Is this the Eclipse Plugin that allows me to run maven commands from within Eclipse IDE?

No. This is a maven plugin to generate Eclipse files for a maven project. This is not an Eclipse Plugin for Maven.

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I already did mvn eclipse:eclipse but when I open Eclipse, my project is not there. Where is it?

You may also need to import the project created by Maven Eclipse Plugin. More information can be found here.

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After running mvn eclipse:eclipse, the generated dependencies are pointing to a non-existing file. What needs to be done?

Before you can setup any maven project to your Eclipse IDE, you need to define first the location of your local repository to Eclipse. This is done by using: eclipse:add-maven-repo

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Can I make the Eclipse plugin download and attach javadocs to my libraries?

As of version 2.4, there is a new flag, downloadJavadocs that behaves exactly like downloadSources except for javadocs. See more information here: Attach Library Sources.

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