Mrl Deskbook

Community

jgsystemsconsulting

mrl-deskbook

Knowledge base from the Manufacturing Readiness Level (MRL) Deskbook (Version 2025, 1 May 2025, OSD ManTech / Joint Service/Industry MRL Working Group). Use for manufacturing maturity and producibility risk in defense acquisition: ten-level MRL scale (target, not grade); demonstration environments; nine Section 2.4 threads; Adaptive Acquisition Framework pathway targets; assessment-to-MMP loop; contract language (Section L/M, SOW, AS6500A, DIDs); criteria adaptation for S and T, sustainment and depot, limited systems including ships, and industry gates; and OT cybersecurity screening inside an assessment. Manufacturing-readiness focused: it measures producibility risk and frames mitigation; it is not a technology-readiness (TRL) guide, not a full systems-engineering process model, not a cost-estimating or schedule guide, and not a deep cybersecurity audit method (see sibling packs for those).

Overview

Publisher	jgsystemsconsulting
Repository	`jgs-se-knowledge-packs`
Skill name	`mrl-deskbook`
Stars	121
Forks	1
Bundled files	13
Links	Skill source Repository Homepage

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
13 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by jgsystemsconsulting on GitHub. Read the source before you install it.

Installation

Install the Mrl Deskbook AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/jgsystemsconsulting/jgs-se-knowledge-packs/tree/main/packs/mrl-deskbook
Enable the skill in any chat where you want it available.

Store

Installed

Skills

Add skills

Import one or more skills from a public GitHub folder or a local .skill or .zip archive, or SKILL.md file.

From GitHub URLFrom .skill, .zip, or SKILL.md

GitHub repo or folder

https://github.com/jgsystemsconsulting/jgs-se-knowledge-packs/tree/main/packs/mrl-deskbook

Points to a single skill folder, or any folder that contains multiple skills. Public repos only.

CancelContinue

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/jgsystemsconsulting/jgs-se-knowledge-packs.git /tmp/jgs-se-knowledge-packs
mkdir -p .claude/skills
cp -r /tmp/jgs-se-knowledge-packs/packs/mrl-deskbook .claude/skills/mrl-deskbook

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Mrl Deskbook in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Mrl Deskbook on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Mrl Deskbook is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Manufacturing Readiness Level (MRL) Deskbook (Version 2025)

Source: OSD Manufacturing Technology Program with the Joint Service/Industry MRL Working Group. US Government work, public domain under 17 U.S.C. 105; Distribution A, approved public release; DOPSR Case # 25-T-1829. Advisory best practice, not a DoD requirement. See LICENSE.

When to use

Use when a program, project, or supplier question is about manufacturing maturity, producibility risk, MRL targets on an acquisition pathway, running an MRL Assessment, writing a Manufacturing Maturation Plan, putting maturity into contract language, adapting criteria, or screening operational-technology cybersecurity on the shop floor.

Prerequisites: none. Plain Markdown. No MCP server, API key, or licence tier needed at runtime.

How to Use This Skill

No arguments: read the Chapter Index and open the chapter that matches the question.
Topic question (thread, environment, MMP, contract language, OT screening): use Topic Index chNN tokens.
Lifecycle question (MSA, TMRR, EMD, LRIP, FRP, MTA, UCA): start with ch03, then assessment and MMP chapters.

Chapter Index

Ch	File	Job
01	ch01-mrl-deskbook-introduction.md	Purpose, organization, advisory status, Version 2025 structure
02	ch02-mrl-deskbook-scale-threads-and-trl.md	Scale, environments, nine threads, MRL and TRL
03	ch03-mrl-deskbook-adaptive-acquisition-framework.md	MCA, MTA, UCA pathway targets
04	ch04-mrl-deskbook-conducting-assessments.md	Scope, taxonomy, team, self-assessment, site visit, report
05	ch05-mrl-deskbook-maturation-plans-and-risk.md	MMP and risk-management practice
06	ch06-mrl-deskbook-contract-language.md	Planning, RFP, SOW, deliverables, quality, AS6500A
07	ch07-mrl-deskbook-users-guide.md	Excel Users Guide use; workbook stays external
08	ch08-mrl-deskbook-adapting-criteria.md	S and T, sustainment and depot, limited systems including ships, industry
09	ch09-mrl-deskbook-ot-cybersecurity.md	OT screening inside a manufacturing assessment

Topic Index

Introduction and advisory status: ch01
Responsible organization and assessed organization: ch01
Ten-level scale and non-linear targets: ch02
Demonstration environments: ch02
Nine threads and sub-threads: ch02
MRL and TRL relationship: ch02
Adaptive Acquisition Framework pathways: ch03
MCA phase targets: ch03
MTA Rapid Prototyping and Rapid Fielding: ch03
UCA targets: ch03
Assessment scope and taxonomy: ch04
Self-assessment and site visit: ch04
Assessment report: ch04
Manufacturing Maturation Plan: ch05
Risk-management best practices: ch05
RFP Section L and Section M: ch06
SOW, DIDs, AS6500A: ch06
Users Guide workbook: ch07
S and T adaptation: ch08
Sustainment and depot adaptation: ch08
Single-system and ship adaptation: ch08
Industry gated development: ch08
Operational technology cybersecurity screening: ch09

Supporting Files

glossary.md: Version 2025 terms, role pair, Appendix E acronyms
cheatsheet.md: Version 2025 quick reference
patterns.md: Version 2025 When / How / Trade-offs patterns

Scope and Limits

Manufacturing readiness and producibility risk for defense acquisition practice. This skill is not a technology-readiness (TRL) guide, not a full systems-engineering process model, not a cost-estimating or schedule guide, and not a deep cybersecurity audit method. Appendix A criteria matrix cells are not reproduced. The Excel Users Guide remains an external workbook. DoDI 5000.88, FAR, and DFARS are named only, never quoted.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Mrl Deskbook AI skill do?

Why use Mrl Deskbook on TypingMind?

Because you install it once and use it with any model. Mrl Deskbook is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Mrl Deskbook in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/jgsystemsconsulting/jgs-se-knowledge-packs/tree/main/packs/mrl-deskbook. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Mrl Deskbook?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Mrl Deskbook?

As many as you like. As long as a model supports skills, you can use Mrl Deskbook with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Mrl Deskbook AI skill free?

It is published on GitHub by jgsystemsconsulting. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

Manufacturing Readiness Level (MRL) Deskbook (Version 2025)

When to use

How to Use This Skill

Chapter Index

Topic Index

Supporting Files

Scope and Limits

Bundled files

Frequently asked questions

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