/cursor-tutorials

How to review Cursor-generated code

Learn how to effectively review Cursor-generated code with practical steps to ensure quality, accuracy, and reliable software performance.

Matt Graham, CEO of Rapid Developers

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How to review Cursor-generated code

When you review Cursor‑generated code, treat it exactly like a code review from a very fast but slightly overconfident junior engineer: trust nothing blindly, verify every assumption, and run the code locally before merging. Cursor is excellent at scaffolding and refactoring, but it absolutely can hallucinate functions, imports, or APIs that don’t exist. Good review means validating correctness, maintainability, and alignment with your project’s actual architecture and tools.

 

Why Reviewing Cursor-Generated Code Matters

 

Cursor writes code quickly, but it doesn't execute your full project or fully understand your runtime. It predicts patterns. That means you must check for incorrect APIs, typos that look correct, invented functions, and logic errors that sound plausible but don’t match your real system. The goal is to make sure the code actually fits into your real working project and won’t break when deployed.

 

How to Properly Review Cursor-Generated Code

 

Below is the practical workflow I use daily when reviewing AI-generated code inside Cursor. Each step is simple but crucial, especially when you're still learning how to trust — and distrust — an AI coding tool.

  • Read the diff slowly, top to bottom. Don’t skim. Cursor often slips subtle mistakes like wrong parameter order, wrong variable names, or missing edge cases.
  • Check every import or require. Look for:
    • Modules that don’t exist
    • APIs that changed versions
    • Unused imports (Cursor loves adding these)
  • Validate the logic against your actual project structure. Ask yourself:
    • Does this file actually exist?
    • Do these functions behave this way?
    • Does this match the coding patterns already in the repo?
  • Search your project to confirm referenced functions are real. Using Command+P or global search:
    • Confirm a function exists
    • Confirm it has the params Cursor expects
    • Confirm you're not duplicating existing logic
  • Run the code locally in Cursor’s terminal. This is non-negotiable:
    • For Node: run the server with Node or npm
    • For Python: run the script or tests
    • For React: spin up the dev server
  • Check types, linting, and formatting. Even if you don’t deeply understand TypeScript or ESLint rules yet, errors here often point to Cursor mistakes like:
    • Missing return types
    • Wrong variable shape
    • Unused variables
  • Review for maintainability. Cursor sometimes writes “works but unreadable” code. Ask:
    • Will another developer understand this in 3 months?
    • Did Cursor create duplicate logic?
    • Is it consistent with the rest of the repo’s style?
  • Run tests or create quick ones if missing. Even a tiny test can expose big mistakes.
  • Ask Cursor to explain the code back to you. If the explanation reveals contradictions or uncertainties, that's a sign the code is not solid.

 

Simple Example: Spotting a Cursor Mistake

 

Imagine Cursor generates a Node route like this:

// This is Cursor-generated code
import express from "express"
import { getUserById } from "./utils/getUser" // This function might not exist!

const router = express.Router()

router.get("/user/:id", async (req, res) => {
  const user = await getUserById(req.params.userId) // Wrong param!
  res.json(user)
})

export default router

What a good review catches:

  • getUserById might not exist — search the project.
  • req.params.userId is wrong — the actual param is id.
  • Missing try/catch or proper error handling.
  • If you’re using CommonJS, the import syntax is invalid.

Corrected version would be:

import express from "express"
import { getUserById } from "../services/userService.js" // Correct import!

const router = express.Router()

router.get("/user/:id", async (req, res) => {
  try {
    const user = await getUserById(req.params.id) // Correct param!
    res.json(user)
  } catch (err) {
    res.status(500).json({ error: "Failed to fetch user" })
  }
})

export default router

 

Additional Techniques That Work Great Inside Cursor

 

  • Use "Explain" on specific code sections. If Cursor can’t clearly explain what the code does, don’t trust the code.
  • Select the diff and ask “What could be wrong here?” Cursor is surprisingly good at self-auditing when prompted.
  • Use the Context tool to add multiple relevant files. This helps Cursor stop hallucinating missing functions.
  • Run small tests directly in the built-in terminal. Helps verify assumptions quickly.

 

The Core Principle

 

Cursor is a power tool, not an autopilot. You review its code the same way you’d review an overeager junior developer’s PR: patiently, skeptically, and with the project’s real constraints in mind. If you follow a structured review process, AI-generated code becomes an accelerator instead of a source of bugs.

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