Complex Task Orchestrator Agent Skill

Orchestrates long-running multi-stage tasks through structured planning, executor-evaluator subagent loops, and rigorous acceptance…

Context cost
4.5k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 18.0 kBtext throughout, nothing executable
Licence
Source-availablethe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

长程/复杂任务编排工作指导。接收复杂任务后,依次完成验收标准确认、计划拆分与自审、项目文件初始化、子任务文档创建、执行者-评估者 subagent

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

productivity
Filed under

AI & Agents

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md18.0 kB · preview
--- name: complex-task metadata: openclaw: emoji: 🗂️ ---
10# Complex Task — 复杂任务执行指导
11
12**触发条件**:任务涉及多个交付阶段、需要协调多个 crew、或估计完成周期超过单次对话的长程任务。
13
14**适用领域**:深度调研、自媒体内容生产、视频生成、故障排查与根因分析、多维度数据处理、配置新的对内/外 crew、开发新的技能等。
15
16## 核心原则
17
18- 1. 主 agent 只充当 planner 和 project manager,负责与用户确认、治理流程、维护文档、推动执行,不直接承担已拆分子任务的具体生产工作。
19- 2. agent 与 subagent 的协作,不应主要依靠对话,而应主要依靠**交付物、任务文档、验收文档、结构化约束和明确 verdict**。
20- 3. 计划确定后,所有子任务必须通过 sessions_spawn 交给 subagent;主 agent 不得代做任何子任务。
21- 4. 每个子任务都必须有一对 subagent:执行者 + 评估者。最终聚合后还必须有一个单独的整体评估 subagent。
22- 5. 子任务是否可接受,只能由对应 evaluator subagent 给出 verdict。不能因为“看到了新产物”就自行把状态改成完成。
23- 6. 执行 subagent、评估 subagent、整体评估 subagent,都应优先从 allowAgents 白名单内选择最合适的 crew;如果 allowAgents 为空或没有合适的 crew,则 spawn 给自己。
24
25## 术语
26
27- **主 agent**:和用户直接交互,负责确认、编排、巡检、变更管理和最终交付。
28- **执行者**:某个子任务的 executor subagent,负责依据 task.md 产出交付物。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md1,224 words
Files1
LicenceSource-available
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈50
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
4,450
on trigger
The instruction body, read only when the skill fires.
2.3%
of a 200k window
Ten skills this size would take about 23% of the window before you open a file.
050k100k150k200k context window

4.5k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

1 file, 18.0 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md18.0 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 1 file you can review in full before installing. The Source-available licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Complex Task Orchestrator · 4.5k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/complex-task-orchestrator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/complex-task-orchestrator" ] && { [ ! -e .claude/skills/complex-task-orchestrator ] || { mv .claude/skills/complex-task-orchestrator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/complex-task-orchestrator" .claude/skills/ && echo "Installed .claude/skills/complex-task-orchestrator"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add teamwiseflow/complex-task-orchestrator

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/complex-task-orchestrator/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/complex-task-orchestrator/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/complex-task-orchestrator" ] && { [ ! -e ~/.claude/skills/complex-task-orchestrator ] || { mv ~/.claude/skills/complex-task-orchestrator "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/complex-task-orchestrator" ~/.claude/skills/ && echo "Installed ~/.claude/skills/complex-task-orchestrator" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/complex-task-orchestrator/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as complex-task in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, complex-task-orchestrator.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referenceteamwiseflow/complex-task-orchestrator

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

—no reviews yet

Nobody has reviewed this skill yet. The rating is the mean of the reviews written here, so there is none until somebody writes the first.

Sign in to review it

A review is tied to an account so it can be answered, edited and taken down by the person who wrote it.

Sign in
Who can post

Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Publisher
Servers0
Claim this skill