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An AML created in an ArcToolbox tool will not run successfully on a geoprocessing server. The server is unable to find the data.
AMLs created in ArcToolbox will not work on a geoprocessing server because the local paths contained in the AML are not converted to Universal Naming Convention (UNC) paths.
Before submitting the AML to a geoprocessing server, use a text editor to change all local paths in the AML to UNC paths: