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Docker Agent：用声明式 YAML 配置构建、运行和分享 AI Agent

英文标题：🔶 Docker Agent

Docker 发布了 docker-agent，一个可通过 `docker agent` 命令运行的 Docker CLI 插件，用于以声明式 YAML 配置创建和编排 AI Agent。该工具支持多 Agent 自动委派、内置工具与 MCP 服务器接入，并兼容 OpenAI、Anthropic、Gemini、AWS Bedrock、Mistral、xAI 及 Docker Model Runner 等模型提供方。开发者可将 Agent 打包并推送至任意 OCI 注册表，再在其他环境中拉取运行。Docker Desktop 4.63 及以上版本已预装该插件，项目也提供 Homebrew、二进制发布包和完整文档。

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中文

使用声明式 YAML 配置、丰富的工具生态和多 Agent 编排，构建、运行并分享 AI Agent。

docker-agent 让你能够创建并运行可协作解决复杂问题的智能 AI Agent——无需编写代码。

docker-agent 是一个 docker CLI 插件，可通过 docker agent 运行。

使用 YAML 定义 Agent，为其赋予工具，然后让它们开始工作。

agents:
  root:
    model: openai/gpt-5-mini
    description: A helpful AI assistant
    instruction: |
      You are a knowledgeable assistant that helps users with various tasks.
      Be helpful, accurate, and concise in your responses.
    toolsets:
      - type: mcp
        ref: docker:duckduckgo

docker agent run agent.yaml

多 Agent 架构 —— 创建由专业 Agent 组成的团队，自动委派任务
丰富的工具生态 —— 内置工具，以及任意 MCP 服务器（本地、远程或基于 Docker）
不绑定 AI 提供商 —— 支持 OpenAI、Anthropic、Gemini、AWS Bedrock、Mistral、xAI、Docker Model Runner 等
YAML 配置 —— 声明式、可进行版本管理、可分享
高级推理能力 —— 内置 think、todo 和 memory 工具
RAG —— 可插拔检索能力，支持 BM25、嵌入、混合搜索和重排序
打包与分享 —— 将 Agent 推送至任意 OCI 注册表，并可在任何地方拉取和运行

Docker Desktop（4.63+）—— 已预装 docker-agent CLI 插件。只需运行 docker agent。

Homebrew —— brew install docker-agent。可直接运行 docker-agent，或者将二进制文件创建符号链接至 ~/.docker/cli-plugins/docker-agent，然后运行 docker agent。

二进制发布包 —— 从 GitHub Releases 下载。将 docker-agent 二进制文件创建符号链接至 ~/.docker/cli-plugins/docker-agent，即可使用 docker agent；也可直接使用 docker-agent。

至少设置一个 API 密钥（或使用 Docker Model Runner 运行本地模型）：

export OPENAI_API_KEY=sk-...        # or ANTHROPIC_API_KEY, GOOGLE_API_KEY, etc.

有关两种路径（云端 API 密钥或本地模型）的完整操作说明，请参阅设置模型。

# Run the default agent
docker agent run

# Run from an OCI registry
docker agent run myorg/agent:tag

# Generate a new agent interactively
docker agent new

# Run your own config
docker agent run agent.yaml

更多示例位于 examples/ 目录。

📖 完整文档

阅读贡献指南即可开始参与。我们使用 docker-agent 来构建 docker-agent：

docker agent run ./golang_developer.yaml

我们收集匿名使用数据以改进该工具。详见遥测数据。

社区

Docker Community Slack · #docker-agent 频道

English / 原文

Build, run, and share AI agents with a declarative YAML config, rich tool ecosystem, and multi-agent orchestration.

docker-agent lets you create and run intelligent AI agents that collaborate to solve complex problems — no code required.

docker-agent is a docker CLI plugin and can be run with docker agent.

Define agents in YAML, give them tools, and let them work.

agents:
  root:
    model: openai/gpt-5-mini
    description: A helpful AI assistant
    instruction: |
      You are a knowledgeable assistant that helps users with various tasks.
      Be helpful, accurate, and concise in your responses.
    toolsets:
      - type: mcp
        ref: docker:duckduckgo


docker agent run agent.yaml

Multi-agent architecture — Create teams of specialized agents that delegate tasks automatically
Rich tool ecosystem — Built-in tools + any MCP server (local, remote, or Docker-based)
AI provider agnostic — OpenAI, Anthropic, Gemini, AWS Bedrock, Mistral, xAI, Docker Model Runner, and more
YAML configuration — Declarative, versionable, shareable
Advanced reasoning — Built-in think, todo, and memory tools
RAG — Pluggable retrieval with BM25, embeddings, hybrid search, and reranking
Package & share — Push agents to any OCI registry, pull and run them anywhere

Docker Desktop (4.63+) — docker-agent CLI plugin is pre-installed. Just run docker agent.

Homebrew — brew install docker-agent. Run docker-agent directly or symlink the binary to ~/.docker/cli-plugins/docker-agent and run docker agent.

Binary releases — Download from GitHub Releases. Symlink the docker-agent binary to ~/.docker/cli-plugins/docker-agent to be able to use docker agent, or use docker-agent directly.

Set at least one API key (or use Docker Model Runner for local models):

export OPENAI_API_KEY=sk-...        # or ANTHROPIC_API_KEY, GOOGLE_API_KEY, etc.

See Set Up a Model for the full walkthrough of both paths (cloud API key or local model).

# Run the default agent
docker agent run

# Run from an OCI registry
docker agent run myorg/agent:tag

# Generate a new agent interactively
docker agent new

# Run your own config
docker agent run agent.yaml

More examples in the examples/ directory.

📖 Full documentation

Read the Contributing guide to get started. We use docker-agent to build docker-agent:

docker agent run ./golang_developer.yaml

We collect anonymous usage data to improve the tool. See Telemetry.

Community

Docker Community Slack · #docker-agent channel