Waves
RayFernando1337/rayfernando-skills
WAVES — Workers · Aggregate · Verify · Extend — wave-based orchestration for Cursor.
当主 Agent 面临多步骤复杂任务并正在判断要不要 / 怎样把子任务外包给内置子代理（browser / doc-editor / data-analyst / extractor / canvas-designer / coder 等）时触发。不用于：单步问答 / 读取 / 简单副作用（主 Agent 直接做）、已经明确要用 Agent 且知道 subagenttype 的场景。
Install Agent Orchestration Skill
$ npx skills add OpenLoaf/OpenLoaf --skill agent-orchestration-skill -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install OpenLoaf/OpenLoaf agent-orchestration-skill --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .claude/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/agent-orchestration .claude/skills/agent-orchestration-skill && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "agent-orchestration-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/agent-orchestration into .claude/skills/agent-orchestration-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestration-skill", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/agent-orchestrationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add OpenLoaf/OpenLoaf --skill agent-orchestration-skill -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install OpenLoaf/OpenLoaf agent-orchestration-skill --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .agents/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/agent-orchestration .agents/skills/agent-orchestration-skill && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agent-orchestration-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/agent-orchestration into .agents/skills/agent-orchestration-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestration-skill", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add OpenLoaf/OpenLoaf --skill agent-orchestration-skill -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install OpenLoaf/OpenLoaf agent-orchestration-skill --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/agent-orchestration .cursor/skills/agent-orchestration-skill && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "agent-orchestration-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/agent-orchestration into .cursor/skills/agent-orchestration-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestration-skill", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/OpenLoaf/OpenLoaf.git --path apps/server/src/ai/builtin-skills/agent-orchestration--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add OpenLoaf/OpenLoaf --skill agent-orchestration-skill -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install OpenLoaf/OpenLoaf agent-orchestration-skill --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/agent-orchestration .gemini/skills/agent-orchestration-skill && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "agent-orchestration-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/agent-orchestration into .gemini/skills/agent-orchestration-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestration-skill", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install OpenLoaf/OpenLoaf agent-orchestration-skillInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add OpenLoaf/OpenLoaf --skill agent-orchestration-skill -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .github/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/agent-orchestration .github/skills/agent-orchestration-skill && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "agent-orchestration-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/agent-orchestration into .github/skills/agent-orchestration-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestration-skill", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add OpenLoaf/OpenLoaf --skill agent-orchestration-skill -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install OpenLoaf/OpenLoaf agent-orchestration-skill --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/agent-orchestration .opencode/skills/agent-orchestration-skill && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "agent-orchestration-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/agent-orchestration into .opencode/skills/agent-orchestration-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestration-skill", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
agent-orchestration-skill- GitHub stars
- 108
- Token cost
- ~919 tokens
- SKILL.md length
- 217 words
- Files
- 1
- Skills in repo
- 33
- Repo updated
- First seen
- Licence
- AGPL-3.0
At a glance
当主 Agent 面临多步骤复杂任务并正在判断要不要 / 怎样把子任务外包给内置子代理（browser / doc-editor / data-analyst / extractor / canvas-designer / coder 等）时触发。不用于：单步问答 / 读取 / 简单副作用（主 Agent 直接做）、已经明确要用 Agent 且知道 subagenttype 的场景。
- Tasks that involve Multi-agent orchestration
- SKILL.md covers 工具清单, 委派决策, 六个内置子代理 and Agent 工具调用, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Data analysis
What it does
Agent Orchestration Skill is an agent skill from OpenLoaf/OpenLoaf. 当主 Agent 面临多步骤复杂任务并正在判断要不要 / 怎样把子任务外包给内置子代理（browser / doc-editor / data-analyst / extractor / canvas-designer / coder 等）时触发。不用于：单步问答 / 读取 / 简单副作用（主 Agent 直接做）、已经明确要用 Agent 且知道 subagenttype 的场景。
Its SKILL.md is about 920 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering Multi-agent orchestration, Data analysis and Subagents. The repository describes itself as: 🍞Open-source, local-first AI workspace with Agents, multi-model chat (GPT/Claude/Gemini/DeepSeek), Notion-like docs, AI image & video generation, email, calendar & terminal…. The licence is AGPL-3.0.
When your agent uses it
- Tasks that involve Multi-agent orchestration
- Tasks that involve Data analysis
- Tasks that involve Subagents
Example prompts
- “/agent-orchestration-skill”
What it can do on your machine
Read from SKILL.md and the folder at commit f7eccf6. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Agent Orchestration Skill loads about 919 tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 217 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from OpenLoaf/OpenLoaf at commit f7eccf6, republished under its AGPL-3.0 licence (© OpenLoaf). 217 words, ~919 tokens.
Download SKILL.mdSave it as
.claude/skills/agent-orchestration-skill/SKILL.md (or your agent's skills folder).- name
- agent-orchestration-skill
- description
- 当主 Agent 面临多步骤复杂任务并正在判断要不要 / 怎样把子任务外包给内置子代理（browser / doc-editor / data-analyst / extractor / canvas-designer / coder 等）时触发。**不用于**：单步问答 / 读取 / 简单副作用（主 Agent 直接做）、已经明确要用 `Agent` 且知道 subagent_type 的场景。
- version
- 5.0.0
- tools
- Agent
子代理委派与 Agent 工具
主 Agent 可以通过 Agent 工具按需调度内置或自定义子代理，把专业子任务外包出去。本 skill 回答四个问题：何时委派、委派给谁、怎么调用、系统约束是什么。
工具清单
| 工具 | 职责 | 只读 |
|---|---|---|
Agent | 按 subagent_type 启动内置或自定义子代理处理多步复杂任务 | 否 |
加载：
Agent为核心工具，始终可用，无需ToolSearch激活。
委派决策
用户消息 →
├─ 简单问答 / 闲聊 / 读取 / 查询 / 单步副作用（创建事件、发邮件、建项目）→ 主 Agent 直接做
└─ 多步骤复杂任务 →
├─ 网页交互（点击/填表/登录/截图/翻页抓取）→ browser
├─ 富文本 / 长文档编辑（Markdown、DOCX、PDF）→ doc-editor
├─ 表格数据分析 / 图表生成 → data-analyst
├─ PDF / 图片 / 网页结构化提取 → extractor
├─ 画布节点操作 / 布局 → canvas-designer
├─ 代码编写 / 调试（仅全局模式；项目模式下 PM 自己做）→ coder
└─ 混合任务 → 主 Agent 拆解后依次或并行委派多个子代理别"什么都委派"：简单问答、单步操作、纯读任务用主 Agent 直接做。委派本身会引入上下文传递开销和额外步数，小任务得不偿失。
六个内置子代理
每个子代理都有独立的 system prompt 和工具集，步数按任务性质调整。
| 子代理 | 触发时机 | 工具集 | 步数 |
|---|---|---|---|
| 📝 doc-editor | 富文本/Markdown/Word/PDF 编辑，长文档改写 | Write, Read, Glob | 15 |
| 🌐 browser | 页面导航、DOM 交互、表单填写、截图、翻页抓取 | browser-*, WebSearch | 20 |
| 📊 data-analyst | CSV/Excel 清洗、统计计算、ECharts/Mermaid 图表 | Read, Write, Bash | 15 |
| 🔍 extractor | PDF/图片 OCR、表格抽取、多文档对比提取 | Read, office-read, WebFetch | 10 |
| 🎨 canvas-designer | 节点增删改、自动布局、文本到画布转换 | canvas-*, canvas-read | 15 |
| 💻 coder | 多语言代码编写/审查/调试 | Write, Read, Grep, Glob, Bash | 20 |
Agent 工具调用
Agent { description: "爬取 A 站产品表", prompt: "...", subagent_type: "browser" }| 参数 | 作用 |
|---|---|
description | 短标题，向用户展示进度 |
prompt | 交给子代理的完整指令 |
subagent_type | 子代理类型 |
| subagent_type | 场景 | 能力 |
|---|---|---|
general-purpose | 通用任务（默认） | 完整工具集 |
explore | 代码库/文档探索、只读分析 | 只读工具 |
plan | 方案设计、输出实现计划 | 只读工具 |
| 上表 6 个内置子代理名 | 专业任务 | 各子代理定义的工具集 |
| 自定义 Agent 名称 | 已注册的专业 Agent | Agent 定义的工具集 |
Agent 工具默认同步等待子代理完成并返回结果——调用后直接拿到输出继续下一步，不需要额外的等待工具。
SendMessage：追加指令
子代理已创建但需要追加指令或修正方向时：
SendMessage { toolCallId: "agent-xxx", message: "补充要求：结果用 JSON 格式输出" }SendMessage 自动恢复已停止的 agent，不需要重新 Agent 创建，避免重新传递完整上下文的开销。
并行扇出-汇总
子任务互不依赖时，在同一轮内同时发出多个 Agent 调用，各自同步返回后主 Agent 汇总：
主 Agent 拆解任务 → 并行发出：
Agent { description: "爬 A 站", subagent_type: "browser", prompt: "..." }
Agent { description: "爬 B 站", subagent_type: "browser", prompt: "..." }
Agent { description: "爬 C 站", subagent_type: "browser", prompt: "..." }
↓ 各自同步返回 A / B / C
主 Agent 汇总 → 最终回复能并行：子任务独立、并行能显著缩短总耗时。 不能并行：后任务依赖前任务的输出（串行依赖）；总数超过并发上限 4 需要分批。
上下文继承
子代理自动继承主 Agent 的：
- projectId —— 同一项目沙箱，路径权限和文件访问一致
- pageContext 对应的 skill —— 子代理看得到相同的能力认知（主 Agent 在 email 页创建 extractor，后者也看得到
email-ops） - 临时项目路径 —— 如果主 Agent 已创建临时项目，子代理共享该目录
这意味着你不需要在 prompt 里重复传递环境信息，子代理能从继承的上下文推导。
系统硬限制
| 限制 | 值 | 原因 |
|---|---|---|
| 最大委派深度 | 2（主 → 子，子不可再 spawn） | 每级复制上下文，层级越深 token 消耗指数增长；也避免级联失败难以定位 |
| 最大并发 | 4 个子代理 | 响应速度与系统资源（内存、API 连接）的平衡点 |
| 自动清理 | 5 分钟 | 完成后的 Agent 自动从内存删除，避免累积泄漏 |
| 步数硬限 | Master 200 / Sub 10-20 | Sub 按上表列出，Master 有更大余量处理协调工作 |
子代理的流式输出通过 data-sub-agent-start / delta / chunk / end 事件推送前端，每个 toolCallId 对应一条独立流，支持多个并发子代理同时流式输出。状态流转：output-streaming → output-available | output-error。
常见误判
- 别层级嵌套：子代理不能再 spawn 子代理。需要更深层级时重新拆解，让主 Agent 按顺序调用多个子代理。
- 别用错类型：要页面交互选 browser，只需读静态页用 WebFetch（主 Agent 自己就能调）；要 OCR 选 extractor，要精确 DOM 操作选 browser。
- 别在已有子代理时重新
Agent：用SendMessage追加指令，复用已有上下文。 - 别把简单任务委派出去：一次读取、一次查询、一次创建——主 Agent 自己做比委派快得多。
© OpenLoaf, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in apps/server/src/ai/builtin-skills/agent-orchestration of OpenLoaf/OpenLoaf.
Open the folder on GitHubat commit f7eccf6
Compare with similar skills
Agent Orchestration Skill next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Agent Orchestration Skill this skillOpenLoaf/OpenLoaf | 108 | — | ~919 | Automated safety check: Pass | AGPL-3.0 | |
| WavesRayFernando1337/rayfernando-skills | 130 | — | ~9.7k | Automated safety check: Pass | Apache-2.0 | |
| Paseo Advisor Second Opiniongetpaseo/paseo | 20k | 1 repos | ~756 | Automated safety check: Pass | Custom licence | |
| O2 Review Loopopenobserve/openobserve | 22k | — | ~3.7k | Automated safety check: Pass | AGPL-3.0 | |
| Harness Agent Team Designerrevfactory/harness | 9.1k | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | |
| ClawTeam Multi-Agent Swarmwin4r/ClawTeam-OpenClaw | 1.5k | 1 repos | ~2.9k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Agent Orchestration Skill
What does Agent Orchestration Skill do?
当主 Agent 面临多步骤复杂任务并正在判断要不要 / 怎样把子任务外包给内置子代理（browser / doc-editor / data-analyst / extractor / canvas-designer / coder 等）时触发。不用于：单步问答 / 读取 / 简单副作用（主 Agent 直接做）、已经明确要用 Agent 且知道 subagenttype 的场景。. Agent Orchestration Skill is an agent skill from OpenLoaf/OpenLoaf.
When should I use Agent Orchestration Skill?
Agent Orchestration Skill fits situations like: tasks that involve Multi-agent orchestration; tasks that involve Data analysis; tasks that involve Subagents.
How do I install Agent Orchestration Skill in Claude Code?
Run `npx skills add OpenLoaf/OpenLoaf --skill agent-orchestration-skill -a claude-code`. Or copy the skill folder (apps/server/src/ai/builtin-skills/agent-orchestration in OpenLoaf/OpenLoaf) into .claude/skills/agent-orchestration-skill in your project. Claude Code loads it when a task matches its description.
How do I install Agent Orchestration Skill in Codex?
Run `npx skills add OpenLoaf/OpenLoaf --skill agent-orchestration-skill -a codex`. Or copy the skill folder (apps/server/src/ai/builtin-skills/agent-orchestration in OpenLoaf/OpenLoaf) into .agents/skills/agent-orchestration-skill in your project. Codex loads it when a task matches its description.
Can I use Agent Orchestration Skill in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add OpenLoaf/OpenLoaf --skill agent-orchestration-skill -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-orchestration-skill, .gemini/skills/agent-orchestration-skill, .github/skills/agent-orchestration-skill and .opencode/skills/agent-orchestration-skill in your project.
What does Agent Orchestration Skill need to run?
SKILL.md names no scripts, command-line tools or credentials: Agent Orchestration Skill is instructions for the agent only.
Does Agent Orchestration Skill access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Agent Orchestration Skill safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Agent Orchestration Skill use?
Agent Orchestration Skill is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Agent Orchestration Skill use?
About 919 tokens (SKILL.md is roughly 3.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Agent Orchestration Skill?
Skills that share tags, products or a category with Agent Orchestration Skill: Waves (RayFernando1337/rayfernando-skills, 130 stars), Paseo Advisor Second Opinion (getpaseo/paseo, 20k stars), O2 Review Loop (openobserve/openobserve, 22k stars) and Harness Agent Team Designer (revfactory/harness, 9.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Agent Orchestration Skill?
OpenLoaf (a GitHub organization) maintains it in OpenLoaf/OpenLoaf, which has 108 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on May 14, 2026.
Source: OpenLoaf/OpenLoaf on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.