Autolab vs CodeGrade
Autolab
autolabproject.com
CodeGrade
codegrade.comSide by side
| Figure | Autolab | CodeGrade |
|---|---|---|
| Price from | — | Free |
| Free plan | — | Yes |
| Free trial | — | — |
| Open source | — | — |
| Web | Yes | Yes |
| macOS | Yes | — |
| Linux | Yes | — |
| API | Yes | Yes |
| Self-hosted | Yes | — |
| Plans published | 0 | 5 |
| Spec score · Automated Grading Software | 8.0 (#16) | 8.4 (#6) |
| Autograding | Autolab can grade assignments in any language using any software package. | Its autograder provides instant feedback and supports more than 175 programming languages. |
| Purpose | Autolab is an open-source course management platform for instructors to offer autograded programming assignments. | CodeGrade combines an autograder, IDE, and AI assistant in an online coding education environment. |
| Security | For GitHub submissions, Autolab requests only the minimum permissions needed to access selected private repositories. | CodeGrade says it follows privacy by design and privacy by default and is fully ISO 27001 certified. |
| Support | The project invites schools and organizations to contact its core developers by email for help; it says servers may be provided for free on a case-by-case basis. | The Free plan includes community support, while Starter and Advanced list unlimited support and onboarding or course setup assistance. |
Plans
CodeGrade
- FreeFree
- AI Assistant Add-on$15, paid once
- Starter$24, paid once
- Advanced$39, paid once
- Institutional licensingPriced on request
In their own words
Autolab
Autolab has no write-up on Specifiction yet; its figures are above.
CodeGrade
CodeGrade is an online coding education environment combining an autograder, browser editor, interactive terminal, and AI assistant. The autograder gives instant feedback across more than 175 programming languages. Students work in a real Ubuntu environment without installing software, connect GitHub or GitLab repositories, and submit through Git pushes. Instructors can configure AI behavior per assignment, review conversation logs, comment on code lines, reuse feedback snippets, and support peer review. LTI integrations connect with Canvas, Blackboard, Moodle, Brightspace, Sakai, and Open edX, including grade and roster synchronization. Exam controls include session lockdown, IP restrictions, access passwords, and proctoring integrations. A full API supports course setup automation and analytics retrieval. The Free plan costs nothing and allows up to 50 students per course, with editor, drag-and-drop autograding, inline feedback, rubrics, GitHub integration, and community support. Starter costs $24, paid once per student/course; Advanced costs $39, paid once.