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I've looked at the build command, the push command, and various registry API calls, but none of these have a feature which to apply a description.

Descriptions seem to be implied from the remote API::

(from the docs)

Example request:

GET /images/search?term=sshd HTTP/1.1

Example response:

HTTP/1.1 200 OK
Content-Type: application/json

[
        {
            "description": "",
            "is_official": false,
            "is_automated": false,
            "name": "wma55/u1210sshd",
            "star_count": 0
        },
        {
            "description": "",
            "is_official": false,
            "is_automated": false,
            "name": "jdswinbank/sshd",
            "star_count": 0
        },
        {
            "description": "",
            "is_official": false,
            "is_automated": false,
            "name": "vgauthier/sshd",
            "star_count": 0
        }
...
]

I can't find documentation on how to set them anywhere.

Edit:

I turned up the following "question" type issue at github, which seems to imply it can't be done (this was Sept 2014, so it's possible it's been addressed)

https://github.com/docker/docker-registry/issues/561

cgp
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