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.
- Installation · Set Up a Model · Quick Start
- Agents · Models · Tools · Multi-Agent
- Configuration Reference
- TUI · CLI · MCP Mode · RAG
- Model Providers · Docker Model Runner
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.