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Agent Skill · 研究检索

agent-orchestration-kit(Agent 编排套件)

agent-orchestration-kit 用于查找、检索和筛选相关信息,适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

agent-orchestration-kit 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为只读;许可证为 MIT-0,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 24,475。

总安装 4,005周安装 162GitHub Stars 公开资料未说明下载 1,257核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT-0
版本
0.2.0

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:agent-orchestration-kit(Agent 编排套件)
来源仓库:https://github.com/kuan0808/agent-orchestration-kit
安装命令:
openclaw skills install agent-orchestration-kit
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

ClawHubOpenClaw
openclaw skills install agent-orchestration-kit

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

通过异步调度、领导协调、实时跟踪和审批工作流程,在 OpenClaw 上设置和管理多代理任务编排。

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 OpenClaw;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 openclaw skills install agent-orchestration-kit;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

agent-orchestration-kit 怎么安装?

在终端执行 openclaw skills install agent-orchestration-kit。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

agent-orchestration-kit 支持哪些 AI 工具?

公开资料标注支持 OpenClaw。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

agent-orchestration-kit 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

agent-orchestration-kit 是免费的吗?

来源标注的许可证是 MIT-0。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

agent-orchestration-kit 用的人多吗?

公开数据是累计安装 4,005 次,近一周安装 162 次,下载 1,257 次。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

agent-orchestration-kit 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 专注 OpenClaw 一种宿主,触发方式和使用习惯不用来回切换。
  • 许可证明确为 MIT-0,商用和分发边界好判断。
  • 标注为只读权限,试用阶段不容易误改本地文件。

先想清楚的地方

  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 OpenClaw,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 只想先试试效果、不希望它改动本地文件的人。

不太适合

  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
agent-orchestration-kit

Agent 编排套件 · 本页

4,005—只读MIT-0有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

name: agent-orchestration-kit description: > Use when setting up or managing a multi-agent task orchestration system on OpenClaw. Use this skill whenever the user wants to: coordinate multiple agents, set up an agent team, dispatch tasks across agents, track task progress in real-time, add approval gates to agent workflows, create a star topology with a leader agent, build a multi-agent pipeline, manage agent callbacks, or anything involving agents working together on tasks. Also use when the user says "set up agents", "build a team", "orchestrate work", "multi-agent workflow", "agent coordination", or "task dispatch". version: 0.2.0 author: kuannnn metadata: { "openclaw": { "emoji": "🎛️", "requires": { "bins": ["node"] } } }


Agent Orchestration Kit

Overview

This skill sets up a multi-agent task orchestration system on OpenClaw. It creates:

  • Star topology — Leader hub + specialist spokes, no spoke-to-spoke communication
  • Fully async dispatch — sessions_send with timeoutSeconds: 0, Leader is never blocked
  • Task file tracking — each task is a markdown file with full state, steps, outputs, and log
  • Structured callback protocol — standardized signals drive Leader's routing decisions
  • Real-time status notifications — owner sees live progress updates on every dispatched task
  • Approval workflow — nothing executes externally without explicit owner approval
  • Heartbeat safety net — automatic stale task detection and recovery every 3 minutes via OpenClaw Heartbeat

What This Kit Is

This is not a prompt pack or a collection of agent personas. It is an orchestration protocol — a set of rules that govern how multiple agents coordinate work:

  1. Leader decomposes requests into atomic tasks
  2. Each task becomes a file before dispatch — the single source of truth
  3. Agents work asynchronously and callback with structured signals
  4. Leader processes callbacks, updates status, and routes next steps
  5. Quality gates and approval workflow prevent unreviewed output from reaching external systems

The agent roles are pluggable — swap in any specialist. The orchestration rules are the constant.

Prerequisites

  1. OpenClaw v2026.2.26+ installed and openclaw onboard completed
  2. At least one auth profile exists
  3. ~/.openclaw/ directory exists

Onboarding Flow

When first triggered, this skill runs an interactive setup process.

Step 1: Prerequisites Check

  • [ ] OpenClaw installed and openclaw onboard completed
  • [ ] ~/.openclaw/ directory exists
  • [ ] At least one auth profile configured

If any prerequisite is missing, guide the user to resolve it before continuing.

Step 2: Team Selection

Present team templates. All teams include Leader (required), Executor (recommended), and the Reviewer pattern (on-demand).

TeamSpecialistsBest For
Software DevSenior Developer, Software ArchitectCode-centric projects
Content StudioContent Creator, ResearcherContent production workflows
Research & AnalysisResearcherInvestigation and deep analysis
Minimal(none — add agents later)Custom setups, start lean
See templates/teams/ for team definitions. See templates/agents/ for all available agent templates.

After team selection, the user can add individual agents from the template catalog or create custom agents.

Step 3: Instance Configuration

Collect from the owner:

  1. Name (optional) — How the team addresses the owner. Can be omitted if Leader's SOUL.md/USER.md defines identity.
  2. Timezone — For scheduling and timestamps (e.g., Asia/Taipei, US/Pacific)
  3. Communication language — Language for all owner-facing messages (agent-to-agent is English)

After collecting, write the values to shared/INSTANCE.md (created by scaffold). Also update Leader's SOUL.md communication section to reflect the chosen language.

Step 4: Run Scaffold

# Create directories, copy templates, inject orchestration rules
bash scripts/scaffold.sh \
  --skill-dir "$(pwd)" \
  --team <selected-team>

# For named leader workspaces:
# bash scripts/scaffold.sh --skill-dir "$(pwd)" --team <selected-team> --leader-workspace workspace-bae

The scaffold creates:

  • Agent workspace directories with SOUL.md and AGENTS.md
  • Orchestration protocol rules injected into every agent's AGENTS.md
  • Shared operations files (shared/operations/)
  • Task tracking directory (tasks/, tasks/archive/)
  • Heartbeat template (HEARTBEAT.md) for task status checking

Step 4b: Preview & Merge Config

Always preview before merging. Run dry-run first so the user can inspect what will change:

# Preview what will be merged (no changes written)
node scripts/patch-config.js \
  --config ~/.openclaw/openclaw.json \
  --dry-run

Show the user the dry-run output and explain what each section does. Only proceed after confirmation:

# Apply the merge
node scripts/patch-config.js \
  --config ~/.openclaw/openclaw.json

What the config patcher merges:

Config KeyWhat It SetsWhy
agents.defaultscompaction: safeguard, timeout: 1800s, maxConcurrent: 4Stable defaults for multi-agent operation
agents.list[]Agent entries (id, name, workspace, tools.deny)Register each agent with OpenClaw
tools.agentToAgentenabled: true, allow listEnable inter-agent communication
tools.sessionsvisibility: "all"Agents can see each other's sessions
tools.exec.safeBinTrustedDirs/bin, /usr/bin, /opt/homebrew/bin, /usr/local/binTrusted paths for CLI execution
session.agentToAgentmaxPingPongTurns: 3A2A session ping-pong limit
session.parentForkMaxTokens100000Fork token budget
hooks.internalboot-md, bootstrap, command-logger, session-memoryEnable internal hooks
messages.ackReactionScope"all"Acknowledgment on all messages
commandsnative: "auto", nativeSkills: "auto", restart: trueNative command settings
agents.defaults.heartbeatevery: "3m", target: "last"Heartbeat interval for task status checking

Version compatibility: The script checks for OpenClaw v2026.2.26+ features (A2A sessions, agent list, exec trusted dirs). If the version is older, it will warn and suggest upgrading.

Safety: The script creates a timestamped backup of openclaw.json before writing. Restore with: cp ~/.openclaw/openclaw.json.backup-<timestamp> ~/.openclaw/openclaw.json

Step 5: Verification

openclaw gateway restart
openclaw doctor

Verify:

  • [ ] Leader responds to messages
  • [ ] sessions_send to at least one agent succeeds
  • [ ] HEARTBEAT.md exists in the leader workspace
  • [ ] After 3+ minutes, leader session shows heartbeat activity (check session logs)

The orchestration kit uses OpenClaw's Heartbeat mechanism (configured automatically by patch-config.js at 3-minute intervals). Task status messages and results are sent to the channel where the owner's request originated (the task's route). There is no fixed operations channel for routine updates.

If heartbeat is not triggering, ensure agents.defaults.heartbeat is set in openclaw.json AND the leader agent entry has an explicit heartbeat block.

Agent Structure

Required: Leader

The orchestration hub. Cannot be removed.

  • Task analysis and decomposition
  • Agent routing and async dispatch
  • Callback processing and quality review
  • Status notification management (send on dispatch, edit on every callback)
  • Approval workflow gating
  • Owner communication (only agent with direct owner access)
Full protocol: templates/leader/AGENTS.md Persona: templates/leader/SOUL.md

Recommended: Executor

Prevents Leader from blocking on heavy operations.

  • File operations, CLI, configuration changes
  • Workspace maintenance, directory operations
  • Any operation that could take >30 seconds

Leader has exec access as fallback, but the protocol guides it to delegate time-consuming operations to Executor.

Template: templates/executor/

Built-in Pattern: Reviewer

Not a persistent agent. Spawned on-demand via sessions_spawn when:

  • High-stakes deliverables need independent review
  • Owner explicitly requests review
  • Two consecutive rework failures on the same task

Uses [APPROVE] / [REVISE] signals. Max 2 review rounds per task.

Template: templates/reviewer/

Specialist Slots

Filled from templates or custom definitions. Each specialist receives:

  1. Role-specific content from the chosen template (persona, workflow, output format)
  2. Orchestration rules auto-injected by the scaffold (callback format, signals, context loss recovery)

Available templates:

TemplateSourceDescription
Senior DeveloperBuilt-inFull-stack implementation, TDD, code quality
Software ArchitectBuilt-inSystem design, ADRs, trade-off analysis
Code ReviewerBuilt-inCode review, security audit, quality assessment
Content CreatorBuilt-inCopywriting, visual direction, platform packaging
ResearcherBuilt-inMarket research, analysis, evidence-based briefs
CustomBlank templateDefine your own role
Agency AgentsExternal100+ templates from agency-agents
See templates/agents/_template.md for the blank template structure.

Core Protocol — Quick Reference

Task Lifecycle

Owner request → Leader analyzes → Decomposes into atomic tasks →
  Creates task file (BEFORE dispatch) → Dispatches async →
  Sends status notification → Returns to owner (not blocked) →
  Processes callbacks → Updates status → Quality review →
  Delivers result [PENDING APPROVAL] → Owner approves → Execute

Signals

SignalMeaningLeader Action
[READY]Complete and confidentQuality review → deliver or rework
[BLOCKED]Cannot proceedAssess alternative, re-route, or escalate
[NEEDS_INFO]Needs more contextGather info, re-brief
[LOW_CONFIDENCE]Delivered but uncertainCareful review, consider Reviewer
[SCOPE_FLAG]Task bigger than expectedReassess scope with owner
[APPROVE]Reviewer approvesMark [PENDING APPROVAL], present to owner
[REVISE]Reviewer requests changesCompose revision request to original agent
[PENDING APPROVAL]Awaiting owner approvalHold until owner responds
[CONTEXT_LOST]Session compactedRe-send task context from task file

Task File

Each task: tasks/T-{YYYYMMDD}-{HHMM}.md — the single source of truth.

# T-{id}: {task name}
status: in_progress | completed | cancelled
dispatched: {YYYY-MM-DD HH:MM}
route: {channel}:{thread}
callback_to: {Leader session key}
notification_status_msg: {messageId}
notification_result_msg: {messageId}

## Steps
1. [⏳] agent:{id} → {description}
   brief_to: agent:{id}:main
   output: {result summary}
   files: {paths}
Full protocol (Leader's operating instructions): workspace/AGENTS.md (runtime) or templates/leader/AGENTS.md (source) Brief templates: shared/operations/brief-templates.md (runtime) or references/brief-templates.md (source) Approval pipeline: shared/operations/approval-workflow.md (runtime) or references/approval-workflow.md (source) Architecture and signals: references/architecture.md, references/signals.md (skill source)

Adding Agents Post-Setup

From Template Catalog

Say: "Add a Senior Developer agent" or "Add a Researcher to the team"

The kit will:

  1. Create workspace from template
  2. Inject orchestration rules
  3. Update openclaw.json
  4. Restart gateway

Custom Agent

Say: "Add a custom agent: Security Auditor"

The kit will:

  1. Create workspace from blank template
  2. Guide through role definition (capabilities, output format, boundaries)
  3. Inject orchestration rules
  4. Update config

From Agency Agents Catalog

Users can import agent templates from the Agency Agents repo. The scaffold script can inject orchestration compliance rules into any external agent template:

bash scripts/scaffold.sh --inject-orchestration <path-to-agent.md>

Directory Structure After Installation

~/.openclaw/
├── openclaw.json                     # Updated with agent configs
├── workspace/                        # Leader
│   ├── SOUL.md, AGENTS.md
│   ├── HEARTBEAT.md                  # Task status check procedure
│   ├── tasks/, tasks/archive/
│   └── shared/
│       ├── INSTANCE.md               # Owner name, timezone, language
│       └── operations/
│           ├── channel-map.md
│           ├── team-roster.md
│           ├── communication-signals.md
│           ├── brief-templates.md
│           └── approval-workflow.md
├── workspace-executor/
│   ├── SOUL.md, AGENTS.md
│   └── shared -> ../workspace/shared/
├── workspace-reviewer/               # On-demand (spawned by Leader)
│   ├── SOUL.md, AGENTS.md
│   └── shared -> ../workspace/shared/
├── workspace-{specialist}/           # Per specialist
│   ├── SOUL.md, AGENTS.md
│   └── shared -> ../workspace/shared/

Scripts

ScriptPurposeWhen to Run
scripts/scaffold.shCreate directories, copy templates, inject orchestration rulesInitial setup, adding agents
scripts/patch-config.jsMerge agent config into openclaw.jsonInitial setup, adding agents

Customization

Agent Behavior

Each agent has two files:

  • SOUL.md — Persona, philosophy, boundaries. Freely editable.
  • AGENTS.md — Operating procedures. Contains two sections:

- *Orchestration Protocol* (auto-injected) — preserve this section - *Role-Specific Instructions* — freely editable

Notification Format

Status message format and result delivery templates are in references/brief-templates.md. Customize the owner-facing templates to match your communication language and style.

Approval Workflow

See references/approval-workflow.md for the full pipeline. Key customization points:

  • Approval shortcuts (what phrases count as "approve")
  • Stale approval timeout (default: 48h)
  • Auto-approve rules (if any)

平台分布

OpenClaw

90.24%
按下载量换算1,134

安全审计

VirusTotal

未展示

ClawScan

通过

Static analysis

可疑

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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