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Build and run AI agents using Docker Compose. A collection of ready-to-use examples for orchestrating open-source LLMs, tools, and agent runtimes.

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docker/compose-for-agents

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Compose for Agents Demos

Prerequisites

Demos

Each of these demos is self-contained and can be run either locally or using a cloud context. They are all configured using two steps.

  1. change directory to the root of the demo project
  2. create a .mcp.env file from the mcp.env.example file (if it exists, otherwise the demo doesn't need any secrets) and supply the required MCP tokens
  3. run docker compose up --build

Using OpenAI models

The demos support using OpenAI models instead of running models locally with Docker Model Runner. To use OpenAI:

  1. Create a secret.openai-api-key file with your OpenAI API key:

    sk-...
    
  2. Start the project with the OpenAI configuration:

    docker compose -f compose.yaml -f compose.openai.yaml up

Compose for Agents Demos - Classification

Demo Agent System Models MCPs project compose
A2A Multi-Agent Fact Checker Multi-Agent OpenAI duckduckgo ./a2a compose.yaml
Agno agent that summarizes GitHub issues Multi-Agent qwen3(local) github-official ./agno compose.yaml
Vercel AI-SDK Chat-UI for mixing MCPs and Model Single Agent llama3.2(local), qwen3(local) wikipedia-mcp, brave, resend(email) ./vercel compose.yaml
CrewAI Marketing Strategy Agent Multi-Agent qwen3(local) duckduckgo ./crew-ai compose.yaml
ADK Multi-Agent Fact Checker Multi-Agent gemma3-qat(local) duckduckgo ./adk compose.yaml
ADK & Cerebras Golang Experts Multi-Agent unsloth/qwen3-gguf:4B-UD-Q4_K_XL & ai/qwen2.5:latest (DMR local), llama-4-scout-17b-16e-instruct (Cerebras remote) ./adk-cerebras compose.yml
LangGraph SQL Agent Single Agent qwen3(local) postgres ./langgraph compose.yaml
Embabel Travel Agent Multi-Agent qwen3, Claude3.7, llama3.2, jimclark106/all-minilm:23M-F16 brave, github-official, wikipedia-mcp, weather, google-maps, airbnb ./embabel compose.yaml and compose.dmr.yaml
Spring AI Brave Search Single Agent none duckduckgo ./spring-ai compose.yaml

License

This repository is dual-licensed under the Apache License 2.0 or the MIT License. You may choose either license to govern your use of the contributions made by Docker in this repository.

ℹ️ Note: Each example under may have its own LICENSE file. These are provided to reflect any third-party licensing requirements that apply to that specific example, and they must be respected accordingly.

SPDX-License-Identifier: Apache-2.0 OR MIT

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Build and run AI agents using Docker Compose. A collection of ready-to-use examples for orchestrating open-source LLMs, tools, and agent runtimes.

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License

Apache-2.0, MIT licenses found

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Apache-2.0
LICENSE.APACHE-2
MIT
LICENSE.MIT

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