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Agent Skill · 研究检索

multi-agent-builder(多 Agent 构建器)

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。

multi-agent-builder 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 10,708。

总安装 12,207周安装 519GitHub Stars 2下载 4,277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
1.0.0

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: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

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。

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。

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 multi-agent-builder;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

multi-agent-builder 怎么安装?

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

multi-agent-builder 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。

multi-agent-builder 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。

multi-agent-builder 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。

multi-agent-builder 用的人多吗?

公开数据是累计安装 12,207 次,近一周安装 519 次,下载 4,277 次,GitHub 2 星。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。

multi-agent-builder 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
multi-agent-builder

多 Agent 构建器 · 本页

12,2072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
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.

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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