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Offline Prompt Packager

Community
zhaohui-yang
offline-prompt-packager

把基于 prompts/ 主源的 skill 打包成断网单机可用的离线提示词包。Use when the user wants to export/package offline prompts for disconnected hosts (WebUI、Qwen、AnythingLLM、Claude.ai), generate self-contained system_prompt / user_prompt bundles, or build a per-文种 prompt.

Overview

Publisherzhaohui-yang
Repositoryofficial-document-drafting
Skill nameoffline-prompt-packager
Stars
148
Forks
19
Bundled files
Instructions only
Links
  • 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.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by zhaohui-yang on GitHub. Read the source before you install it.

Installation

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

1

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.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/zhaohui-yang/official-document-drafting/tree/main/skills/offline-prompt-packager
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

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/zhaohui-yang/official-document-drafting.git /tmp/official-document-drafting
mkdir -p .claude/skills
cp -r /tmp/official-document-drafting/skills/offline-prompt-packager .claude/skills/offline-prompt-packager
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Offline Prompt Packager 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 Offline Prompt Packager 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 Offline Prompt Packager 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.

离线提示词打包器

把一个基于 prompts/ 主源的 skill 打包成断网单机也能用的提示词包——目标是只能粘贴提示词、装不了 skill 的宿主(WebUI / Qwen / AnythingLLM / Claude.ai)。

这是「打包」元能力,不改写规则:所有内容都从 prompts/ 主源内联,保证离线包和在线 skill 同源、不漂移。

文件索引

src/adapters/offline/build.py        # 离线打包主入口(CLI)
src/adapters/shared.py               # render_offline_system_prompt 等共享渲染(在线/离线共用;再导出层,实现在同目录 paths/profiles/doc_types/rendering)
prompts/profiles/default.toml    # 离线 profile(system 分层、文种目录、兜底骨架)
prompts/core/*.md                # 共享总规则主源(离线内联)
dist/offline/<profile>/...       # 打包产物

调用方式

  • 全量重建仓库内置离线产物:python3 src/adapters/offline/build.py(不传参=全文种)。
  • 只出基础系统提示词:--emit-system。
  • 按文种拼 System + User 完整提示词:--doc-type <文种>,可加 --instruction/--material-file/--include-examples。
  • 指定 profile:--profile default(当前内置 default 一套)。
  • 列出支持文种:--list-doc-types;写到单文件:-o 输出.md。
bash
python3 src/adapters/offline/build.py                          # 全量重建
python3 src/adapters/offline/build.py --doc-type 通知 -o 通知-离线.md

默认流程

  1. 选任务:基础 system(--emit-system)或按文种完整提示词(--doc-type)。
  2. 生成后产物落 dist/offline/<profile>/;分发时整包提示词粘进宿主即可。
  3. 改了 prompts/ 主源后重新打包,保证离线包与在线 skill 同源。

复用到其它 skill

打包逻辑(system/user/profile 分层、内联主源)与公文内容无强绑定。把另一个 skill 的规则也组织成 prompts/core/* + prompts/profiles/*.toml + 文种/任务目录后,可复用本入口打包成离线提示词。

边界

  • 离线包是「快照」:主源更新后必须重新打包,否则会和在线 skill 漂移。
  • profile 机制保留可扩展(prompts/profiles/ 下可再加 profile);当前内置 default 一套。

Frequently asked questions

What does the Offline Prompt Packager AI skill do?

把基于 prompts/ 主源的 skill 打包成断网单机可用的离线提示词包。Use when the user wants to export/package offline prompts for disconnected hosts (WebUI、Qwen、AnythingLLM、Claude.ai), generate self-contained system_prompt / user_prompt bundles, or build a per-文种 prompt.

Why use Offline Prompt Packager on TypingMind?

Because you install it once and use it with any model. Offline Prompt Packager 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 Offline Prompt Packager in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/zhaohui-yang/official-document-drafting/tree/main/skills/offline-prompt-packager. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Offline Prompt Packager?

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 Offline Prompt Packager?

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

Is the Offline Prompt Packager AI skill free?

It is published on GitHub by zhaohui-yang. 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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