Use case: programming and project courses

AI grading for programming assignments

Auliqo grades programming assignments by reading the student's repository from a GitHub, GitLab or Bitbucket link, or from a zip upload, and scoring it against your rubric criterion by criterion with citations to specific files. Demo videos and written reports submitted with the project are reviewed in the same pass, and you approve the grade before it posts to Canvas.

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Built for project-based courses

Programming and capstone courses rarely submit a single file. A typical submission is a repository link, a short demo video and maybe a written report. Auliqo reviews all of it against one rubric, so you are not switching between tools to grade one project.

  • GitHub, GitLab and Bitbucket repository links
  • Zip uploads, opened with the project structure visible
  • Demo and presentation videos
  • PDF reports and linked web pages, such as a deployed app

Rubric criteria that fit code

Rubrics for code are about structure, requirements and quality, not just whether something compiles. Write criteria such as feature completeness, code organization, documentation or use of version control, and Auliqo cites the files and evidence behind each score.

Use grading instructions to state policies once, such as how to treat missing README files or late commits, and they are applied to every submission in the assignment.

Review at the scale of a whole section

Run AI review on all selected submissions at once, review flagged criteria first, then publish grades in bulk once you have approved them. Late-submission penalty rules are applied consistently across the batch.

Programming assignment questions

Does Auliqo run students' code?
No. Auliqo reads the repository contents and scores them against your rubric with citations. If you need automated test execution, keep using your autograder and use Auliqo for the rubric criteria a test suite cannot judge.
Which repository hosts are supported?
Public GitHub, GitLab and Bitbucket links, plus zip uploads submitted to the assignment.
Can it grade the demo video too?
Yes. Demo and presentation videos are reviewed with the rest of the submission against the same rubric.
Which LMS does this work with?
Canvas today. Moodle and Google Classroom are on the roadmap.

Grade your next project milestone with Auliqo

Connect your Canvas course and run AI review on a few project submissions to see the cited evidence for yourself.

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