
AI Agent for Docker MCP
Seamlessly manage Docker containers using natural language with the Docker MCP Server integration. Compose, introspect, and control containers, volumes, and networks through a powerful AI interface—perfect for server admins, tinkerers, and AI enthusiasts seeking streamlined Docker orchestration.

Natural Language Container Orchestration
Deploy and manage Docker containers by simply describing your needs in natural language. Eliminate complex YAML and CLI commands—let AI handle container creation, multi-container project orchestration, and network setup for you.
- AI-driven Compose.
- Generate Docker Compose projects by describing your application and services in plain English.
- Interactive Planning.
- Receive actionable plans from the AI, provide feedback, and iterate before launching containers.
- Project Resuming.
- Seamlessly resume and manage previously launched projects, cleaning up networks, containers, and volumes as needed.
- Plan & Apply Loop.
- Iterate on deployment plans with the AI, ensuring production-grade results before execution.

Effortless Container & Resource Management
Control containers, images, networks, and volumes with a unified AI assistant. List, create, start, stop, and remove resources instantly—without manual Docker commands.
- Full Container Lifecycle.
- List, create, run, stop, remove, and even recreate containers—all through natural language.
- Persistent Data Management.
- Effortlessly manage Docker volumes for data durability and simplified backups.
- Network and Image Operations.
- Handle Docker networks and images: create, pull, push, and remove—all via AI instructions.

Built for Security and Flexibility
Connect securely to local or remote Docker daemons—including SSH endpoints. Enjoy peace of mind with built-in security guardrails, and tailor your setup for development or production use.
- Security First.
- Sensitive Docker options are disabled by default for peace of mind. Keep your secrets and infrastructure safe.
- Remote Docker Access.
- Connect to Docker engines over SSH for full management of cloud or on-premise hosts.
- Developer Ready.
- Easily configure and extend the integration for your workflow, with Devbox and advanced environment options supported.
MCP INTEGRATION
Available Docker MCP Integration Tools
The following tools are available as part of the Docker MCP integration:
- list_containers
List all Docker containers with their current status and details.
- create_container
Create a new Docker container using specified image and configuration.
- run_container
Run a new Docker container and start it immediately.
- recreate_container
Recreate an existing container, useful for updating configuration or refreshing state.
- start_container
Start a stopped Docker container.
- fetch_container_logs
Retrieve recent logs from a Docker container for debugging and monitoring.
- stop_container
Stop a running Docker container safely.
- remove_container
Remove a Docker container from the system.
- list_images
List all Docker images available on the host.
- pull_image
Download a Docker image from a remote registry.
- push_image
Upload a local Docker image to a remote registry.
- build_image
Build a Docker image from a Dockerfile and context.
- remove_image
Delete a Docker image from the local system.
- list_networks
List all defined Docker networks.
- create_network
Create a new Docker network for container communication.
- remove_network
Remove a Docker network.
- list_volumes
List all Docker volumes available for persistent storage.
- create_volume
Create a new Docker volume for data persistence.
- remove_volume
Remove a Docker volume.
Manage Docker with Natural Language
Experience effortless Docker container management using plain English commands. Try deploying, debugging, and scaling containers the easy way—with the power of AI.
What is Docker Compose MCP Server by ckreiling
Docker Compose MCP Server by ckreiling is an advanced management control plane (MCP) specifically designed to simplify and enhance the management of Docker containers. This platform enables users to control Docker environments using natural language commands, making container orchestration accessible even to those without deep technical expertise. The server supports composing, running, and debugging Docker containers, as well as monitoring logs and executing commands—all through intuitive, user-friendly interfaces. By bridging the gap between complex Docker operations and everyday usability, this MCP server empowers organizations to streamline their container workflows, increase productivity, and reduce the learning curve traditionally associated with container management.
Capabilities
What we can do with Docker Compose MCP Server by ckreiling
With Docker Compose MCP Server, users can effectively manage and orchestrate Docker containers using simple natural language commands. The platform facilitates a variety of container operations, provides real-time insights, and simplifies debugging for both developers and operational teams.
- Compose containers with natural language
- Easily create and manage Docker containers using everyday language, reducing the need for complex scripts.
- Introspect & debug containers
- Quickly inspect and debug running containers to identify and resolve issues efficiently.
- Log monitoring
- Monitor and review logs from all your containers in one place for streamlined troubleshooting.
- Execute commands remotely
- Securely run commands inside your containers without direct terminal access.
- Automate workflows
- Integrate with existing CI/CD and automation tools to further enhance productivity.

How AI Agents Benefit from Docker Compose MCP Server
AI agents can leverage the Docker Compose MCP Server to dynamically manage containerized environments, automate container operations based on context, and optimize resource allocation without manual intervention. The natural language interface allows AI-powered systems to interact and orchestrate complex Docker tasks, enabling scalable and intelligent automation across development and production environments.