A method, system and computer program product for generating a review rating the performance of a pattern. The deployment of a pattern, the service history of the pattern and the operation of the pattern are monitored and information pertaining to the monitored pattern deployment, the monitored service history and the monitored pattern operation is collected, where a pattern is an abstract model of a topology and application environment that encapsulates installation, configuration and management of middleware and applications. The collected information is analyzed to automatically generate a review that contains a score and a comment rating the performance, such as the success or lack of success, in deploying, servicing and operating the pattern. In this manner, a review of a pattern, including a score and a suggested comment, may be automatically generated without requiring the user, such as a system administrator, to spend time writing the review.