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Run an AI agent’s shell commands and file operations inside an execution environment whose access you have deliberately limited. A “sandbox” is an execution boundary, not a guarantee that the whole agent system is safe: agent-generated code can use the files, credentials, and network available to it. Choose a local container, Docker Sandbox, hosted environment, or VM according to the work, data sensitivity, and control you need; then limit mounts, egress, and secrets, and review generated files before using them on your host.

What a sandbox does—and what it does not

A coding or tool-using agent may run commands, install packages, edit files, or contact external services. The environment in which those actions run determines what they can reach. OpenAI’s Sandbox security documentation puts the central risk plainly: “Agent-generated code can access the files, credentials, and network available to its environment.” A model’s stated intentions do not change those permissions.

A project directory or command working directory is not, by itself, an operating-system boundary. The OpenAI Agents SDK documentation says Unix-local commands run as host processes on Linux, without Linux OS-level confinement; setting a working directory does not confine them. For untrusted commands, it recommends configured Docker or hosted isolation, or another external boundary. Its macOS filesystem restrictions are not network isolation and are not equivalent to a container boundary.

Nor does isolating command execution automatically isolate every connected component. A harness, MCP server, credential proxy, or other helper may run elsewhere and retain its own access. Map where each process and connection actually runs before deciding what the sandbox protects.

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Choose an execution environment

There is no universal winner established across containers, microVMs, and hosted sandboxes. Compare the actual filesystem, network, credential, persistence, and operational controls available for your workload instead of assuming a product name guarantees a particular level of safety.

Approach When it fits Boundary and trade-offs
Local process or Unix-local SDK client Trusted development, or commands already contained by another isolation layer. On Linux, Unix-local SDK commands run as host processes without OS-level confinement; a chosen working directory does not restrict access (OpenAI Agents SDK documentation, accessed October 4, 2026). macOS filesystem restrictions do not provide network isolation or the same boundary as a container.
Docker container client Local execution with a chosen image and a container boundary. Mounts, credentials, and networking still require deliberate configuration. The Agents SDK Docker client supports network_mode="none" to disable networking; that also prevents exposed ports (OpenAI Agents SDK documentation, accessed October 4, 2026).
Docker Sandboxes A local coding-agent workflow using a dedicated sandbox environment and private Docker Engine. A direct workspace mount shares host workspace writes. Clone mode prevents writes through that mount but still allows repository reads, including ignored and untracked files. Local MCP servers run outside the VM and may use host permissions (Docker’s sandbox tutorial and isolation documentation, accessed October 4, 2026).
Hosted sandbox Managed execution, scaling, or provider features such as snapshots and storage. Review the provider’s persistence, network model, credential handling, and limits. OpenAI-hosted sandbox configuration offers enabled, disabled, and restricted network modes; restricted mode requires hosts to be listed explicitly (OpenAI Agents SDK and API documentation, accessed October 4, 2026).
Self-hosted VM or other isolated environment A custom image, trusted compute, private networking, or greater infrastructure control. A VM or microVM can provide a distinct kernel boundary. The operator owns configuration, network controls, credential brokerage, updates, and lifecycle (OpenAI sandbox security documentation, accessed October 4, 2026).

These options are not a security ranking. A container or VM is only as useful as its configuration, and hosted execution still requires you to understand what data and permissions you expose.

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Set the boundary before starting the agent

  1. Keep orchestration outside execution when practical. Let trusted infrastructure retain authentication, billing, audit records, human review, and recovery state; use the sandbox for provider-specific commands and files. Running the harness inside the sandbox may be convenient for a prototype, but it combines orchestration and model-directed execution in one boundary (OpenAI Agents SDK documentation, accessed October 4, 2026).
  2. Choose the compute boundary for the task. Use local execution only for trusted work or when another isolation layer contains it. For untrusted commands, use configured Docker or hosted isolation; consider a VM or microVM-backed environment when the required boundary warrants it. The cited documentation does not establish a universal comparative benchmark.
  3. Expose only the workspace the agent needs. Use no host mount when the task does not require host files. A direct mount is convenient when you want immediate shared edits, but those edits affect the shared workspace. If preserving the host repository matters, use a private clone and retrieve its changes for review. A clone prevents writes to the host repository through the mount; it does not prevent reading repository contents, including ignored or untracked files such as .env (Docker isolation documentation, accessed October 4, 2026).
  4. Decide network access separately. Disable egress if the task does not need it. Otherwise, allow only required destinations and account for redirects, DNS, proxies, MCP connections, and paths to host services. OpenAI-hosted sandboxes support disabled or restricted outbound access, with hosts listed explicitly for restricted mode; Docker Sandboxes route outbound TCP through policy enforcement (OpenAI API and Docker isolation documentation, accessed October 4, 2026).
  5. Keep long-lived secrets out of the agent-visible environment. Prefer a trusted broker or vault-backed proxy for third-party credentials. Do not bake long-lived application keys into images, source files, or logs. If a real secret is injected as an environment variable, code running in that environment can read it (OpenAI sandbox security and API documentation, accessed October 4, 2026).
  6. Decide what persists and how outputs return. Specify what should survive a stop, resume, snapshot, or deletion, and how you will retrieve generated files. The Agents SDK documentation distinguishes live sessions, snapshots, and mounted storage for continuity (accessed October 4, 2026).
  7. Review outputs before host-side use. Inspect diffs and generated artifacts. Check build files, scripts, hooks, CI configuration, IDE configuration, and agent settings for actions that could run later. Docker advises treating sandbox-modified workspace files like a pull request from an untrusted contributor: review them before trusting them on the host.

Start a local agent with Docker Sandboxes

Docker’s coding-agent tutorial documents this general setup flow. Exact availability and supported integrations can vary by operating system and agent, so follow the current Docker instructions for your environment.

  1. Install Docker Sandboxes for your operating system using Docker’s official setup instructions.
  2. Sign in by running sbx login.
  3. Optionally import supported agent setup if you already have a configuration the integration can use.
  4. Authenticate the agent using its supported sign-in flow. Consider which credentials become visible to agent-generated code.
  5. Start the integration with sbx run <agent>, substituting the supported agent name.
  6. Inspect the result with normal repository tools such as git diff before accepting changes.

The Docker tutorial says its integrations invoke agents in full-autonomy modes. Treat the sandbox as the containment layer, not as a substitute for workspace, network, or credential policy. With a direct mount, the agent can write into the shared host workspace. If host repository integrity is more important than immediate shared edits, choose clone mode: the agent works in a private clone and you retrieve changes explicitly for review. The clone can still expose repository contents to the agent.

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Check the boundaries around the sandbox

  • Workspace: Is the agent working without a host mount, in a direct shared mount, or in a private clone? Which repository files can it read?
  • Network: Is outbound access disabled or allowlisted? Can the agent reach a proxy, host service, MCP server, or other destination not covered by the apparent policy?
  • Credentials: Which tokens or environment variables can the agent read? Can a broker perform the needed operation without exposing a reusable secret?
  • Tools: Does each MCP server and helper run inside the sandbox, in a VM, or on the host? What permissions does it retain?
  • Persistence: What survives a stop, snapshot, resume, or deletion, and where are outputs stored?
  • Host-side effects: Could generated files run later through a build, hook, CI job, IDE setting, or script?

A sandbox constrains execution while it is running. It does not make the files it creates trustworthy: a modified script or configuration can cause effects after it is brought back to the host, opened in an IDE, built, committed, or run.

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