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Manage local agent deployments and inspect traces

Import a local Agents SDK project, inspect entrypoints and dependencies, create a local deployment record, and inspect logs, traces, and container state.

Goal

Import a local Agents SDK project, inspect entrypoints and dependencies, create a local deployment record, and inspect logs, traces, and container state.

Steps

  1. Run make run and import a test project into the local control panel. [src-openai-operate-local-agent-deployments-and-inspect-traces]
  2. Inspect dependencies, environment variables, and sandbox use, then create a local deployment record. [src-openai-operate-local-agent-deployments-and-inspect-traces]
  3. Review logs, traces, and Docker labels from the deployment page; stop the test container afterward. [src-openai-operate-local-agent-deployments-and-inspect-traces]

How to verify

Confirm entrypoints are detected, the deployment record maps to its container, logs/traces are viewable, and stop terminates the test container.

Troubleshooting

If a container is unmapped, inspect `agents-sdk.*` labels and local state; if the panel is network-accessible, stop it and restore loopback binding.

Permissions

Prerequisites

Permissions

Limitations

This is a local demo control panel, not an isolated multi-tenant production deployment service.

Pinned upstream source

https://github.com/openai/openai-cookbook/blob/5bd6cb40b6b84b69b2032d810610aa85064102df/examples/agents_sdk/deployment_manager/README.md

Repository
openai/openai-cookbook
File path
examples/agents_sdk/deployment_manager/README.md
Pinned commit
5bd6cb40b6b84b69b2032d810610aa85064102df
Source checked
2026-10-14 · Reviewed against the pinned upstream source

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License: MIT

Main topic

Take a coding Agent change from context to verification

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