Autograding the structure of code assignments for CS Education and code bootcamps using CodeGrade and Semgrep without an AST.
April 4, 2022

Webinar: Autograding Code Structure using Semgrep

In 30 seconds...

In this webinar we discussed:

  • Why you should start autograding code structure;
  • What the tool Semgrep is;
  • How Semgrep works together with CodeGrade;
  • The basics of Semgrep patterns and rules;
  • Three step by step examples of autograding code structure in CodeGrade.

Learn all about it in this article or watch the webinar here!

In our latest webinar, we tell you everything you need to know about autograding code structure using Semgrep in CodeGrade, including many practical step by step examples! This webinar was part of our monthly CodeGrade Webinars series and was recorded live on April 1st 2022 - available on-demand now.

Semgrep and CodeGrade

Traditional linters, like pylint for Python or eslint for JavaScript, are easily used in CodeGrade and great for general, broad language standards, but not for specific code structure checks. Semgrep is a tool that can do static code analysis on the structure of code, based on very simple patterns you provide it. Originally designed to find security vulnerabilities in code, Semgrep is an open-source tool by the software security company r2c (originally developed at Facebook) that supports many programming languages like Go, Java, JavaScript, Python and Ruby, with languages like PHP and C currently being beta-tested.

With Semgrep, you can use simple YAML configuration files that include patterns to look for specific structures in code. In the webinar, Devin will go over the basics of these patterns and rule files. You can also find more information in Semgrep's official documentation here: https://semgrep.dev/docs/. Using these configuration files is way easier and portable than creating your own script and parsing the AST (Abstract Syntax Tree) yourself each time you want to assess code structure.

Finally, as mentioned in the webinar, a great place to try out your patterns is using Semgrep's Playground, which can be found here: https://semgrep.dev/playground.

CodeGrade has built in support for Semgrep in it's Unit Test step and has made Semgrep into an education-ready tool. Specifically for education, we have added the `match-expected` field in the rule YAML, which you can use to look for both wanted and unwanted structures.

With CodeGrade, you can autograde every part of even the most complex code assignments. Learn more now!

Continue reading

The Terminal Is Here: CodeGrade's Editor Grew Up

The Terminal is here in beta: a real Ubuntu command line in CodeGrade's redesigned browser editor. Email support for access and a guided setup session.

You Can Now Limit Copy-Pasting in the CodeGrade Code Editor

Prevent copy-pasting in coding assignments. CodeGrade lets you cap or block pasting in the code editor, per assignment. You set the limit. Start free.

Everything CodeGrade Shipped in Q2 2026

See all 14 CodeGrade releases from Q2 2026: simpler login and enrollment, faster AutoTest setup, a context-aware AI assistant, and exam fixes. Start free.

Sign up to our newsletter