Codex Model Routing Team logo

Codex Model Routing Team

Community
zjp1997720
codex-model-routing-team

为有净收益的独立子任务安排多模型协作;简单或强顺序任务直接执行。

Overview

Publisherzjp1997720
Repositoryzhijian-skills
Skill namecodex-model-routing-team
Stars
780
Forks
99
Bundled files
36
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.

  • 36 bundled files

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

  • Open source

    Published by zjp1997720 on GitHub. Read the source before you install it.

Installation

Install the Codex Model Routing Team 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/zjp1997720/zhijian-skills/tree/main/skills/codex-model-routing-team
  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/zjp1997720/zhijian-skills.git /tmp/zhijian-skills
mkdir -p .claude/skills
cp -r /tmp/zhijian-skills/skills/codex-model-routing-team .claude/skills/codex-model-routing-team
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Codex Model Routing Team 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 Codex Model Routing Team 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 Codex Model Routing Team 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.

Codex 模型路由团队

主 Agent 保持模型并负责集成验收;独立执行交给 1–3 个 Worker。两个以上 Worker 先编译 TeamPlan;边界明确且可验收的执行默认 GPT-6 Luna XHigh,复杂执行 Luna Max;未决判断 Sol Medium/High,高风险 Sol High,关键独立审查 Sol XHigh。派遣前声明 task_contract:决策是否已定、如何验收;提示词长或文件多不单独触发 Sol。

按需选择路径

  • 默认原生 Standard、新 standard 团队且单元可共用风险路由:读 原生简洁路径,用 scripts/prepare_native_team.py 一次生成已校验派遣参数和初始账本。
  • 路由不同、Fast、单 Worker 或已有团队恢复:读 编译器接口;两个以上 Worker 按 TeamPlan 校验,原生执行读 生命周期。
  • 需要用户明确要求的持久 Task:核对宿主授权后读 Thread 生命周期 与 监督协议。worktree 需求本身不授权创建 Task。
  • 用户点名 exact CLI model:读 CLI Surface,核对 help/catalog、授权与 fresh context。
  • 上游 Skill 已定义拆分、阶段和产物时,遵守 适配协议,不重做阶段门或业务账本。

所有路径共用

  1. 自动派遣需 2+ 独立交付物且净收益为正;点名单 Worker 可执行,否则主 Agent 直接完成。
  2. 编译器读取 registry 并执行 RoutePlan 校验,不省略 Provider、live schema 或数据边界。特殊 Provider/覆盖或失败诊断才展开 Provider、路由、Surface;不用每次先读齐。
  3. 派遣前明确 unit、唯一 task_id、权限、精确所有权和验收;完整 任务包 仅在输入/上下文/权限复杂时展开。主 Agent 保持集成和最终验收。
  4. 默认 standard 6/8/3,实际受 live child slots 及更严的用户上限约束;expanded 12/16/6 仅按 TeamPlan 容量门启用。每 unit 最多 2 次 attempt、一次 follow-up;失败只沿 预声明链。
  5. 结果经主 Agent 验证后采纳,正式状态确认收口并运行 scripts/validate_team_ledger.py。编译准备不等于已执行,不把创建回执当完成。

硬门

  • registry 决定范围;live schema 只证明当前 host 接受精确组合。requested/accepted/observed 分开记录,未回显为 unknown。
  • GPT-6.1 Sol / GPT-6 Luna 的官方 catalog 均为 V2;本 Skill 将所有 Worker 限制为叶子执行角色,禁止继续派遣。当前 host 必须接受精确模型组合。
  • 不加 model: luna frontmatter;编排入口留在协作父 Agent,Luna 只做 Worker。
  • Luna 最低 XHigh;Sol 最低 Medium;Terra 仅显式首项;Grok 过门;Gemini 3.6 blocked。DeepSeek 4.1/Gemini 3.8 仅走 manual/experimental CLI。禁止 Ultra。
  • Fast 即 service_tier=priority;live schema 无字段时一律 Standard,不把 catalog 或请求值冒充 observed Fast。
  • app_thread 只用于 worktree、侧栏、跨任务恢复、耐久监督或预声明 fallback,并且必须有 live 能力与宿主授权证据。
  • Worker 不得继续派生或执行发布、发送、付款、删除、账户、生产变更;主 Agent 不切换模型。
  • TeamPlan 不创建 Planner、不调用重型计划、不落持久文件;同波写冲突、依赖环、超预算、计划外 Worker、下放验收必须拒绝。
  • 未确认返回值或 pendingWorktreeId 不得当正式身份;UNKNOWN 禁止追问、归档、fallback、重复创建、改库。

输出契约

交付须经主 Agent 验证,包含可审计的 Surface、模型、推理、速度、上下文、Provider 门、尝试、fallback、采纳及收尾状态。编译器见 RoutePlan 编译器接口;边界见 验证案例 与 evals/。

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 Codex Model Routing Team AI skill do?

为有净收益的独立子任务安排多模型协作;简单或强顺序任务直接执行。

Why use Codex Model Routing Team on TypingMind?

Because you install it once and use it with any model. Codex Model Routing Team 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 Codex Model Routing Team in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/zjp1997720/zhijian-skills/tree/main/skills/codex-model-routing-team. 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 Codex Model Routing Team?

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 Codex Model Routing Team?

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

Is the Codex Model Routing Team AI skill free?

Yes. It is published on GitHub by zjp1997720 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.

View all

Set up your own AI workspace now

Get notified about new features and future giveaways by subscribing to our newsletter 👇