional-services-manager
Clone the repo
git clone --depth 1 https://github.com/wonsukchoi/domain-experts

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 correctional-services-manager

README.md
[![agentmods](https://agentmods.dev/badge/skills/wonsukchoi/domain-experts/correctional-services-manager/github.svg)](https://agentmods.dev/skills/wonsukchoi/domain-experts/correctional-services-manager)
Your own site
<a href="https://agentmods.dev/skills/wonsukchoi/domain-experts/correctional-services-manager"><img src="https://agentmods.dev/badge/skills/wonsukchoi/domain-experts/correctional-services-manager/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 correctional-services-manager

Your own site · 80×15
<a href="https://agentmods.dev/skills/wonsukchoi/domain-experts/correctional-services-manager"><img src="https://agentmods.dev/badge/skills/wonsukchoi/domain-experts/correctional-services-manager.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 77 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,261 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 original 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 $0.00077 $0.02261
Opus 5 $0.00039 $0.01130
Sonnet 5 $0.00015 $0.00452
Haiku 4.5 $0.00008 $0.00226

Measured 9d ago against content hash 2e05d3802ef4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

correctional-services-manager 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 9d 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.

roles/correctional-services-manager/SKILL.md · 77 lines

How it starts

The opening of the file, as written. The whole thing — 77 lines — stays where its author put it; the contents beside it link to each section on GitHub.

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.
  2. Staffing ratio has a nonlinear relationship to incident rate, not a gradual one. Below a facility's specific critical-minimum staff-to-inmate ratio, supervision capacity for de-escalation collapses and incident rates climb sharply rather than incrementally — treating staffing cuts as a smooth tradeoff misreads the actual risk curve.
  3. Use-of-force policy exists to be the ceiling on response, not the default, and every incident is a policy question to investigate, not a routine event to log. Facilities that treat use-of-force as ordinary and skip systematic after-action review see rates climb over time, because the systemic conditions that produced each incident go unaddressed.
  4. Litigation and legal exposure in corrections is driven overwhelmingly by documented negligence, not by incidents themselves. Courts assess whether a known, foreseeable risk was addressed — documented classification review, mental health screening, compliance with mandatory reporting timelines — which makes documentation itself a risk-management control, not paperwork overhead layered on top of the real work.
  5. A facility exists in permanent tension between security and duty of care, and over-indexing on security has a delayed, not absent, cost. Extended restrictive housing use, for example, reduces visible incident counts in the short term but is linked to mental health decompensation and elevated self-harm risk — a cost that shows up later, in a different column, but is no less real for being deferred.

Read the full file on GitHub · 77 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 9d ago First seen · 77 lines · 77 tokens per session scan A 2e05d3802ef4

Subscribe to this mod's changes

correctional-services-manager is a skill published in the GitHub repository wonsukchoi/domain-experts (15 stars, last pushed 4d ago), licensed MIT. It adds 77 tokens to every session and 2,261 once invoked, about $0.0004 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.

Related

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