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multi-agent-builder多 Agent 构建器

Agent Skill

multi-agent-builder 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。

总安装

12,207

周安装

519

GitHub Stars

2

下载量

4,277
OpenClaw

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

MIT-0

最后核验

2026-05-01

来源状态

来源可访问

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:multi-agent-builder(多 Agent 构建器)
来源仓库:https://github.com/gzgogo/multi-agent-builder
安装命令:
openclaw skills install multi-agent-builder
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 multi-agent-builder

简介

根据用户目标动态构建可复用的多代理团队,例如产品工程或营销运营类组合。

  • 适用于快速搭建定制化协作框架,减少重复配置成本。
  • 支持按任务类型自动分配角色与技能,提升响应速度与专业化水平。
  • 安装命令为 openclaw skills install multi-agent-builder,建议先在小规模测试环境中验证逻辑。
  • 使用前应明确团队规模上限与模型配额,避免超出许可限制或服务降级。

SKILL.md

name
multi-agent-builder
description
Build a reusable multi-agent team in OpenClaw from a user goal (e.g., "create a product-engineering team", "build a marketing ops team"). Use when the user wants role analysis, role confirmation, agent-by-agent creation plan, collaboration protocol, handoff flow, and channel-binding checklist. Mirror the user's language (English/Chinese/other) throughout the interaction and outputs.

Team Builder

Overview

Design and bootstrap a multi-agent team with clear roles, dependency-aware workflow, and reliable collaboration rules. Start with role discovery, confirm scope with the user, then produce an implementation-ready team plan.

Workflow

1) Mirror language and capture mission

  • Detect and mirror the user's language.
  • Follow minimal-question strategy from references/dialog-flow.md.
  • Ask only missing items: team objective, expected outputs, constraints (timeline, tools, compliance), preferred channels.
  • If user intent is broad, propose a default operating model first, then refine.
  • Reuse language prompts from references/language-templates.md.

2) Propose a complete role set (then let user prune)

  • Generate a comprehensive but practical role catalog for the mission.
  • Always include team-leader as mandatory core role.
  • Apply auto-completion and anti-overdesign rules from references/dialog-flow.md.
  • Apply split/merge criteria from references/splitting-principles.md.
  • Mark roles as:

- Core (required) - Optional (context-dependent) - Not needed now (defer)

  • During role confirmation, use user language and show role names/functions only (no agent IDs at this stage).
  • Ask user to confirm additions/removals before any build steps.
  • For role suggestions, use references/role-catalog.md as baseline patterns.
  • Only in the final creation report show: role name + agent ID + responsibilities.

3) Define each agent contract

For each confirmed role, define:

  • Agent ID (stable, short, lowercase-hyphen)
  • team-leader id must be team-prefixed (e.g., <team>-team-leader)
  • Role mission
  • Inputs consumed
  • Outputs produced
  • Decision authority
  • Upstream/downstream dependencies
  • Escalation target

Use the table format in references/output-templates.md.

4) Define collaboration protocol (must be explicit)

Do not rely on vague "work together" instructions. Specify:

  • Task delegation envelope (goal, context, deliverable, deadline)
  • Status states (accepted, blocked, done)
  • Completion callback requirement (explicit return to delegator)
  • Long-task update cadence
  • Timeout/retry/escalation policy
  • No-raw-bulk-output rule (summary + artifact path only)
  • Mid-process visibility: show who is working on what at each stage

Use references/collaboration-protocol.md.

5) Produce implementation + provisioning bundle

Return a concrete package for execution:

  1. Team roster and responsibilities
  2. Agent interaction flow (ordered steps)
  3. Collaboration protocol summary
  4. Files to create/update (SOUL/AGENTS/IDENTITY guidance snippets)
  5. Provisioning plan (tools/skills/permissions per role)
  6. Team creation report (mandatory; includes stage deliverables+paths and security-check summary)
  7. Channel binding blueprints (provided automatically after the report)
  8. Smoke-test script (simple end-to-end validation prompt)

Mandatory execution path (programmatic, not prompt-only):

  • run single entrypoint: scripts/create_team.mjs
  • this entrypoint must internally execute materialize -> validate -> emit_report
  • if validate != ready, must return partially_ready/blocked and stop

Mandatory: run post-creation materialization checks via references/materialization-checklist.md. Do not mark team as ready if role files are still placeholders.

Use:

  • references/capability-matrix.md
  • references/permission-profiles.md
  • references/provisioning-playbook.md
  • references/final-deliverable-sample.md
  • references/channel-binding-blueprints.md
  • references/materialization-checklist.md

6) Safe execution guardrails

Before any external-effect action, apply this confirmation policy:

  • No confirmation needed for internal deterministic setup:

- creating/updating agents in openclaw.json - setting A2A/subagents permissions

  • Confirmation required for channel/bot credential binding and other irreversible external effects.

For skill installation, run security pre-check first and block high-risk items. Never auto-restart gateway during creation flow. If restart is required, ask user first or provide manual restart instruction. If anything is ambiguous, pause and ask.

7) Failure handling and recovery

When setup/collaboration fails, apply references/failure-modes.md. Prioritize fast recovery with minimal blast radius:

  • preserve completed work
  • recover from last checkpoint
  • keep user status accurate (ready vs partially ready)
  • never auto-install skills that fail security checks

Quality bar

  • Prefer fewer roles with crisp boundaries over many overlapping roles.
  • Every role must have a measurable output.
  • Every dependency must have a return path.
  • Deliverables must be immediately actionable by an operator.
  • Role docs must be rich enough to represent domain-expert behavior (not one-line placeholders).
  • team-leader must orchestrate only and must not produce specialist implementation deliverables.
  • All specialist outputs must be saved under team shared directory.
  • Reuse patterns from references/examples.md when user goals match known team archetypes.

Creation phase details

After role confirmation, follow references/create-playbook.md exactly. Use references/snippet-templates.md to produce reusable SOUL/AGENTS append snippets. Format final user handoff using references/final-deliverable-sample.md.

Resources

  • references/role-catalog.md: cross-domain role starter sets.
  • references/role-display-mapping.json: locale-based role display names for confirmation stage.
  • references/dialog-flow.md: minimal-question discovery flow and auto-completion rules.
  • references/language-templates.md: bilingual/locale-aware prompt templates.
  • references/splitting-principles.md: when to split/merge roles during discovery.
  • references/examples.md: end-to-end examples for common team archetypes.
  • references/channel-binding-blueprints.md: Single-Bot vs Multi-Bot Group binding plans and group config guidance.
  • references/capability-matrix.md: role-to-tools/skills mapping baselines.
  • references/permission-profiles.md: least-privilege profiles.
  • references/provisioning-playbook.md: auto install + permission setup flow (with skill-vetter-first security scanning).
  • references/security-report-schema.md: machine-readable security report and install decision schema.
  • references/collaboration-protocol.md: explicit multi-agent coordination protocol.
  • references/output-templates.md: final output templates and checklists.
  • references/create-playbook.md: execution-ready creation sequence.
  • references/snippet-templates.md: reusable injection/confirmation snippets.
  • references/role-soul-blueprints.md: expert-level SOUL depth blueprint per role.
  • references/team-leader-template.md: fixed team-leader SOUL template (copied at creation).
  • references/team-leader-agents-template.md: fixed team-leader AGENTS template (copied at creation).
  • references/final-deliverable-sample.md: standardized user handoff format.
  • references/failure-modes.md: failure scenarios and recovery actions.
  • references/materialization-checklist.md: post-creation role-file completion gate.
  • references/config-materialization-checklist.md: mandatory openclaw.json agent/binding/A2A completion gate.

适合场景

01

OpenClaw 用户查找和安装 Skill 时

02

用户想查找某类 Agent Skill 时

03

需要根据任务场景推荐可安装能力包时

04

需要对比不同来源的安装命令和来源信息时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

补充不同宿主或平台的使用分布数据

能力 5

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

平台分布

OpenClaw

73.91%
按下载量换算3,161

安全审计

VirusTotal

可疑

ClawScan

可疑

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 warning/failed 结果,不能写成本站确认安全。当前只有一个来源,正式发布前建议补源仓库或其他目录站核验。

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