A method for listing optimal machine instances in a computing environment based on user context is provided. The method includes receiving a task request based on a first task to be performed within the computing environment, identifying one or more similar tasks by comparing metadata for the first task to metadata for a plurality of other tasks based on a classification analysis, selecting the one or more similar tasks based on a result from the classification analysis exceeding a predetermined confidence level, and generating a list of one or more previous machine instances corresponding to the one or more similar tasks. The list of previous machine instances is associated with instructions to commence the previous machine instances. The plurality of other tasks include previous tasks performed within the computing environment on corresponding previous machine instances. The machine instances may include a virtual machine (VM) instance or a physical machine instance.