Devtools
Unit Tests from Diffs
Generate missing unit tests for the code changed in a PR
Intermediate16h1–2
LLMNode.jsVitest
17/20Show a bad code example and get a static analysis rule that finds it everywhere.
Build Semgrep Rule from Example for security engineers in ~12h with 1 person. Stack: Semgrep + LLM + Node.js.
Why it wins: Security leverage with a quick demo.
| Tech | Role | |
|---|---|---|
| Semgrep | Pattern-based code scanning | Tool |
| LLM | Language model | AI |
| Node.js | Backend runtime | Backend |
Open-source projects you can build on. Links checked 2026-10-31.
Devtools
Generate missing unit tests for the code changed in a PR
Devtools
Score each PR for risk so reviewers focus where it matters
Devtools
Catch quality drops when prompts or models change