doerkit is an open-source platform for running assessment-first courses, featuring statistics lessons, quizzes, and cumulative review. It uses LLMs for grading written answers and provides instant feedback. Designed for educators and students, it can be self-hosted and run via CLI.
doerkit is an Education & learning product. It focuses on enabling educators and students to run assessment-first courses with automated LLM grading and feedback. It is built as an open-source project for educators and students in statistics. doerkit is open source under the MIT license. doerkit is available on the web and the command line, and it can be self-hosted.
It is developed by Michael Tuszynski, and the product first shipped in 2026. Development happens publicly on GitHub with 6 commits in the last 90 days. Key capabilities include LLM grading, cumulative review, and quiz engine.
Latest indexed changes and source events
Try It: A Working Assessment-First Course verified by the PulseGate indexer
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