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Public Synthetic Queue

Community
xcosmosbox
public-synthetic-queue

Synthetic multi-document input example; never private evaluation data.

Overview

Publisherxcosmosbox
RepositoryCairn
Skill namepublic-synthetic-queue
Stars
83
Forks
9
Bundled files
2
LicenseMIT
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.

  • 2 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by xcosmosbox on GitHub. Read the source before you install it.

Installation

Install the Public Synthetic Queue 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/xcosmosbox/Cairn/tree/main/docs/coordination/reports/issue16-attempt03-20261024/original
  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/xcosmosbox/Cairn.git /tmp/Cairn
mkdir -p .claude/skills
cp -r /tmp/Cairn/docs/coordination/reports/issue16-attempt03-20261024/original .claude/skills/public-synthetic-queue
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Public Synthetic Queue 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 Public Synthetic Queue 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 Public Synthetic Queue 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.

合成队列示例 / Synthetic queue example

所有业务、名称和规则均为合成教学材料。此目录不是历史评测数据,也不代表生产建议。 All content is invented for demonstrating a small linked Skill document layout.

从队列容量理解阻塞行为,再读超时与重试预算。 两个文档共享 阻塞队列,并用显式链接表达 重试预算 → 阻塞队列 的依赖意图。

这些文档展示可供真实构建器读取的输入格式;当前 cairnd --fake 不会读取这个目录。 免费演示使用程序内固定的单概念知识,预期输出见 README。 真实 LLM 抽取/跨文档关系是否保留在本示例中未运行、未验证。

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 Public Synthetic Queue AI skill do?

Synthetic multi-document input example; never private evaluation data.

Why use Public Synthetic Queue on TypingMind?

Because you install it once and use it with any model. Public Synthetic Queue 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 Public Synthetic Queue in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/xcosmosbox/Cairn/tree/main/docs/coordination/reports/issue16-attempt03-20261024/original. 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 Public Synthetic Queue?

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 Public Synthetic Queue?

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

Is the Public Synthetic Queue AI skill free?

Yes. It is published on GitHub by xcosmosbox under the MIT license. 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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