Due to the dramatic increase in enrollments in the TU Delft Bachelor of Computer Science, the workload for teaching assistants and instructors has skyrocketed. To reduce this workload, automated tools can be used to make the grading process easier. This paper describes the development of AuTA (Automatic Teaching Assistant), a tool that will help instructors and teaching assistants analyze and grade programming assignments and provide useful feedback to the student.