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teamcity - Where is MsDeployPublish located?

When trying to deploy my site using TeamCity and Web Deploy I get this error:

error MSB4057: The target "MsDeployPublish" does not exist in the project.

Is there something I have to install on a build server? It's a clean Windows Server 2012 with Web Deploy 3.5 installed.

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Or you can use this NuGet package with portable version of the targets: https://www.nuget.org/packages/MSBuild.Microsoft.VisualStudio.Web.targets and modify your csproj file to include it like this:

<Import Project="..packagesMSBuild.Microsoft.VisualStudio.Web.targets.12.0.1oolsVSToolsPathWebApplicationsMicrosoft.WebApplication.targets" />

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