Can a Hudson job set a description of its own build?

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I'm aware there is Web API allowing this trick using current build number. But it requires authentication thus script must be edited on each hudson.

Is there a way to achieve that from script or through plugin?

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If you're talking about setting the description of a build, Jenkins can do this, based on a regular expression in the build output.

See the Description Setter Plugin.