In case of need, there is a useful tool that will allow you to re-publish your CRM reports in the SRS server - handy if you or someone else deletes the folder.

Open a command window and navigate to C:\Program Files\Microsoft Dynamics CRM\Tools\   and run PublishReports.exe

Requires a parameter - being the Organisation Name. E.g. PublishReports.exe "mycompany"