{
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  "canonical": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/",
  "language": "zh-Hans",
  "title": "三. 如何寻找 Agent",
  "summary": "分清 Agent、Skill 与 Harness 的作用，查找现成 Agent、技能、运行程序和工作流的具体资源入口，并了解各类资源在使用前需要核对的条件。",
  "questions": [
    {
      "question": "Agent、Skill 和 Harness 分别是什么？",
      "answer": "Agent 根据目标和反馈选择行动；Skill 是可按任务加载的操作说明及配套资源；Harness 提供 Agent 的运行环境。选择资源时需要分清说明、运行程序与成品助手。",
      "sections": [
        {
          "id": "course-agent-discovery-topic-1",
          "title": "1. skill 和 Harness",
          "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-1"
        },
        {
          "id": "course-agent-discovery-topic-2",
          "title": "2. 如何寻找 Agent",
          "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-2"
        }
      ]
    },
    {
      "question": "去哪里寻找现成的 Agent 和可复用的 Skill？",
      "answer": "本章分别列出 Agent 市场和 Skill 目录，按用途寻找候选，再进入项目原页核对安装、版本与使用条件。",
      "sections": [
        {
          "id": "course-agent-discovery-topic-2",
          "title": "2. 如何寻找 Agent",
          "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-2"
        },
        {
          "id": "course-agent-discovery-topic-3",
          "title": "3. 如何寻找 skill",
          "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-3"
        }
      ]
    },
    {
      "question": "怎样查找 Agent 运行程序和自动化工作流？",
      "answer": "运行程序可从 Harness 目录查找；跨软件自动化可从 n8n、Make 等模板库查找，再核对所需应用和连接条件。",
      "sections": [
        {
          "id": "course-agent-discovery-topic-4",
          "title": "4. 如何寻找 Harness",
          "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-4"
        },
        {
          "id": "course-agent-discovery-topic-5",
          "title": "5. 如何寻找工作流",
          "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-5"
        }
      ]
    }
  ],
  "scope": "摘要与短答依据正式课程整理。以下完整章节保留原始来源名称、配置细节、适用版本与实测限制。此文件为公开阅读格式，不代表独立审核或实测结果。",
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      "title": "技能加载机制",
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    },
    {
      "url": "https://agentskills.io/specification",
      "title": "Agent Skills 格式规范",
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      "title": "1. skill 和 Harness",
      "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-1",
      "html": "<h3 id=\"course-agent-discovery-topic-1-heading-1\">skill</h3>\n<p><strong>skill（技能）是一份按约定格式组织、可以按任务加载的操作说明，也可以附带资料和程序。</strong> 它的价值在于让软件能够识别、加载和复用一套工作方法。<a href=\"https://agentskills.io/home\" target=\"_blank\" rel=\"noopener noreferrer\">Agent Skills 官方说明</a></p>\n<h4 id=\"course-agent-discovery-topic-1-heading-2\">与 AGENTS.md 有什么区别</h4>\n<p>两者的内容可以相同，区别在于放在哪里、何时加载：</p>\n<ul><li><strong>AGENTS.md</strong> 提供项目或目录中的工作说明，例如项目结构、修改规则和测试方法，由支持它的软件按目录范围加载。<a href=\"https://agents.md/\" target=\"_blank\" rel=\"noopener noreferrer\">AGENTS.md 官方说明</a></li><li><strong>skill</strong> 把一类任务单独组织起来，提供名称和用途描述。软件先让模型知道有哪些技能，任务需要时再加载具体步骤。<a href=\"https://agentskills.io/client-implementation/adding-skills-support\" target=\"_blank\" rel=\"noopener noreferrer\">技能加载机制</a></li></ul>\n<p>按照 Agent Skills 规范，先建一个文件夹，在里面创建 <code>SKILL.md</code>。文件开头填写 <code>name</code> 和 <code>description</code>，后面写操作步骤。名称要与文件夹一致。下面是一份最小示例：</p>\n<pre><code class=\"language-text\">return-support/\n└── SKILL.md</code></pre>\n<p><code>SKILL.md</code> 的内容：</p>\n<pre><code class=\"language-markdown\">---\nname: return-support\ndescription: 核对商店退货条件并生成客服回复。处理退货申请咨询时使用。\n---\n\n# 处理退货咨询\n\n1. 取得现行退货规则、订单签收时间和商品使用情况。\n2. 缺少影响判断的信息时，先询问，不猜测。\n3. 按规则说明能否申请，以及后续审核流程。\n4. 区分“可以申请”与“保证退款”，不补充未提供的承诺。</code></pre>\n<p>这个目录已经构成一份符合格式的 skill 资源。需要附带规则、示例或程序时，再加入 <code>references/</code>、<code>scripts/</code> 等目录，并在说明中写清楚读取或运行哪个文件。<strong>写了 AGENTS.md 不会自动变成 skill；只有 SKILL.md、没有辅助程序，也可以是 skill。</strong> <a href=\"https://agentskills.io/specification\" target=\"_blank\" rel=\"noopener noreferrer\">Agent Skills 格式规范</a></p>\n<p>skill 文件不会自己运行。支持技能的软件要先发现它，将名称和描述提供给模型，再在选中时把完整说明放进上下文。选择技能有两条路径：模型根据任务自动选择，或用户显式指定。<a href=\"https://agentskills.io/client-implementation/adding-skills-support\" target=\"_blank\" rel=\"noopener noreferrer\">官方接入说明</a></p>\n<p>例如，在 Claude Code 中，将上面的目录放到项目的 <code>.claude/skills/</code> 下，就形成 <code>.claude/skills/return-support/SKILL.md</code>。之后可以在消息开头输入 <code>/return-support</code>，再附上顾客问题和材料，显式加载这项技能。<a href=\"https://code.claude.com/docs/en/skills\" target=\"_blank\" rel=\"noopener noreferrer\">Claude Code：技能目录与调用</a></p>\n<p>skill 出现在列表中，说明软件发现了它；显式调用或读取记录可以帮助确认加载；执行是否正确，要检查实际步骤和结果。</p>\n<p>skill 的文字说明不能保证模型百分之百遵守。必须执行的限制，要落实到程序和工具中。例如，要求“只读”时就不给写入权限；要求登记必须有订单号，就让登记接口拒绝缺失订单号的请求。<strong>skill 交代怎么做，运行程序检查哪些操作可以发生。</strong></p>\n<p>skill 的基本交付物是整个文件夹。把说明引用的资料和程序一起放进去，保留相对路径，就可以复制目录或通过代码仓库分享。</p>\n<p>需要上传到 Claude 网页版时，把目录压缩成 ZIP，包内结构如下：</p>\n<pre><code class=\"language-text\">return-support.zip\n└── return-support/\n    ├── SKILL.md\n    └── references/   如果使用了附带资料，就一起打包</code></pre>\n<p>Windows PowerShell 可以在技能文件夹的上一级运行：</p>\n<pre><code class=\"language-powershell\">Compress-Archive -LiteralPath .\\return-support -DestinationPath .\\return-support.zip</code></pre>\n<p>然后在 Claude 的 <code>Customize → Skills</code> 中选择添加技能、上传 ZIP 并启用。Claude Code 则可以直接使用技能目录，无需先压缩。<a href=\"https://support.claude.com/en/articles/12512198-how-to-create-custom-skills\" target=\"_blank\" rel=\"noopener noreferrer\">Claude：打包要求</a>、<a href=\"https://support.claude.com/en/articles/12512180-use-skills-in-claude\" target=\"_blank\" rel=\"noopener noreferrer\">上传与启用</a></p>\n<h3 id=\"course-agent-discovery-topic-1-heading-3\">Harness</h3>\n<p><strong>Harness 是让 Agent 实际运行的程序，负责组织模型调用、工具执行、上下文和运行控制。</strong> 也是一个模型和工具反复交互的流程。模型提出“查询订单”，Harness 就把请求交给查询工具，再将结果送回模型。Anthropic 对 Harness 的核心描述就是调用模型并转交工具请求的循环。<a href=\"https://www.anthropic.com/research/managed-agents\" target=\"_blank\" rel=\"noopener noreferrer\">Anthropic：运行结构</a></p>\n<p>Harness 和工作流可以是一个东西，只是前者强调模型运行的程序，后者强调任务的步骤、分支和顺序。</p>\n<p>一个 Harness 的核心是模型与工具之间的执行循环。为了处理完整任务，还会组合以下能力：</p>\n<table class=\"d-table\"><thead><tr><th>部分</th><th>具体负责什么</th></tr></thead><tbody><tr><td>模型接入</td><td>连接模型服务，发送输入，接收回复或工具调用请求。</td></tr><tr><td>上下文管理</td><td>整理指令、对话、skill 和工具结果；内容过长时摘要或转存。</td></tr><tr><td>工具调度</td><td>将工具名称和参数交给对应程序，把返回值或错误送回模型。</td></tr><tr><td>执行控制</td><td>检查操作权限，处理人工批准、停止请求和运行次数限制。</td></tr><tr><td>状态与记录</td><td>保存已完成步骤、工具结果和待办事项，配合持久化存储恢复任务。</td></tr></tbody></table>\n<p>文件读写、skill 加载、任务拆解和子 Agent 都可以在此基础上加入。Deep Agents 就提供了多项现成能力。模型服务、文件系统和数据库可以由其他系统提供，Harness 负责把它们组织起来。<a href=\"https://docs.langchain.com/oss/python/deepagents/overview\" target=\"_blank\" rel=\"noopener noreferrer\">Deep Agents：组成与能力</a></p>"
    },
    {
      "id": "course-agent-discovery-topic-2",
      "title": "2. 如何寻找 Agent",
      "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-2",
      "html": "<table class=\"d-table\"><thead><tr><th>入口</th><th>网址</th><th>介绍</th></tr></thead><tbody><tr><td>AI Agents Directory</td><td><a href=\"https://aiagentsdirectory.com/\" target=\"_blank\" rel=\"noopener noreferrer\">aiagentsdirectory.com</a></td><td>跨平台分类收录 Agent 与相关产品，适合按用途、行业和开源情况寻找不同提供者的成品。</td></tr><tr><td>Agentverse</td><td><a href=\"https://agentverse.ai/\" target=\"_blank\" rel=\"noopener noreferrer\">agentverse.ai</a></td><td>注册 Agent 的发现与交互市场，可查看运行状态和通信协议，适合寻找能与程序或其他 Agent 交互的服务。</td></tr><tr><td>Relevance AI Marketplace</td><td><a href=\"https://marketplace.relevanceai.com/\" target=\"_blank\" rel=\"noopener noreferrer\">marketplace.relevanceai.com</a></td><td>提供研究、销售、内容和运营等任务 Agent，可安装到自己的平台环境中配置使用。</td></tr><tr><td>Character.AI</td><td><a href=\"https://character.ai/\" target=\"_blank\" rel=\"noopener noreferrer\">character.ai</a></td><td>以人物设定和剧情互动为特色，适合寻找有特定性格、背景和说话方式的智能角色。</td></tr><tr><td>Poe</td><td><a href=\"https://poe.com/\" target=\"_blank\" rel=\"noopener noreferrer\">poe.com</a></td><td>在 Explore 中按主题搜索用户创建的 Bot，适合寻找特定用途或角色设定的对话助手。</td></tr><tr><td>AI Agent Store</td><td><a href=\"https://aiagentstore.ai/ai-agents-directory\" target=\"_blank\" rel=\"noopener noreferrer\">aiagentstore.ai/ai-agents-directory</a></td><td>提供产品用途、价格模式、代码开放情况和官网链接，适合比较候选产品后前往提供者网站使用。</td></tr></tbody></table>\n<h3 id=\"course-agent-discovery-topic-2-heading-1\">中文入口</h3>\n<table class=\"d-table\"><thead><tr><th>入口</th><th>网址</th><th>介绍</th></tr></thead><tbody><tr><td>模力工场 AGICamp</td><td><a href=\"https://agicamp.com/\" target=\"_blank\" rel=\"noopener noreferrer\">agicamp.com</a></td><td>开发者与用户分享、发现和讨论 AI 应用的社区，适合从新作品、榜单和评论中寻找具体功能产品。</td></tr><tr><td>AI工具集·AI智能体</td><td><a href=\"https://ai-bot.cn/favorites/ai-agents/\" target=\"_blank\" rel=\"noopener noreferrer\">ai-bot.cn/favorites/ai-agents</a></td><td>用中文介绍并分类收录智能体产品、平台和相关工具，适合先了解用途，再通过介绍页前往官网。</td></tr><tr><td>腾讯元器</td><td><a href=\"https://yuanqi.tencent.com/\" target=\"_blank\" rel=\"noopener noreferrer\">yuanqi.tencent.com</a></td><td>可在广场体验别人发布的智能体，也能通过公众号作者分享的链接寻找知识或服务助手。</td></tr><tr><td>百度文心智能体体验中心</td><td><a href=\"https://agents.baidu.com/center\" target=\"_blank\" rel=\"noopener noreferrer\">agents.baidu.com/center</a></td><td>集中体验公开发布的智能体，获得搜索分发的作品还可能直接出现在百度搜索结果中。</td></tr><tr><td>星野</td><td><a href=\"https://www.xingyeai.com/\" target=\"_blank\" rel=\"noopener noreferrer\">xingyeai.com</a></td><td>以原创角色、人物设定和剧情互动为特色，可从官网下载应用后进入角色社区寻找聊天伙伴。</td></tr><tr><td>魔搭社区·创空间</td><td><a href=\"https://modelscope.cn/studios\" target=\"_blank\" rel=\"noopener noreferrer\">modelscope.cn/studios</a></td><td>展示开发者制作的 AI 应用与在线演示，适合先体验功能，再查看作品的实现和使用说明。</td></tr></tbody></table>"
    },
    {
      "id": "course-agent-discovery-topic-3",
      "title": "3. 如何寻找 skill",
      "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-3",
      "html": "<table class=\"d-table\"><thead><tr><th>入口</th><th>网址</th><th>介绍</th></tr></thead><tbody><tr><td>skills.sh</td><td><a href=\"https://skills.sh/\" target=\"_blank\" rel=\"noopener noreferrer\">skills.sh</a></td><td>Vercel 维护的技能目录，提供安装热度榜、趋势榜、主题分类和安装命令，适合发现常用技能。</td></tr><tr><td>SkillsMP</td><td><a href=\"https://skillsmp.com/\" target=\"_blank\" rel=\"noopener noreferrer\">skillsmp.com</a></td><td>聚合公开 GitHub 仓库中的 skill，支持按任务、类别和职业领域搜索，并链接到原始源码。</td></tr><tr><td>ClawHub</td><td><a href=\"https://clawhub.ai/\" target=\"_blank\" rel=\"noopener noreferrer\">clawhub.ai</a></td><td>OpenClaw 生态的公共技能注册与发布市场，切换到 Skills 分类后可搜索技能、查看说明及版本。</td></tr><tr><td>Smithery Skills</td><td><a href=\"https://smithery.ai/skills\" target=\"_blank\" rel=\"noopener noreferrer\">smithery.ai/skills</a></td><td>提供研究、写作、编程、数据分析等技能分类，适合按工作用途浏览和搜索。</td></tr><tr><td>Anthropic 官方技能仓库</td><td><a href=\"https://github.com/anthropics/skills\" target=\"_blank\" rel=\"noopener noreferrer\">github.com/anthropics/skills</a></td><td>提供文档处理、设计、开发等技能实例，适合直接查看完整的说明、脚本和资源组织方式。</td></tr><tr><td>Awesome Claude Skills</td><td><a href=\"https://github.com/ComposioHQ/awesome-claude-skills\" target=\"_blank\" rel=\"noopener noreferrer\">github.com/ComposioHQ/awesome-claude-skills</a></td><td>按文档、开发、数据、营销等用途整理社区技能，适合沿分类寻找具体项目。</td></tr><tr><td>腾讯 SkillHub</td><td><a href=\"https://www.skillhub.cn/\" target=\"_blank\" rel=\"noopener noreferrer\">skillhub.cn</a></td><td>面向中国用户汇聚全球同步和本地发布的技能，提供中文介绍、分类、下载热榜及企业发布专区。</td></tr><tr><td>魔搭 Skills 技能中心</td><td><a href=\"https://modelscope.cn/skills\" target=\"_blank\" rel=\"noopener noreferrer\">modelscope.cn/skills</a></td><td>魔搭社区的技能汇聚专区，可查看技能说明和开发者作品，适合寻找中文场景及开源模型相关技能。</td></tr></tbody></table>"
    },
    {
      "id": "course-agent-discovery-topic-4",
      "title": "4. 如何寻找 Harness",
      "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-4",
      "html": "<table class=\"d-table\"><thead><tr><th>入口</th><th>网址</th><th>介绍</th></tr></thead><tbody><tr><td>Harness List</td><td><a href=\"https://harness-list.com/\" target=\"_blank\" rel=\"noopener noreferrer\">harness-list.com</a></td><td>专门收录 Agent Harness 和命令行 Agent，提供项目介绍、安装命令与并排对比。</td></tr><tr><td>harnesses.sh</td><td><a href=\"https://www.harnesses.sh/\" target=\"_blank\" rel=\"noopener noreferrer\">harnesses.sh</a></td><td>跨厂商 Harness 目录，可按编程、计算机操作、运行库、云端服务等类别及部署形态筛选。</td></tr><tr><td>Harness X</td><td><a href=\"https://harness-x.dev/\" target=\"_blank\" rel=\"noopener noreferrer\">harness-x.dev</a></td><td>中文开源项目目录，选择“Harness/框架”分类可浏览相关项目，同时能找到配套的编排器和基础设施。</td></tr><tr><td>OpenHarness 项目目录</td><td><a href=\"https://openharnessai.app/harnesses/\" target=\"_blank\" rel=\"noopener noreferrer\">openharnessai.app/harnesses</a></td><td>集中介绍不同 Harness 的功能和集成方式，并区分已能在 OpenHarness 中使用与仅收录介绍的项目。</td></tr><tr><td>OpenLM.ai·Agent Harnesses</td><td><a href=\"https://openlm.ai/agent-harnesses/\" target=\"_blank\" rel=\"noopener noreferrer\">openlm.ai/agent-harnesses</a></td><td>将 Harness、编排框架和相关技术分类整理，支持按名称、标签和开源情况寻找项目。</td></tr><tr><td>Awesome Agent Harness</td><td><a href=\"https://github.com/AutoJunjie/awesome-agent-harness\" target=\"_blank\" rel=\"noopener noreferrer\">github.com/AutoJunjie/awesome-agent-harness</a></td><td>按运行时、任务执行器、编排器和编程 Agent 等类别整理项目链接，也收录相关方法和开发资料。</td></tr></tbody></table>"
    },
    {
      "id": "course-agent-discovery-topic-5",
      "title": "5. 如何寻找工作流",
      "url": "https://ai-knowledge-map.com/software/agents-automation/agent-discovery/#course-agent-discovery-topic-5",
      "html": "<table class=\"d-table\"><thead><tr><th>入口</th><th>网址</th><th>介绍</th></tr></thead><tbody><tr><td>n8n 工作流模板库</td><td><a href=\"https://n8n.io/workflows/\" target=\"_blank\" rel=\"noopener noreferrer\">n8n.io/workflows</a></td><td>汇集官方和社区的自动化模板，可按应用、任务和 AI 类别寻找连接模型、数据与业务软件的流程。</td></tr><tr><td>Make 模板库</td><td><a href=\"https://www.make.com/templates\" target=\"_blank\" rel=\"noopener noreferrer\">make.com/templates</a></td><td>提供跨软件的可视化自动化模板，适合寻找内容生成、客户管理、消息通知等多应用协作流程。</td></tr><tr><td>Zapier 模板库</td><td><a href=\"https://zapier.com/templates\" target=\"_blank\" rel=\"noopener noreferrer\">zapier.com/templates</a></td><td>围绕“某个应用发生事件后执行哪些操作”提供模板，适合寻找邮件、表单、表格和 CRM 之间的自动化组合。</td></tr><tr><td>Dify Marketplace·Templates</td><td><a href=\"https://marketplace.dify.ai/templates\" target=\"_blank\" rel=\"noopener noreferrer\">marketplace.dify.ai/templates</a></td><td>提供可复用的 AI 应用模板，包含知识检索、资料总结、内容生成等工作流。</td></tr><tr><td>RunningHub</td><td><a href=\"https://www.runninghub.cn/\" target=\"_blank\" rel=\"noopener noreferrer\">runninghub.cn</a></td><td>提供社区分享的 ComfyUI 工作流与云端运行环境，适合寻找图像、视频和多模态内容创作流程。</td></tr><tr><td>LiblibAI·哩布哩布</td><td><a href=\"https://www.liblib.art/\" target=\"_blank\" rel=\"noopener noreferrer\">liblib.art</a></td><td>创作者分享模型与 ComfyUI 工作流的社区，可通过效果展示、节点预览和下载资源寻找创作方案。</td></tr><tr><td>ComfyUI 官方工作流模板</td><td><a href=\"https://github.com/Comfy-Org/workflow_templates\" target=\"_blank\" rel=\"noopener noreferrer\">github.com/Comfy-Org/workflow_templates</a></td><td>官方维护的工作流模板仓库，适合寻找受支持模型的基础流程，也可在 ComfyUI 的 Templates 面板中浏览加载。</td></tr><tr><td>Awesome Dify Workflow</td><td><a href=\"https://github.com/svcvit/Awesome-Dify-Workflow\" target=\"_blank\" rel=\"noopener noreferrer\">github.com/svcvit/Awesome-Dify-Workflow</a></td><td>社区维护的 Dify 工作流合集，提供可导入的 DSL 文件，适合参考具体任务的节点连接与处理逻辑。</td></tr></tbody></table>"
    }
  ]
}